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Calvin
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216
4_video_sdks/camera_face_sdk/camera-face-sdk.iml
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216
4_video_sdks/camera_face_sdk/camera-face-sdk.iml
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<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-armhf:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-arm64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-ppc64le:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:macosx-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:windows-x86:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:windows-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark-platform:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-arm:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-arm64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-armhf:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-arm64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-ppc64le:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:macosx-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:windows-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:windows-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica-platform:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-arm:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-arm64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-armhf:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-arm64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-ppc64le:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:macosx-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:windows-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:windows-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract-platform:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-arm:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-arm64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-armhf:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-arm64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-ppc64le:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:macosx-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:windows-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:windows-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.testng:testng:6.8.1" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: junit:junit:4.10" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.hamcrest:hamcrest-core:1.1" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.beanshell:bsh:2.0b4" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: com.beust:jcommander:1.27" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.yaml:snakeyaml:1.6" level="project" />
|
||||
</component>
|
||||
</module>
|
||||
Binary file not shown.
@ -31,7 +31,7 @@
|
||||
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
|
||||
<maven.compiler.source>1.8</maven.compiler.source>
|
||||
<maven.compiler.target>1.8</maven.compiler.target>
|
||||
<djl.version>0.13.0</djl.version>
|
||||
<djl.version>0.14.0</djl.version>
|
||||
</properties>
|
||||
|
||||
<build>
|
||||
@ -94,7 +94,7 @@
|
||||
<dependency>
|
||||
<groupId>ai.djl.pytorch</groupId>
|
||||
<artifactId>pytorch-native-auto</artifactId>
|
||||
<version>1.9.0</version>
|
||||
<version>1.9.1</version>
|
||||
</dependency>
|
||||
<!-- PaddlePaddle -->
|
||||
<dependency>
|
||||
@ -113,13 +113,6 @@
|
||||
<artifactId>paddlepaddle-model-zoo</artifactId>
|
||||
<version>${djl.version}</version>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>aias</groupId>
|
||||
<artifactId>face-lib</artifactId>
|
||||
<version>0.1.0</version>
|
||||
<scope>system</scope>
|
||||
<systemPath>${project.basedir}/lib/aias-face-lib-0.1.0.jar</systemPath>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>org.bytedeco</groupId>
|
||||
<artifactId>javacv-platform</artifactId>
|
||||
|
||||
@ -11,7 +11,7 @@ import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.repository.zoo.ModelZoo;
|
||||
import ai.djl.repository.zoo.ZooModel;
|
||||
import ai.djl.translate.TranslateException;
|
||||
import me.aias.FaceDetection;
|
||||
import me.calvin.example.utils.FaceDetection;
|
||||
import me.calvin.example.utils.OpenCVImageUtil;
|
||||
import org.bytedeco.javacv.CanvasFrame;
|
||||
import org.bytedeco.javacv.Frame;
|
||||
|
||||
@ -0,0 +1,104 @@
|
||||
package me.calvin.example.utils;
|
||||
|
||||
import ai.djl.Device;
|
||||
import ai.djl.modality.cv.Image;
|
||||
import ai.djl.modality.cv.output.BoundingBox;
|
||||
import ai.djl.modality.cv.output.DetectedObjects;
|
||||
import ai.djl.modality.cv.output.Rectangle;
|
||||
import ai.djl.modality.cv.util.NDImageUtils;
|
||||
import ai.djl.ndarray.NDArray;
|
||||
import ai.djl.ndarray.NDList;
|
||||
import ai.djl.ndarray.NDManager;
|
||||
import ai.djl.ndarray.types.Shape;
|
||||
import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.training.util.ProgressBar;
|
||||
import ai.djl.translate.Batchifier;
|
||||
import ai.djl.translate.Translator;
|
||||
import ai.djl.translate.TranslatorContext;
|
||||
import org.slf4j.Logger;
|
||||
import org.slf4j.LoggerFactory;
|
||||
|
||||
import java.util.ArrayList;
|
||||
import java.util.Arrays;
|
||||
import java.util.List;
|
||||
|
||||
public final class FaceDetection {
|
||||
|
||||
private static final Logger logger = LoggerFactory.getLogger(FaceDetection.class);
|
||||
|
||||
public FaceDetection() {}
|
||||
|
||||
public Criteria<Image, DetectedObjects> criteria(float shrink, float threshold) {
|
||||
Criteria<Image, DetectedObjects> criteria =
|
||||
Criteria.builder()
|
||||
.optEngine("PaddlePaddle")
|
||||
.setTypes(Image.class, DetectedObjects.class)
|
||||
.optModelUrls(
|
||||
"https://aias-home.oss-cn-beijing.aliyuncs.com/models/face_mask/face_detection.zip")
|
||||
// .optModelUrls("/Users/calvin/model/face_mask/pyramidbox_lite/")
|
||||
// .optModelName("inference")
|
||||
.optProgress(new ProgressBar())
|
||||
.optDevice(Device.cpu())
|
||||
.optTranslator(new FaceTranslator(shrink, threshold))
|
||||
.build();
|
||||
|
||||
return criteria;
|
||||
}
|
||||
|
||||
private final class FaceTranslator implements Translator<Image, DetectedObjects> {
|
||||
|
||||
private float shrink;
|
||||
private float threshold;
|
||||
private List<String> className;
|
||||
|
||||
FaceTranslator(float shrink, float threshold) {
|
||||
this.shrink = shrink;
|
||||
this.threshold = threshold;
|
||||
className = Arrays.asList("Not Face", "Face");
|
||||
}
|
||||
|
||||
@Override
|
||||
public DetectedObjects processOutput(TranslatorContext ctx, NDList list) {
|
||||
return processImageOutput(list, className, threshold);
|
||||
}
|
||||
|
||||
@Override
|
||||
public NDList processInput(TranslatorContext ctx, Image input) {
|
||||
return processImageInput(ctx.getNDManager(), input, shrink);
|
||||
}
|
||||
|
||||
@Override
|
||||
public Batchifier getBatchifier() {
|
||||
return null;
|
||||
}
|
||||
|
||||
NDList processImageInput(NDManager manager, Image input, float shrink) {
|
||||
NDArray array = input.toNDArray(manager);
|
||||
Shape shape = array.getShape();
|
||||
array =
|
||||
NDImageUtils.resize(array, (int) (shape.get(1) * shrink), (int) (shape.get(0) * shrink));
|
||||
array = array.transpose(2, 0, 1).flip(0); // HWC -> CHW BGR -> RGB
|
||||
NDArray mean = manager.create(new float[] {104f, 117f, 123f}, new Shape(3, 1, 1));
|
||||
array = array.sub(mean).mul(0.007843f); // normalization
|
||||
array = array.expandDims(0); // make batch dimension
|
||||
return new NDList(array);
|
||||
}
|
||||
|
||||
DetectedObjects processImageOutput(NDList list, List<String> className, float threshold) {
|
||||
NDArray result = list.singletonOrThrow();
|
||||
float[] probabilities = result.get(":,1").toFloatArray();
|
||||
List<String> names = new ArrayList<>();
|
||||
List<Double> prob = new ArrayList<>();
|
||||
List<BoundingBox> boxes = new ArrayList<>();
|
||||
for (int i = 0; i < probabilities.length; i++) {
|
||||
if (probabilities[i] >= threshold) {
|
||||
float[] array = result.get(i).toFloatArray();
|
||||
names.add(className.get((int) array[0]));
|
||||
prob.add((double) probabilities[i]);
|
||||
boxes.add(new Rectangle(array[2], array[3], array[4] - array[2], array[5] - array[3]));
|
||||
}
|
||||
}
|
||||
return new DetectedObjects(names, prob, boxes);
|
||||
}
|
||||
}
|
||||
}
|
||||
216
4_video_sdks/camera_facemask_sdk/camera-facemask-sdk.iml
Normal file
216
4_video_sdks/camera_facemask_sdk/camera-facemask-sdk.iml
Normal file
@ -0,0 +1,216 @@
|
||||
<?xml version="1.0" encoding="UTF-8"?>
|
||||
<module org.jetbrains.idea.maven.project.MavenProjectsManager.isMavenModule="true" type="JAVA_MODULE" version="4">
|
||||
<component name="CheckStyle-IDEA-Module">
|
||||
<option name="configuration">
|
||||
<map />
|
||||
</option>
|
||||
</component>
|
||||
<component name="NewModuleRootManager" LANGUAGE_LEVEL="JDK_1_8">
|
||||
<output url="file://$MODULE_DIR$/target/classes" />
|
||||
<output-test url="file://$MODULE_DIR$/target/test-classes" />
|
||||
<content url="file://$MODULE_DIR$">
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/main/java" isTestSource="false" />
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/main/resources" type="java-resource" />
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/test/resources" type="java-test-resource" />
|
||||
<excludeFolder url="file://$MODULE_DIR$/target" />
|
||||
</content>
|
||||
<orderEntry type="inheritedJdk" />
|
||||
<orderEntry type="sourceFolder" forTests="false" />
|
||||
<orderEntry type="library" name="Maven: commons-cli:commons-cli:1.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.logging.log4j:log4j-slf4j-impl:2.12.1" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.slf4j:slf4j-api:1.7.25" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.logging.log4j:log4j-api:2.12.1" level="project" />
|
||||
<orderEntry type="library" scope="RUNTIME" name="Maven: org.apache.logging.log4j:log4j-core:2.12.1" level="project" />
|
||||
<orderEntry type="library" name="Maven: com.google.code.gson:gson:2.8.5" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl:api:0.14.0" level="project" />
|
||||
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|
||||
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|
||||
<orderEntry type="library" name="Maven: ai.djl:basicdataset:0.14.0" level="project" />
|
||||
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|
||||
<orderEntry type="library" name="Maven: ai.djl:model-zoo:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.pytorch:pytorch-engine:0.14.0" level="project" />
|
||||
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||||
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||||
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|
||||
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|
||||
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|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacv-platform:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacv:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:2.13.3.31-1.5.4" level="project" />
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||||
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|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:1.12.4-1.5.4" level="project" />
|
||||
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|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas-platform:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp-platform:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-arm:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-arm64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-x86:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:ios-arm64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:ios-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-armhf:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-arm64:1.5.4" level="project" />
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|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.yaml:snakeyaml:1.6" level="project" />
|
||||
</component>
|
||||
</module>
|
||||
Binary file not shown.
@ -31,7 +31,7 @@
|
||||
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
|
||||
<maven.compiler.source>1.8</maven.compiler.source>
|
||||
<maven.compiler.target>1.8</maven.compiler.target>
|
||||
<djl.version>0.13.0</djl.version>
|
||||
<djl.version>0.14.0</djl.version>
|
||||
</properties>
|
||||
|
||||
<build>
|
||||
@ -94,14 +94,13 @@
|
||||
<dependency>
|
||||
<groupId>ai.djl.pytorch</groupId>
|
||||
<artifactId>pytorch-native-auto</artifactId>
|
||||
<version>1.9.0</version>
|
||||
<version>1.9.1</version>
|
||||
</dependency>
|
||||
<!-- PaddlePaddle -->
|
||||
<dependency>
|
||||
<groupId>ai.djl.paddlepaddle</groupId>
|
||||
<artifactId>paddlepaddle-engine</artifactId>
|
||||
<version>${djl.version}</version>
|
||||
<scope>runtime</scope>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>ai.djl.paddlepaddle</groupId>
|
||||
@ -113,13 +112,6 @@
|
||||
<artifactId>paddlepaddle-model-zoo</artifactId>
|
||||
<version>${djl.version}</version>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>aias</groupId>
|
||||
<artifactId>mask-lib</artifactId>
|
||||
<version>0.1.0</version>
|
||||
<scope>system</scope>
|
||||
<systemPath>${project.basedir}/lib/aias-mask-lib-0.1.0.jar</systemPath>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>org.bytedeco</groupId>
|
||||
<artifactId>javacv-platform</artifactId>
|
||||
|
||||
@ -12,8 +12,8 @@ import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.repository.zoo.ModelZoo;
|
||||
import ai.djl.repository.zoo.ZooModel;
|
||||
import ai.djl.translate.TranslateException;
|
||||
import me.aias.FaceDetection;
|
||||
import me.aias.FaceMaskDetect;
|
||||
import me.aias.example.utils.FaceDetection;
|
||||
import me.aias.example.utils.FaceMaskDetect;
|
||||
import me.aias.example.utils.OpenCVImageUtil;
|
||||
import org.bytedeco.javacv.CanvasFrame;
|
||||
import org.bytedeco.javacv.Frame;
|
||||
@ -151,7 +151,7 @@ public class CameraFaceMaskDetectionExample {
|
||||
if (squareBox[1] > height) squareBox[1] = height;
|
||||
if ((squareBox[0] + squareBox[2]) > width) squareBox[2] = width - squareBox[0];
|
||||
if ((squareBox[1] + squareBox[2]) > height) squareBox[2] = height - squareBox[1];
|
||||
return img.getSubimage(squareBox[0], squareBox[1], squareBox[2], squareBox[2]);
|
||||
return img.getSubImage(squareBox[0], squareBox[1], squareBox[2], squareBox[2]);
|
||||
// return img.getSubimage(squareBox[0], squareBox[1], squareBox[2], squareBox[3]);
|
||||
}
|
||||
}
|
||||
|
||||
@ -0,0 +1,104 @@
|
||||
package me.aias.example.utils;
|
||||
|
||||
import ai.djl.Device;
|
||||
import ai.djl.modality.cv.Image;
|
||||
import ai.djl.modality.cv.output.BoundingBox;
|
||||
import ai.djl.modality.cv.output.DetectedObjects;
|
||||
import ai.djl.modality.cv.output.Rectangle;
|
||||
import ai.djl.modality.cv.util.NDImageUtils;
|
||||
import ai.djl.ndarray.NDArray;
|
||||
import ai.djl.ndarray.NDList;
|
||||
import ai.djl.ndarray.NDManager;
|
||||
import ai.djl.ndarray.types.Shape;
|
||||
import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.training.util.ProgressBar;
|
||||
import ai.djl.translate.Batchifier;
|
||||
import ai.djl.translate.Translator;
|
||||
import ai.djl.translate.TranslatorContext;
|
||||
import org.slf4j.Logger;
|
||||
import org.slf4j.LoggerFactory;
|
||||
|
||||
import java.util.ArrayList;
|
||||
import java.util.Arrays;
|
||||
import java.util.List;
|
||||
|
||||
public final class FaceDetection {
|
||||
|
||||
private static final Logger logger = LoggerFactory.getLogger(FaceDetection.class);
|
||||
|
||||
public FaceDetection() {}
|
||||
|
||||
public Criteria<Image, DetectedObjects> criteria(float shrink, float threshold) {
|
||||
Criteria<Image, DetectedObjects> criteria =
|
||||
Criteria.builder()
|
||||
.optEngine("PaddlePaddle")
|
||||
.setTypes(Image.class, DetectedObjects.class)
|
||||
.optModelUrls(
|
||||
"https://aias-home.oss-cn-beijing.aliyuncs.com/models/face_mask/face_detection.zip")
|
||||
// .optModelUrls("/Users/calvin/model/face_mask/pyramidbox_lite/")
|
||||
// .optModelName("inference")
|
||||
.optProgress(new ProgressBar())
|
||||
.optDevice(Device.cpu())
|
||||
.optTranslator(new FaceTranslator(shrink, threshold))
|
||||
.build();
|
||||
|
||||
return criteria;
|
||||
}
|
||||
|
||||
private final class FaceTranslator implements Translator<Image, DetectedObjects> {
|
||||
|
||||
private float shrink;
|
||||
private float threshold;
|
||||
private List<String> className;
|
||||
|
||||
FaceTranslator(float shrink, float threshold) {
|
||||
this.shrink = shrink;
|
||||
this.threshold = threshold;
|
||||
className = Arrays.asList("Not Face", "Face");
|
||||
}
|
||||
|
||||
@Override
|
||||
public DetectedObjects processOutput(TranslatorContext ctx, NDList list) {
|
||||
return processImageOutput(list, className, threshold);
|
||||
}
|
||||
|
||||
@Override
|
||||
public NDList processInput(TranslatorContext ctx, Image input) {
|
||||
return processImageInput(ctx.getNDManager(), input, shrink);
|
||||
}
|
||||
|
||||
@Override
|
||||
public Batchifier getBatchifier() {
|
||||
return null;
|
||||
}
|
||||
|
||||
NDList processImageInput(NDManager manager, Image input, float shrink) {
|
||||
NDArray array = input.toNDArray(manager);
|
||||
Shape shape = array.getShape();
|
||||
array =
|
||||
NDImageUtils.resize(array, (int) (shape.get(1) * shrink), (int) (shape.get(0) * shrink));
|
||||
array = array.transpose(2, 0, 1).flip(0); // HWC -> CHW BGR -> RGB
|
||||
NDArray mean = manager.create(new float[] {104f, 117f, 123f}, new Shape(3, 1, 1));
|
||||
array = array.sub(mean).mul(0.007843f); // normalization
|
||||
array = array.expandDims(0); // make batch dimension
|
||||
return new NDList(array);
|
||||
}
|
||||
|
||||
DetectedObjects processImageOutput(NDList list, List<String> className, float threshold) {
|
||||
NDArray result = list.singletonOrThrow();
|
||||
float[] probabilities = result.get(":,1").toFloatArray();
|
||||
List<String> names = new ArrayList<>();
|
||||
List<Double> prob = new ArrayList<>();
|
||||
List<BoundingBox> boxes = new ArrayList<>();
|
||||
for (int i = 0; i < probabilities.length; i++) {
|
||||
if (probabilities[i] >= threshold) {
|
||||
float[] array = result.get(i).toFloatArray();
|
||||
names.add(className.get((int) array[0]));
|
||||
prob.add((double) probabilities[i]);
|
||||
boxes.add(new Rectangle(array[2], array[3], array[4] - array[2], array[5] - array[3]));
|
||||
}
|
||||
}
|
||||
return new DetectedObjects(names, prob, boxes);
|
||||
}
|
||||
}
|
||||
}
|
||||
@ -0,0 +1,98 @@
|
||||
package me.aias.example.utils;
|
||||
|
||||
import ai.djl.Device;
|
||||
import ai.djl.inference.Predictor;
|
||||
import ai.djl.modality.Classifications;
|
||||
import ai.djl.modality.cv.Image;
|
||||
import ai.djl.modality.cv.output.BoundingBox;
|
||||
import ai.djl.modality.cv.output.DetectedObjects;
|
||||
import ai.djl.modality.cv.output.Rectangle;
|
||||
import ai.djl.modality.cv.transform.Normalize;
|
||||
import ai.djl.modality.cv.transform.Resize;
|
||||
import ai.djl.modality.cv.transform.ToTensor;
|
||||
import ai.djl.modality.cv.translator.ImageClassificationTranslator;
|
||||
import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.training.util.ProgressBar;
|
||||
import ai.djl.translate.TranslateException;
|
||||
import org.slf4j.Logger;
|
||||
import org.slf4j.LoggerFactory;
|
||||
|
||||
import java.util.ArrayList;
|
||||
import java.util.List;
|
||||
|
||||
public final class FaceMaskDetect {
|
||||
|
||||
private static final Logger logger = LoggerFactory.getLogger(FaceMaskDetect.class);
|
||||
|
||||
public FaceMaskDetect() {}
|
||||
|
||||
public DetectedObjects predict(
|
||||
Predictor<Image, DetectedObjects> faceDetector,
|
||||
Predictor<Image, Classifications> classifier,
|
||||
Image image)
|
||||
throws TranslateException {
|
||||
|
||||
DetectedObjects detections = faceDetector.predict(image);
|
||||
List<DetectedObjects.DetectedObject> faces = detections.items();
|
||||
|
||||
List<String> names = new ArrayList<>();
|
||||
List<Double> prob = new ArrayList<>();
|
||||
List<BoundingBox> rect = new ArrayList<>();
|
||||
for (DetectedObjects.DetectedObject face : faces) {
|
||||
Image subImg = getSubImage(image, face.getBoundingBox());
|
||||
Classifications classifications = classifier.predict(subImg);
|
||||
names.add(classifications.best().getClassName());
|
||||
prob.add(face.getProbability());
|
||||
rect.add(face.getBoundingBox());
|
||||
}
|
||||
|
||||
return new DetectedObjects(names, prob, rect);
|
||||
}
|
||||
|
||||
public Criteria<Image, Classifications> criteria() {
|
||||
Criteria<Image, Classifications> criteria =
|
||||
Criteria.builder()
|
||||
.optEngine("PaddlePaddle")
|
||||
.setTypes(Image.class, Classifications.class)
|
||||
.optTranslator(
|
||||
ImageClassificationTranslator.builder()
|
||||
.addTransform(new Resize(128, 128))
|
||||
.addTransform(new ToTensor()) // HWC -> CHW div(255)
|
||||
.addTransform(
|
||||
new Normalize(
|
||||
new float[] {0.5f, 0.5f, 0.5f}, new float[] {1.0f, 1.0f, 1.0f}))
|
||||
.addTransform(nd -> nd.flip(0)) // RGB -> GBR
|
||||
.build())
|
||||
.optModelUrls(
|
||||
"https://aias-home.oss-cn-beijing.aliyuncs.com/models/face_mask/face_mask.zip")
|
||||
.optProgress(new ProgressBar())
|
||||
.optDevice(Device.cpu())
|
||||
.build();
|
||||
|
||||
return criteria;
|
||||
}
|
||||
|
||||
private int[] extendSquare(
|
||||
double xmin, double ymin, double width, double height, double percentage) {
|
||||
double centerx = xmin + width / 2;
|
||||
double centery = ymin + height / 2;
|
||||
double maxDist = Math.max(width / 2, height / 2) * (1 + percentage);
|
||||
return new int[] {(int) (centerx - maxDist), (int) (centery - maxDist), (int) (2 * maxDist)};
|
||||
// return new int[] {(int) xmin, (int) ymin, (int) width, (int) height};
|
||||
}
|
||||
|
||||
private Image getSubImage(Image img, BoundingBox box) {
|
||||
Rectangle rect = box.getBounds();
|
||||
int width = img.getWidth();
|
||||
int height = img.getHeight();
|
||||
int[] squareBox =
|
||||
extendSquare(
|
||||
rect.getX() * width,
|
||||
rect.getY() * height,
|
||||
rect.getWidth() * width,
|
||||
rect.getHeight() * height,
|
||||
0); // 0.18
|
||||
return img.getSubImage(squareBox[0], squareBox[1], squareBox[2], squareBox[2]);
|
||||
// return img.getSubimage(squareBox[0], squareBox[1], squareBox[2], squareBox[3]);
|
||||
}
|
||||
}
|
||||
Binary file not shown.
225
4_video_sdks/mp4_face_sdk/mp4-face-sdk.iml
Normal file
225
4_video_sdks/mp4_face_sdk/mp4-face-sdk.iml
Normal file
@ -0,0 +1,225 @@
|
||||
<?xml version="1.0" encoding="UTF-8"?>
|
||||
<module org.jetbrains.idea.maven.project.MavenProjectsManager.isMavenModule="true" type="JAVA_MODULE" version="4">
|
||||
<component name="CheckStyle-IDEA-Module">
|
||||
<option name="configuration">
|
||||
<map />
|
||||
</option>
|
||||
</component>
|
||||
<component name="NewModuleRootManager" LANGUAGE_LEVEL="JDK_1_8">
|
||||
<output url="file://$MODULE_DIR$/target/classes" />
|
||||
<output-test url="file://$MODULE_DIR$/target/test-classes" />
|
||||
<content url="file://$MODULE_DIR$">
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/main/java" isTestSource="false" />
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/main/resources" type="java-resource" />
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/test/resources" type="java-test-resource" />
|
||||
<excludeFolder url="file://$MODULE_DIR$/target" />
|
||||
</content>
|
||||
<orderEntry type="inheritedJdk" />
|
||||
<orderEntry type="sourceFolder" forTests="false" />
|
||||
<orderEntry type="library" name="Maven: commons-cli:commons-cli:1.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.logging.log4j:log4j-slf4j-impl:2.12.1" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.slf4j:slf4j-api:1.7.25" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.logging.log4j:log4j-api:2.12.1" level="project" />
|
||||
<orderEntry type="library" scope="RUNTIME" name="Maven: org.apache.logging.log4j:log4j-core:2.12.1" level="project" />
|
||||
<orderEntry type="library" name="Maven: com.google.code.gson:gson:2.8.5" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl:api:0.13.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: net.java.dev.jna:jna:5.9.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.commons:commons-compress:1.21" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl:basicdataset:0.13.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.commons:commons-csv:1.8" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl:model-zoo:0.13.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.pytorch:pytorch-engine:0.13.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.pytorch:pytorch-model-zoo:0.13.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.pytorch:pytorch-native-auto:1.9.0" level="project" />
|
||||
<orderEntry type="library" scope="RUNTIME" name="Maven: ai.djl.paddlepaddle:paddlepaddle-engine:0.13.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.paddlepaddle:paddlepaddle-native-auto:2.0.2" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.paddlepaddle:paddlepaddle-model-zoo:0.13.0" level="project" />
|
||||
<orderEntry type="module-library">
|
||||
<library name="Maven: aias:face-lib:0.1.0">
|
||||
<CLASSES>
|
||||
<root url="jar://$MODULE_DIR$/lib/aias-face-lib-0.1.0.jar!/" />
|
||||
</CLASSES>
|
||||
<JAVADOC />
|
||||
<SOURCES />
|
||||
</library>
|
||||
</orderEntry>
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacv-platform:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacv:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas-platform:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp-platform:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-arm:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-arm64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-x86:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:ios-arm64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:ios-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-armhf:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-arm64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-ppc64le:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-x86:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:macosx-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:windows-x86:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:windows-x86_64:1.5.4" level="project" />
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:macosx-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:windows-x86:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:windows-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg-platform:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-arm:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-arm64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-x86:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-x86_64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-x86:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-x86_64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-armhf:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-arm64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-ppc64le:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:macosx-x86_64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:windows-x86:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:windows-x86_64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture-platform:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:linux-x86:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:linux-x86_64:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:linux-armhf:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:linux-arm64:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:windows-x86:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:windows-x86_64:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394-platform:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-x86:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-x86_64:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-armhf:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-arm64:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-ppc64le:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:macosx-x86_64:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:windows-x86:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:windows-x86_64:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect-platform:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-x86:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-x86_64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-armhf:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-arm64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-ppc64le:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:macosx-x86_64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:windows-x86:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:windows-x86_64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2-platform:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:linux-x86:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:linux-x86_64:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:macosx-x86_64:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:windows-x86_64:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense-platform:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:linux-x86:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:linux-x86_64:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:macosx-x86_64:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:windows-x86:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:windows-x86_64:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2-platform:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:linux-x86:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:linux-x86_64:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:macosx-x86_64:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:windows-x86:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:windows-x86_64:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput-platform:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput:windows-x86:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput:windows-x86_64:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus-platform:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-arm:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-arm64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-x86:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-x86:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-armhf:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-arm64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-ppc64le:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:macosx-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:windows-x86:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:windows-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark-platform:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-arm:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-arm64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-armhf:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-arm64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-ppc64le:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:macosx-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:windows-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:windows-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica-platform:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-arm:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-arm64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-armhf:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-arm64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-ppc64le:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:macosx-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:windows-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:windows-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract-platform:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-arm:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-arm64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-armhf:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-arm64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-ppc64le:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:macosx-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:windows-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:windows-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.testng:testng:6.8.1" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: junit:junit:4.10" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.hamcrest:hamcrest-core:1.1" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.beanshell:bsh:2.0b4" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: com.beust:jcommander:1.27" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.yaml:snakeyaml:1.6" level="project" />
|
||||
</component>
|
||||
</module>
|
||||
@ -31,7 +31,7 @@
|
||||
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
|
||||
<maven.compiler.source>1.8</maven.compiler.source>
|
||||
<maven.compiler.target>1.8</maven.compiler.target>
|
||||
<djl.version>0.13.0</djl.version>
|
||||
<djl.version>0.14.0</djl.version>
|
||||
</properties>
|
||||
|
||||
<build>
|
||||
@ -94,14 +94,13 @@
|
||||
<dependency>
|
||||
<groupId>ai.djl.pytorch</groupId>
|
||||
<artifactId>pytorch-native-auto</artifactId>
|
||||
<version>1.9.0</version>
|
||||
<version>1.9.1</version>
|
||||
</dependency>
|
||||
<!-- PaddlePaddle -->
|
||||
<dependency>
|
||||
<groupId>ai.djl.paddlepaddle</groupId>
|
||||
<artifactId>paddlepaddle-engine</artifactId>
|
||||
<version>${djl.version}</version>
|
||||
<scope>runtime</scope>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>ai.djl.paddlepaddle</groupId>
|
||||
@ -113,13 +112,6 @@
|
||||
<artifactId>paddlepaddle-model-zoo</artifactId>
|
||||
<version>${djl.version}</version>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>aias</groupId>
|
||||
<artifactId>face-lib</artifactId>
|
||||
<version>0.1.0</version>
|
||||
<scope>system</scope>
|
||||
<systemPath>${project.basedir}/lib/aias-face-lib-0.1.0.jar</systemPath>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>org.bytedeco</groupId>
|
||||
<artifactId>javacv-platform</artifactId>
|
||||
|
||||
@ -11,7 +11,7 @@ import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.repository.zoo.ModelZoo;
|
||||
import ai.djl.repository.zoo.ZooModel;
|
||||
import ai.djl.translate.TranslateException;
|
||||
import me.aias.FaceDetection;
|
||||
import me.aias.example.utils.FaceDetection;
|
||||
import me.aias.example.utils.OpenCVImageUtil;
|
||||
import org.bytedeco.javacv.CanvasFrame;
|
||||
import org.bytedeco.javacv.FFmpegFrameGrabber;
|
||||
|
||||
@ -0,0 +1,104 @@
|
||||
package me.aias.example.utils;
|
||||
|
||||
import ai.djl.Device;
|
||||
import ai.djl.modality.cv.Image;
|
||||
import ai.djl.modality.cv.output.BoundingBox;
|
||||
import ai.djl.modality.cv.output.DetectedObjects;
|
||||
import ai.djl.modality.cv.output.Rectangle;
|
||||
import ai.djl.modality.cv.util.NDImageUtils;
|
||||
import ai.djl.ndarray.NDArray;
|
||||
import ai.djl.ndarray.NDList;
|
||||
import ai.djl.ndarray.NDManager;
|
||||
import ai.djl.ndarray.types.Shape;
|
||||
import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.training.util.ProgressBar;
|
||||
import ai.djl.translate.Batchifier;
|
||||
import ai.djl.translate.Translator;
|
||||
import ai.djl.translate.TranslatorContext;
|
||||
import org.slf4j.Logger;
|
||||
import org.slf4j.LoggerFactory;
|
||||
|
||||
import java.util.ArrayList;
|
||||
import java.util.Arrays;
|
||||
import java.util.List;
|
||||
|
||||
public final class FaceDetection {
|
||||
|
||||
private static final Logger logger = LoggerFactory.getLogger(FaceDetection.class);
|
||||
|
||||
public FaceDetection() {}
|
||||
|
||||
public Criteria<Image, DetectedObjects> criteria(float shrink, float threshold) {
|
||||
Criteria<Image, DetectedObjects> criteria =
|
||||
Criteria.builder()
|
||||
.optEngine("PaddlePaddle")
|
||||
.setTypes(Image.class, DetectedObjects.class)
|
||||
.optModelUrls(
|
||||
"https://aias-home.oss-cn-beijing.aliyuncs.com/models/face_mask/face_detection.zip")
|
||||
// .optModelUrls("/Users/calvin/model/face_mask/pyramidbox_lite/")
|
||||
// .optModelName("inference")
|
||||
.optProgress(new ProgressBar())
|
||||
.optDevice(Device.cpu())
|
||||
.optTranslator(new FaceTranslator(shrink, threshold))
|
||||
.build();
|
||||
|
||||
return criteria;
|
||||
}
|
||||
|
||||
private final class FaceTranslator implements Translator<Image, DetectedObjects> {
|
||||
|
||||
private float shrink;
|
||||
private float threshold;
|
||||
private List<String> className;
|
||||
|
||||
FaceTranslator(float shrink, float threshold) {
|
||||
this.shrink = shrink;
|
||||
this.threshold = threshold;
|
||||
className = Arrays.asList("Not Face", "Face");
|
||||
}
|
||||
|
||||
@Override
|
||||
public DetectedObjects processOutput(TranslatorContext ctx, NDList list) {
|
||||
return processImageOutput(list, className, threshold);
|
||||
}
|
||||
|
||||
@Override
|
||||
public NDList processInput(TranslatorContext ctx, Image input) {
|
||||
return processImageInput(ctx.getNDManager(), input, shrink);
|
||||
}
|
||||
|
||||
@Override
|
||||
public Batchifier getBatchifier() {
|
||||
return null;
|
||||
}
|
||||
|
||||
NDList processImageInput(NDManager manager, Image input, float shrink) {
|
||||
NDArray array = input.toNDArray(manager);
|
||||
Shape shape = array.getShape();
|
||||
array =
|
||||
NDImageUtils.resize(array, (int) (shape.get(1) * shrink), (int) (shape.get(0) * shrink));
|
||||
array = array.transpose(2, 0, 1).flip(0); // HWC -> CHW BGR -> RGB
|
||||
NDArray mean = manager.create(new float[] {104f, 117f, 123f}, new Shape(3, 1, 1));
|
||||
array = array.sub(mean).mul(0.007843f); // normalization
|
||||
array = array.expandDims(0); // make batch dimension
|
||||
return new NDList(array);
|
||||
}
|
||||
|
||||
DetectedObjects processImageOutput(NDList list, List<String> className, float threshold) {
|
||||
NDArray result = list.singletonOrThrow();
|
||||
float[] probabilities = result.get(":,1").toFloatArray();
|
||||
List<String> names = new ArrayList<>();
|
||||
List<Double> prob = new ArrayList<>();
|
||||
List<BoundingBox> boxes = new ArrayList<>();
|
||||
for (int i = 0; i < probabilities.length; i++) {
|
||||
if (probabilities[i] >= threshold) {
|
||||
float[] array = result.get(i).toFloatArray();
|
||||
names.add(className.get((int) array[0]));
|
||||
prob.add((double) probabilities[i]);
|
||||
boxes.add(new Rectangle(array[2], array[3], array[4] - array[2], array[5] - array[3]));
|
||||
}
|
||||
}
|
||||
return new DetectedObjects(names, prob, boxes);
|
||||
}
|
||||
}
|
||||
}
|
||||
Binary file not shown.
216
4_video_sdks/mp4_facemask_sdk/mp4-facemask-sdk.iml
Normal file
216
4_video_sdks/mp4_facemask_sdk/mp4-facemask-sdk.iml
Normal file
@ -0,0 +1,216 @@
|
||||
<?xml version="1.0" encoding="UTF-8"?>
|
||||
<module org.jetbrains.idea.maven.project.MavenProjectsManager.isMavenModule="true" type="JAVA_MODULE" version="4">
|
||||
<component name="CheckStyle-IDEA-Module">
|
||||
<option name="configuration">
|
||||
<map />
|
||||
</option>
|
||||
</component>
|
||||
<component name="NewModuleRootManager" LANGUAGE_LEVEL="JDK_1_8">
|
||||
<output url="file://$MODULE_DIR$/target/classes" />
|
||||
<output-test url="file://$MODULE_DIR$/target/test-classes" />
|
||||
<content url="file://$MODULE_DIR$">
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/main/java" isTestSource="false" />
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/main/resources" type="java-resource" />
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/test/resources" type="java-test-resource" />
|
||||
<excludeFolder url="file://$MODULE_DIR$/target" />
|
||||
</content>
|
||||
<orderEntry type="inheritedJdk" />
|
||||
<orderEntry type="sourceFolder" forTests="false" />
|
||||
<orderEntry type="library" name="Maven: commons-cli:commons-cli:1.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.logging.log4j:log4j-slf4j-impl:2.12.1" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.slf4j:slf4j-api:1.7.25" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.logging.log4j:log4j-api:2.12.1" level="project" />
|
||||
<orderEntry type="library" scope="RUNTIME" name="Maven: org.apache.logging.log4j:log4j-core:2.12.1" level="project" />
|
||||
<orderEntry type="library" name="Maven: com.google.code.gson:gson:2.8.5" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl:api:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: net.java.dev.jna:jna:5.9.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.commons:commons-compress:1.21" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl:basicdataset:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.commons:commons-csv:1.8" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl:model-zoo:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.pytorch:pytorch-engine:0.14.0" level="project" />
|
||||
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|
||||
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|
||||
<orderEntry type="library" name="Maven: ai.djl.paddlepaddle:paddlepaddle-engine:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.paddlepaddle:paddlepaddle-native-auto:2.0.2" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.paddlepaddle:paddlepaddle-model-zoo:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacv-platform:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacv:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:2.3.1-1.5.4" level="project" />
|
||||
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|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas-platform:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp-platform:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-arm:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-arm64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-x86:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:ios-arm64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:ios-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-armhf:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-arm64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-ppc64le:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-x86:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:macosx-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:windows-x86:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:windows-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:android-arm:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:android-arm64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:android-x86:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:android-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:ios-arm64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:ios-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-x86:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-armhf:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-arm64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-ppc64le:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:macosx-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:windows-x86:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:windows-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv-platform:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:android-arm:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:android-arm64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:android-x86:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:android-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:ios-arm64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:ios-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-x86:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-armhf:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-arm64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-ppc64le:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:macosx-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:windows-x86:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:windows-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg-platform:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-arm:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-arm64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-x86:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-x86_64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-x86:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-x86_64:4.3.1-1.5.4" level="project" />
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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||||
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|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:linux-arm64:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:windows-x86:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:windows-x86_64:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394-platform:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-x86:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-x86_64:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-armhf:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-arm64:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-ppc64le:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:macosx-x86_64:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:windows-x86:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:windows-x86_64:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect-platform:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-x86:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-x86_64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-armhf:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-arm64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-ppc64le:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:macosx-x86_64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:windows-x86:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:windows-x86_64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2-platform:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:linux-x86:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:linux-x86_64:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:macosx-x86_64:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:windows-x86_64:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense-platform:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:linux-x86:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:linux-x86_64:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:macosx-x86_64:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:windows-x86:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:windows-x86_64:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2-platform:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:linux-x86:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:linux-x86_64:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:macosx-x86_64:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:windows-x86:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:windows-x86_64:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput-platform:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput:windows-x86:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput:windows-x86_64:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus-platform:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-arm:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-arm64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-x86:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-x86:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-armhf:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-arm64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-ppc64le:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:macosx-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:windows-x86:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:windows-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark-platform:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-arm:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-arm64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-armhf:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-arm64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-ppc64le:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:macosx-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:windows-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:windows-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica-platform:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-arm:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-arm64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-armhf:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-arm64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-ppc64le:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:macosx-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:windows-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:windows-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract-platform:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-arm:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-arm64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-armhf:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-arm64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-ppc64le:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:macosx-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:windows-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:windows-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.testng:testng:6.8.1" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: junit:junit:4.10" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.hamcrest:hamcrest-core:1.1" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.beanshell:bsh:2.0b4" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: com.beust:jcommander:1.27" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.yaml:snakeyaml:1.6" level="project" />
|
||||
</component>
|
||||
</module>
|
||||
@ -31,7 +31,7 @@
|
||||
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
|
||||
<maven.compiler.source>1.8</maven.compiler.source>
|
||||
<maven.compiler.target>1.8</maven.compiler.target>
|
||||
<djl.version>0.13.0</djl.version>
|
||||
<djl.version>0.14.0</djl.version>
|
||||
</properties>
|
||||
|
||||
<build>
|
||||
@ -94,14 +94,13 @@
|
||||
<dependency>
|
||||
<groupId>ai.djl.pytorch</groupId>
|
||||
<artifactId>pytorch-native-auto</artifactId>
|
||||
<version>1.9.0</version>
|
||||
<version>1.9.1</version>
|
||||
</dependency>
|
||||
<!-- PaddlePaddle -->
|
||||
<dependency>
|
||||
<groupId>ai.djl.paddlepaddle</groupId>
|
||||
<artifactId>paddlepaddle-engine</artifactId>
|
||||
<version>${djl.version}</version>
|
||||
<scope>runtime</scope>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>ai.djl.paddlepaddle</groupId>
|
||||
@ -118,13 +117,6 @@
|
||||
<artifactId>javacv-platform</artifactId>
|
||||
<version>1.5.4</version>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>aias</groupId>
|
||||
<artifactId>mask-lib</artifactId>
|
||||
<version>0.1.0</version>
|
||||
<scope>system</scope>
|
||||
<systemPath>${project.basedir}/lib/aias-mask-lib-0.1.0.jar</systemPath>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>org.testng</groupId>
|
||||
<artifactId>testng</artifactId>
|
||||
|
||||
@ -12,8 +12,8 @@ import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.repository.zoo.ModelZoo;
|
||||
import ai.djl.repository.zoo.ZooModel;
|
||||
import ai.djl.translate.TranslateException;
|
||||
import me.aias.FaceDetection;
|
||||
import me.aias.FaceMaskDetect;
|
||||
import me.aias.example.utils.FaceDetection;
|
||||
import me.aias.example.utils.FaceMaskDetect;
|
||||
import me.aias.example.utils.OpenCVImageUtil;
|
||||
import org.bytedeco.javacv.CanvasFrame;
|
||||
import org.bytedeco.javacv.FFmpegFrameGrabber;
|
||||
@ -156,7 +156,7 @@ public class MP4FaceMaskDetectionExample {
|
||||
if (squareBox[1] > height) squareBox[1] = height;
|
||||
if ((squareBox[0] + squareBox[2]) > width) squareBox[2] = width - squareBox[0];
|
||||
if ((squareBox[1] + squareBox[2]) > height) squareBox[2] = height - squareBox[1];
|
||||
return img.getSubimage(squareBox[0], squareBox[1], squareBox[2], squareBox[2]);
|
||||
return img.getSubImage(squareBox[0], squareBox[1], squareBox[2], squareBox[2]);
|
||||
// return img.getSubimage(squareBox[0], squareBox[1], squareBox[2], squareBox[3]);
|
||||
}
|
||||
}
|
||||
|
||||
@ -0,0 +1,104 @@
|
||||
package me.aias.example.utils;
|
||||
|
||||
import ai.djl.Device;
|
||||
import ai.djl.modality.cv.Image;
|
||||
import ai.djl.modality.cv.output.BoundingBox;
|
||||
import ai.djl.modality.cv.output.DetectedObjects;
|
||||
import ai.djl.modality.cv.output.Rectangle;
|
||||
import ai.djl.modality.cv.util.NDImageUtils;
|
||||
import ai.djl.ndarray.NDArray;
|
||||
import ai.djl.ndarray.NDList;
|
||||
import ai.djl.ndarray.NDManager;
|
||||
import ai.djl.ndarray.types.Shape;
|
||||
import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.training.util.ProgressBar;
|
||||
import ai.djl.translate.Batchifier;
|
||||
import ai.djl.translate.Translator;
|
||||
import ai.djl.translate.TranslatorContext;
|
||||
import org.slf4j.Logger;
|
||||
import org.slf4j.LoggerFactory;
|
||||
|
||||
import java.util.ArrayList;
|
||||
import java.util.Arrays;
|
||||
import java.util.List;
|
||||
|
||||
public final class FaceDetection {
|
||||
|
||||
private static final Logger logger = LoggerFactory.getLogger(FaceDetection.class);
|
||||
|
||||
public FaceDetection() {}
|
||||
|
||||
public Criteria<Image, DetectedObjects> criteria(float shrink, float threshold) {
|
||||
Criteria<Image, DetectedObjects> criteria =
|
||||
Criteria.builder()
|
||||
.optEngine("PaddlePaddle")
|
||||
.setTypes(Image.class, DetectedObjects.class)
|
||||
.optModelUrls(
|
||||
"https://aias-home.oss-cn-beijing.aliyuncs.com/models/face_mask/face_detection.zip")
|
||||
// .optModelUrls("/Users/calvin/model/face_mask/pyramidbox_lite/")
|
||||
// .optModelName("inference")
|
||||
.optProgress(new ProgressBar())
|
||||
.optDevice(Device.cpu())
|
||||
.optTranslator(new FaceTranslator(shrink, threshold))
|
||||
.build();
|
||||
|
||||
return criteria;
|
||||
}
|
||||
|
||||
private final class FaceTranslator implements Translator<Image, DetectedObjects> {
|
||||
|
||||
private float shrink;
|
||||
private float threshold;
|
||||
private List<String> className;
|
||||
|
||||
FaceTranslator(float shrink, float threshold) {
|
||||
this.shrink = shrink;
|
||||
this.threshold = threshold;
|
||||
className = Arrays.asList("Not Face", "Face");
|
||||
}
|
||||
|
||||
@Override
|
||||
public DetectedObjects processOutput(TranslatorContext ctx, NDList list) {
|
||||
return processImageOutput(list, className, threshold);
|
||||
}
|
||||
|
||||
@Override
|
||||
public NDList processInput(TranslatorContext ctx, Image input) {
|
||||
return processImageInput(ctx.getNDManager(), input, shrink);
|
||||
}
|
||||
|
||||
@Override
|
||||
public Batchifier getBatchifier() {
|
||||
return null;
|
||||
}
|
||||
|
||||
NDList processImageInput(NDManager manager, Image input, float shrink) {
|
||||
NDArray array = input.toNDArray(manager);
|
||||
Shape shape = array.getShape();
|
||||
array =
|
||||
NDImageUtils.resize(array, (int) (shape.get(1) * shrink), (int) (shape.get(0) * shrink));
|
||||
array = array.transpose(2, 0, 1).flip(0); // HWC -> CHW BGR -> RGB
|
||||
NDArray mean = manager.create(new float[] {104f, 117f, 123f}, new Shape(3, 1, 1));
|
||||
array = array.sub(mean).mul(0.007843f); // normalization
|
||||
array = array.expandDims(0); // make batch dimension
|
||||
return new NDList(array);
|
||||
}
|
||||
|
||||
DetectedObjects processImageOutput(NDList list, List<String> className, float threshold) {
|
||||
NDArray result = list.singletonOrThrow();
|
||||
float[] probabilities = result.get(":,1").toFloatArray();
|
||||
List<String> names = new ArrayList<>();
|
||||
List<Double> prob = new ArrayList<>();
|
||||
List<BoundingBox> boxes = new ArrayList<>();
|
||||
for (int i = 0; i < probabilities.length; i++) {
|
||||
if (probabilities[i] >= threshold) {
|
||||
float[] array = result.get(i).toFloatArray();
|
||||
names.add(className.get((int) array[0]));
|
||||
prob.add((double) probabilities[i]);
|
||||
boxes.add(new Rectangle(array[2], array[3], array[4] - array[2], array[5] - array[3]));
|
||||
}
|
||||
}
|
||||
return new DetectedObjects(names, prob, boxes);
|
||||
}
|
||||
}
|
||||
}
|
||||
@ -0,0 +1,98 @@
|
||||
package me.aias.example.utils;
|
||||
|
||||
import ai.djl.Device;
|
||||
import ai.djl.inference.Predictor;
|
||||
import ai.djl.modality.Classifications;
|
||||
import ai.djl.modality.cv.Image;
|
||||
import ai.djl.modality.cv.output.BoundingBox;
|
||||
import ai.djl.modality.cv.output.DetectedObjects;
|
||||
import ai.djl.modality.cv.output.Rectangle;
|
||||
import ai.djl.modality.cv.transform.Normalize;
|
||||
import ai.djl.modality.cv.transform.Resize;
|
||||
import ai.djl.modality.cv.transform.ToTensor;
|
||||
import ai.djl.modality.cv.translator.ImageClassificationTranslator;
|
||||
import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.training.util.ProgressBar;
|
||||
import ai.djl.translate.TranslateException;
|
||||
import org.slf4j.Logger;
|
||||
import org.slf4j.LoggerFactory;
|
||||
|
||||
import java.util.ArrayList;
|
||||
import java.util.List;
|
||||
|
||||
public final class FaceMaskDetect {
|
||||
|
||||
private static final Logger logger = LoggerFactory.getLogger(FaceMaskDetect.class);
|
||||
|
||||
public FaceMaskDetect() {}
|
||||
|
||||
public DetectedObjects predict(
|
||||
Predictor<Image, DetectedObjects> faceDetector,
|
||||
Predictor<Image, Classifications> classifier,
|
||||
Image image)
|
||||
throws TranslateException {
|
||||
|
||||
DetectedObjects detections = faceDetector.predict(image);
|
||||
List<DetectedObjects.DetectedObject> faces = detections.items();
|
||||
|
||||
List<String> names = new ArrayList<>();
|
||||
List<Double> prob = new ArrayList<>();
|
||||
List<BoundingBox> rect = new ArrayList<>();
|
||||
for (DetectedObjects.DetectedObject face : faces) {
|
||||
Image subImg = getSubImage(image, face.getBoundingBox());
|
||||
Classifications classifications = classifier.predict(subImg);
|
||||
names.add(classifications.best().getClassName());
|
||||
prob.add(face.getProbability());
|
||||
rect.add(face.getBoundingBox());
|
||||
}
|
||||
|
||||
return new DetectedObjects(names, prob, rect);
|
||||
}
|
||||
|
||||
public Criteria<Image, Classifications> criteria() {
|
||||
Criteria<Image, Classifications> criteria =
|
||||
Criteria.builder()
|
||||
.optEngine("PaddlePaddle")
|
||||
.setTypes(Image.class, Classifications.class)
|
||||
.optTranslator(
|
||||
ImageClassificationTranslator.builder()
|
||||
.addTransform(new Resize(128, 128))
|
||||
.addTransform(new ToTensor()) // HWC -> CHW div(255)
|
||||
.addTransform(
|
||||
new Normalize(
|
||||
new float[] {0.5f, 0.5f, 0.5f}, new float[] {1.0f, 1.0f, 1.0f}))
|
||||
.addTransform(nd -> nd.flip(0)) // RGB -> GBR
|
||||
.build())
|
||||
.optModelUrls(
|
||||
"https://aias-home.oss-cn-beijing.aliyuncs.com/models/face_mask/face_mask.zip")
|
||||
.optProgress(new ProgressBar())
|
||||
.optDevice(Device.cpu())
|
||||
.build();
|
||||
|
||||
return criteria;
|
||||
}
|
||||
|
||||
private int[] extendSquare(
|
||||
double xmin, double ymin, double width, double height, double percentage) {
|
||||
double centerx = xmin + width / 2;
|
||||
double centery = ymin + height / 2;
|
||||
double maxDist = Math.max(width / 2, height / 2) * (1 + percentage);
|
||||
return new int[] {(int) (centerx - maxDist), (int) (centery - maxDist), (int) (2 * maxDist)};
|
||||
// return new int[] {(int) xmin, (int) ymin, (int) width, (int) height};
|
||||
}
|
||||
|
||||
private Image getSubImage(Image img, BoundingBox box) {
|
||||
Rectangle rect = box.getBounds();
|
||||
int width = img.getWidth();
|
||||
int height = img.getHeight();
|
||||
int[] squareBox =
|
||||
extendSquare(
|
||||
rect.getX() * width,
|
||||
rect.getY() * height,
|
||||
rect.getWidth() * width,
|
||||
rect.getHeight() * height,
|
||||
0); // 0.18
|
||||
return img.getSubImage(squareBox[0], squareBox[1], squareBox[2], squareBox[2]);
|
||||
// return img.getSubimage(squareBox[0], squareBox[1], squareBox[2], squareBox[3]);
|
||||
}
|
||||
}
|
||||
Binary file not shown.
@ -31,7 +31,7 @@
|
||||
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
|
||||
<maven.compiler.source>1.8</maven.compiler.source>
|
||||
<maven.compiler.target>1.8</maven.compiler.target>
|
||||
<djl.version>0.13.0</djl.version>
|
||||
<djl.version>0.14.0</djl.version>
|
||||
</properties>
|
||||
|
||||
<build>
|
||||
@ -94,14 +94,13 @@
|
||||
<dependency>
|
||||
<groupId>ai.djl.pytorch</groupId>
|
||||
<artifactId>pytorch-native-auto</artifactId>
|
||||
<version>1.9.0</version>
|
||||
<version>1.9.1</version>
|
||||
</dependency>
|
||||
<!-- PaddlePaddle -->
|
||||
<dependency>
|
||||
<groupId>ai.djl.paddlepaddle</groupId>
|
||||
<artifactId>paddlepaddle-engine</artifactId>
|
||||
<version>${djl.version}</version>
|
||||
<scope>runtime</scope>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>ai.djl.paddlepaddle</groupId>
|
||||
@ -118,13 +117,6 @@
|
||||
<artifactId>javacv-platform</artifactId>
|
||||
<version>1.5.4</version>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>aias</groupId>
|
||||
<artifactId>face-lib</artifactId>
|
||||
<version>0.1.0</version>
|
||||
<scope>system</scope>
|
||||
<systemPath>${project.basedir}/lib/aias-face-lib-0.1.0.jar</systemPath>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>org.testng</groupId>
|
||||
<artifactId>testng</artifactId>
|
||||
|
||||
216
4_video_sdks/rtsp_face_sdk/rtsp-face-sdk.iml
Normal file
216
4_video_sdks/rtsp_face_sdk/rtsp-face-sdk.iml
Normal file
@ -0,0 +1,216 @@
|
||||
<?xml version="1.0" encoding="UTF-8"?>
|
||||
<module org.jetbrains.idea.maven.project.MavenProjectsManager.isMavenModule="true" type="JAVA_MODULE" version="4">
|
||||
<component name="CheckStyle-IDEA-Module">
|
||||
<option name="configuration">
|
||||
<map />
|
||||
</option>
|
||||
</component>
|
||||
<component name="NewModuleRootManager" LANGUAGE_LEVEL="JDK_1_8">
|
||||
<output url="file://$MODULE_DIR$/target/classes" />
|
||||
<output-test url="file://$MODULE_DIR$/target/test-classes" />
|
||||
<content url="file://$MODULE_DIR$">
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/main/java" isTestSource="false" />
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/main/resources" type="java-resource" />
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/test/resources" type="java-test-resource" />
|
||||
<excludeFolder url="file://$MODULE_DIR$/target" />
|
||||
</content>
|
||||
<orderEntry type="inheritedJdk" />
|
||||
<orderEntry type="sourceFolder" forTests="false" />
|
||||
<orderEntry type="library" name="Maven: commons-cli:commons-cli:1.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.logging.log4j:log4j-slf4j-impl:2.12.1" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.slf4j:slf4j-api:1.7.25" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.logging.log4j:log4j-api:2.12.1" level="project" />
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||||
<orderEntry type="library" scope="RUNTIME" name="Maven: org.apache.logging.log4j:log4j-core:2.12.1" level="project" />
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||||
<orderEntry type="library" name="Maven: com.google.code.gson:gson:2.8.5" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl:api:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: net.java.dev.jna:jna:5.9.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.commons:commons-compress:1.21" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl:basicdataset:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.commons:commons-csv:1.8" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl:model-zoo:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.pytorch:pytorch-engine:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.pytorch:pytorch-model-zoo:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.pytorch:pytorch-native-auto:1.9.1" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.paddlepaddle:paddlepaddle-engine:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.paddlepaddle:paddlepaddle-native-auto:2.0.2" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.paddlepaddle:paddlepaddle-model-zoo:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacv-platform:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacv:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:4.3.1-1.5.4" level="project" />
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||||
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||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:1.80.0-1.5.4" level="project" />
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||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:4.1.1-1.5.4" level="project" />
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||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas-platform:0.3.10-1.5.4" level="project" />
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<orderEntry type="library" name="Maven: org.bytedeco:javacpp-platform:1.5.4" level="project" />
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||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-arm:1.5.4" level="project" />
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||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-arm64:1.5.4" level="project" />
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||||
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||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-x86_64:1.5.4" level="project" />
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||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:ios-arm64:1.5.4" level="project" />
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||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:ios-x86_64:1.5.4" level="project" />
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||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-armhf:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-arm64:1.5.4" level="project" />
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||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-ppc64le:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-x86:1.5.4" level="project" />
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||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:macosx-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:windows-x86:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:windows-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:android-arm:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:android-arm64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:android-x86:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:android-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:ios-arm64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:ios-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-x86:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-armhf:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-arm64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-ppc64le:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:macosx-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:windows-x86:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:windows-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv-platform:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:android-arm:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:android-arm64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:android-x86:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:android-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:ios-arm64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:ios-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-x86:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-armhf:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-arm64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-ppc64le:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:macosx-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:windows-x86:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:windows-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg-platform:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-arm:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-arm64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-x86:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-x86_64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-x86:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-x86_64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-armhf:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-arm64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-ppc64le:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:macosx-x86_64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:windows-x86:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:windows-x86_64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture-platform:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:linux-x86:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:linux-x86_64:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:linux-armhf:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:linux-arm64:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:windows-x86:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:windows-x86_64:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394-platform:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-x86:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-x86_64:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-armhf:2.2.6-1.5.4" level="project" />
|
||||
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|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-ppc64le:2.2.6-1.5.4" level="project" />
|
||||
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|
||||
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|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:windows-x86_64:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect-platform:0.5.7-1.5.4" level="project" />
|
||||
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|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-x86_64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-armhf:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-arm64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-ppc64le:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:macosx-x86_64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:windows-x86:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:windows-x86_64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2-platform:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:linux-x86:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:linux-x86_64:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:macosx-x86_64:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:windows-x86_64:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense-platform:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:linux-x86:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:linux-x86_64:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:macosx-x86_64:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:windows-x86:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:windows-x86_64:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2-platform:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:linux-x86:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:linux-x86_64:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:macosx-x86_64:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:windows-x86:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:windows-x86_64:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput-platform:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput:windows-x86:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput:windows-x86_64:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus-platform:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-arm:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-arm64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-x86:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-x86:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-armhf:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-arm64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-ppc64le:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:macosx-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:windows-x86:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:windows-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark-platform:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-arm:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-arm64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-armhf:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-arm64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-ppc64le:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:macosx-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:windows-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:windows-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica-platform:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-arm:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-arm64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-armhf:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-arm64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-ppc64le:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:macosx-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:windows-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:windows-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract-platform:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-arm:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-arm64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-armhf:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-arm64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-ppc64le:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:macosx-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:windows-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:windows-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.testng:testng:6.8.1" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: junit:junit:4.10" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.hamcrest:hamcrest-core:1.1" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.beanshell:bsh:2.0b4" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: com.beust:jcommander:1.27" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.yaml:snakeyaml:1.6" level="project" />
|
||||
</component>
|
||||
</module>
|
||||
@ -11,7 +11,7 @@ import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.repository.zoo.ModelZoo;
|
||||
import ai.djl.repository.zoo.ZooModel;
|
||||
import ai.djl.translate.TranslateException;
|
||||
import me.aias.FaceDetection;
|
||||
import me.aias.example.utils.FaceDetection;
|
||||
import me.aias.example.utils.OpenCVImageUtil;
|
||||
import org.bytedeco.javacv.CanvasFrame;
|
||||
import org.bytedeco.javacv.FFmpegFrameGrabber;
|
||||
|
||||
@ -0,0 +1,104 @@
|
||||
package me.aias.example.utils;
|
||||
|
||||
import ai.djl.Device;
|
||||
import ai.djl.modality.cv.Image;
|
||||
import ai.djl.modality.cv.output.BoundingBox;
|
||||
import ai.djl.modality.cv.output.DetectedObjects;
|
||||
import ai.djl.modality.cv.output.Rectangle;
|
||||
import ai.djl.modality.cv.util.NDImageUtils;
|
||||
import ai.djl.ndarray.NDArray;
|
||||
import ai.djl.ndarray.NDList;
|
||||
import ai.djl.ndarray.NDManager;
|
||||
import ai.djl.ndarray.types.Shape;
|
||||
import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.training.util.ProgressBar;
|
||||
import ai.djl.translate.Batchifier;
|
||||
import ai.djl.translate.Translator;
|
||||
import ai.djl.translate.TranslatorContext;
|
||||
import org.slf4j.Logger;
|
||||
import org.slf4j.LoggerFactory;
|
||||
|
||||
import java.util.ArrayList;
|
||||
import java.util.Arrays;
|
||||
import java.util.List;
|
||||
|
||||
public final class FaceDetection {
|
||||
|
||||
private static final Logger logger = LoggerFactory.getLogger(FaceDetection.class);
|
||||
|
||||
public FaceDetection() {}
|
||||
|
||||
public Criteria<Image, DetectedObjects> criteria(float shrink, float threshold) {
|
||||
Criteria<Image, DetectedObjects> criteria =
|
||||
Criteria.builder()
|
||||
.optEngine("PaddlePaddle")
|
||||
.setTypes(Image.class, DetectedObjects.class)
|
||||
.optModelUrls(
|
||||
"https://aias-home.oss-cn-beijing.aliyuncs.com/models/face_mask/face_detection.zip")
|
||||
// .optModelUrls("/Users/calvin/model/face_mask/pyramidbox_lite/")
|
||||
// .optModelName("inference")
|
||||
.optProgress(new ProgressBar())
|
||||
.optDevice(Device.cpu())
|
||||
.optTranslator(new FaceTranslator(shrink, threshold))
|
||||
.build();
|
||||
|
||||
return criteria;
|
||||
}
|
||||
|
||||
private final class FaceTranslator implements Translator<Image, DetectedObjects> {
|
||||
|
||||
private float shrink;
|
||||
private float threshold;
|
||||
private List<String> className;
|
||||
|
||||
FaceTranslator(float shrink, float threshold) {
|
||||
this.shrink = shrink;
|
||||
this.threshold = threshold;
|
||||
className = Arrays.asList("Not Face", "Face");
|
||||
}
|
||||
|
||||
@Override
|
||||
public DetectedObjects processOutput(TranslatorContext ctx, NDList list) {
|
||||
return processImageOutput(list, className, threshold);
|
||||
}
|
||||
|
||||
@Override
|
||||
public NDList processInput(TranslatorContext ctx, Image input) {
|
||||
return processImageInput(ctx.getNDManager(), input, shrink);
|
||||
}
|
||||
|
||||
@Override
|
||||
public Batchifier getBatchifier() {
|
||||
return null;
|
||||
}
|
||||
|
||||
NDList processImageInput(NDManager manager, Image input, float shrink) {
|
||||
NDArray array = input.toNDArray(manager);
|
||||
Shape shape = array.getShape();
|
||||
array =
|
||||
NDImageUtils.resize(array, (int) (shape.get(1) * shrink), (int) (shape.get(0) * shrink));
|
||||
array = array.transpose(2, 0, 1).flip(0); // HWC -> CHW BGR -> RGB
|
||||
NDArray mean = manager.create(new float[] {104f, 117f, 123f}, new Shape(3, 1, 1));
|
||||
array = array.sub(mean).mul(0.007843f); // normalization
|
||||
array = array.expandDims(0); // make batch dimension
|
||||
return new NDList(array);
|
||||
}
|
||||
|
||||
DetectedObjects processImageOutput(NDList list, List<String> className, float threshold) {
|
||||
NDArray result = list.singletonOrThrow();
|
||||
float[] probabilities = result.get(":,1").toFloatArray();
|
||||
List<String> names = new ArrayList<>();
|
||||
List<Double> prob = new ArrayList<>();
|
||||
List<BoundingBox> boxes = new ArrayList<>();
|
||||
for (int i = 0; i < probabilities.length; i++) {
|
||||
if (probabilities[i] >= threshold) {
|
||||
float[] array = result.get(i).toFloatArray();
|
||||
names.add(className.get((int) array[0]));
|
||||
prob.add((double) probabilities[i]);
|
||||
boxes.add(new Rectangle(array[2], array[3], array[4] - array[2], array[5] - array[3]));
|
||||
}
|
||||
}
|
||||
return new DetectedObjects(names, prob, boxes);
|
||||
}
|
||||
}
|
||||
}
|
||||
Binary file not shown.
@ -31,7 +31,7 @@
|
||||
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
|
||||
<maven.compiler.source>1.8</maven.compiler.source>
|
||||
<maven.compiler.target>1.8</maven.compiler.target>
|
||||
<djl.version>0.13.0</djl.version>
|
||||
<djl.version>0.14.0</djl.version>
|
||||
</properties>
|
||||
|
||||
<build>
|
||||
@ -94,14 +94,13 @@
|
||||
<dependency>
|
||||
<groupId>ai.djl.pytorch</groupId>
|
||||
<artifactId>pytorch-native-auto</artifactId>
|
||||
<version>1.9.0</version>
|
||||
<version>1.9.1</version>
|
||||
</dependency>
|
||||
<!-- PaddlePaddle -->
|
||||
<dependency>
|
||||
<groupId>ai.djl.paddlepaddle</groupId>
|
||||
<artifactId>paddlepaddle-engine</artifactId>
|
||||
<version>${djl.version}</version>
|
||||
<scope>runtime</scope>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>ai.djl.paddlepaddle</groupId>
|
||||
@ -118,13 +117,6 @@
|
||||
<artifactId>javacv-platform</artifactId>
|
||||
<version>1.5.4</version>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>aias</groupId>
|
||||
<artifactId>mask-lib</artifactId>
|
||||
<version>0.1.0</version>
|
||||
<scope>system</scope>
|
||||
<systemPath>${project.basedir}/lib/aias-mask-lib-0.1.0.jar</systemPath>
|
||||
</dependency>
|
||||
<dependency>
|
||||
<groupId>org.testng</groupId>
|
||||
<artifactId>testng</artifactId>
|
||||
|
||||
216
4_video_sdks/rtsp_facemask_sdk/rtsp-facemask-sdk.iml
Normal file
216
4_video_sdks/rtsp_facemask_sdk/rtsp-facemask-sdk.iml
Normal file
@ -0,0 +1,216 @@
|
||||
<?xml version="1.0" encoding="UTF-8"?>
|
||||
<module org.jetbrains.idea.maven.project.MavenProjectsManager.isMavenModule="true" type="JAVA_MODULE" version="4">
|
||||
<component name="CheckStyle-IDEA-Module">
|
||||
<option name="configuration">
|
||||
<map />
|
||||
</option>
|
||||
</component>
|
||||
<component name="NewModuleRootManager" LANGUAGE_LEVEL="JDK_1_8">
|
||||
<output url="file://$MODULE_DIR$/target/classes" />
|
||||
<output-test url="file://$MODULE_DIR$/target/test-classes" />
|
||||
<content url="file://$MODULE_DIR$">
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/main/java" isTestSource="false" />
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/main/resources" type="java-resource" />
|
||||
<sourceFolder url="file://$MODULE_DIR$/src/test/resources" type="java-test-resource" />
|
||||
<excludeFolder url="file://$MODULE_DIR$/target" />
|
||||
</content>
|
||||
<orderEntry type="inheritedJdk" />
|
||||
<orderEntry type="sourceFolder" forTests="false" />
|
||||
<orderEntry type="library" name="Maven: commons-cli:commons-cli:1.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.logging.log4j:log4j-slf4j-impl:2.12.1" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.slf4j:slf4j-api:1.7.25" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.logging.log4j:log4j-api:2.12.1" level="project" />
|
||||
<orderEntry type="library" scope="RUNTIME" name="Maven: org.apache.logging.log4j:log4j-core:2.12.1" level="project" />
|
||||
<orderEntry type="library" name="Maven: com.google.code.gson:gson:2.8.5" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl:api:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: net.java.dev.jna:jna:5.9.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.commons:commons-compress:1.21" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl:basicdataset:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.apache.commons:commons-csv:1.8" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl:model-zoo:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.pytorch:pytorch-engine:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.pytorch:pytorch-model-zoo:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.pytorch:pytorch-native-auto:1.9.1" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.paddlepaddle:paddlepaddle-engine:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.paddlepaddle:paddlepaddle-native-auto:2.0.2" level="project" />
|
||||
<orderEntry type="library" name="Maven: ai.djl.paddlepaddle:paddlepaddle-model-zoo:0.14.0" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacv-platform:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacv:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas-platform:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp-platform:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-arm:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-arm64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-x86:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:android-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:ios-arm64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:ios-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-armhf:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-arm64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-ppc64le:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-x86:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:linux-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:macosx-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:windows-x86:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:javacpp:windows-x86_64:1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:android-arm:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:android-arm64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:android-x86:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:android-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:ios-arm64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:ios-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-x86:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-armhf:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-arm64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:linux-ppc64le:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:macosx-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:windows-x86:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:openblas:windows-x86_64:0.3.10-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv-platform:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:android-arm:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:android-arm64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:android-x86:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:android-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:ios-arm64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:ios-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-x86:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-armhf:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-arm64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:linux-ppc64le:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:macosx-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:windows-x86:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:opencv:windows-x86_64:4.4.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg-platform:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-arm:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-arm64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-x86:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:android-x86_64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-x86:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-x86_64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-armhf:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-arm64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:linux-ppc64le:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:macosx-x86_64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:windows-x86:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:ffmpeg:windows-x86_64:4.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture-platform:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:linux-x86:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:linux-x86_64:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:linux-armhf:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:linux-arm64:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:windows-x86:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flycapture:windows-x86_64:2.13.3.31-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394-platform:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-x86:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-x86_64:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-armhf:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-arm64:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:linux-ppc64le:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:macosx-x86_64:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:windows-x86:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libdc1394:windows-x86_64:2.2.6-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect-platform:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-x86:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-x86_64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-armhf:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-arm64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:linux-ppc64le:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:macosx-x86_64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:windows-x86:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect:windows-x86_64:0.5.7-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2-platform:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:linux-x86:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:linux-x86_64:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:macosx-x86_64:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:libfreenect2:windows-x86_64:0.2.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense-platform:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:linux-x86:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:linux-x86_64:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:macosx-x86_64:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:windows-x86:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense:windows-x86_64:1.12.4-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2-platform:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:linux-x86:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:linux-x86_64:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:macosx-x86_64:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:windows-x86:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:librealsense2:windows-x86_64:2.29.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput-platform:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput:windows-x86:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:videoinput:windows-x86_64:0.200-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus-platform:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-arm:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-arm64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-x86:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:android-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-x86:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-armhf:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-arm64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:linux-ppc64le:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:macosx-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:windows-x86:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:artoolkitplus:windows-x86_64:2.3.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark-platform:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-arm:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-arm64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:android-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-armhf:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-arm64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:linux-ppc64le:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:macosx-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:windows-x86:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:flandmark:windows-x86_64:1.07-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica-platform:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-arm:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-arm64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:android-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-armhf:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-arm64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:linux-ppc64le:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:macosx-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:windows-x86:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:leptonica:windows-x86_64:1.80.0-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract-platform:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-arm:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-arm64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:android-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-armhf:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-arm64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:linux-ppc64le:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:macosx-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:windows-x86:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" name="Maven: org.bytedeco:tesseract:windows-x86_64:4.1.1-1.5.4" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.testng:testng:6.8.1" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: junit:junit:4.10" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.hamcrest:hamcrest-core:1.1" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.beanshell:bsh:2.0b4" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: com.beust:jcommander:1.27" level="project" />
|
||||
<orderEntry type="library" scope="TEST" name="Maven: org.yaml:snakeyaml:1.6" level="project" />
|
||||
</component>
|
||||
</module>
|
||||
@ -12,8 +12,8 @@ import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.repository.zoo.ModelZoo;
|
||||
import ai.djl.repository.zoo.ZooModel;
|
||||
import ai.djl.translate.TranslateException;
|
||||
import me.aias.FaceDetection;
|
||||
import me.aias.FaceMaskDetect;
|
||||
import me.aias.example.utils.FaceDetection;
|
||||
import me.aias.example.utils.FaceMaskDetect;
|
||||
import me.aias.example.utils.OpenCVImageUtil;
|
||||
import org.bytedeco.javacv.CanvasFrame;
|
||||
import org.bytedeco.javacv.FFmpegFrameGrabber;
|
||||
@ -191,7 +191,7 @@ public class RtspFaceMaskDetectionExample {
|
||||
if (squareBox[1] > height) squareBox[1] = height;
|
||||
if ((squareBox[0] + squareBox[2]) > width) squareBox[2] = width - squareBox[0];
|
||||
if ((squareBox[1] + squareBox[2]) > height) squareBox[2] = height - squareBox[1];
|
||||
return img.getSubimage(squareBox[0], squareBox[1], squareBox[2], squareBox[2]);
|
||||
return img.getSubImage(squareBox[0], squareBox[1], squareBox[2], squareBox[2]);
|
||||
// return img.getSubimage(squareBox[0], squareBox[1], squareBox[2], squareBox[3]);
|
||||
}
|
||||
}
|
||||
|
||||
@ -0,0 +1,104 @@
|
||||
package me.aias.example.utils;
|
||||
|
||||
import ai.djl.Device;
|
||||
import ai.djl.modality.cv.Image;
|
||||
import ai.djl.modality.cv.output.BoundingBox;
|
||||
import ai.djl.modality.cv.output.DetectedObjects;
|
||||
import ai.djl.modality.cv.output.Rectangle;
|
||||
import ai.djl.modality.cv.util.NDImageUtils;
|
||||
import ai.djl.ndarray.NDArray;
|
||||
import ai.djl.ndarray.NDList;
|
||||
import ai.djl.ndarray.NDManager;
|
||||
import ai.djl.ndarray.types.Shape;
|
||||
import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.training.util.ProgressBar;
|
||||
import ai.djl.translate.Batchifier;
|
||||
import ai.djl.translate.Translator;
|
||||
import ai.djl.translate.TranslatorContext;
|
||||
import org.slf4j.Logger;
|
||||
import org.slf4j.LoggerFactory;
|
||||
|
||||
import java.util.ArrayList;
|
||||
import java.util.Arrays;
|
||||
import java.util.List;
|
||||
|
||||
public final class FaceDetection {
|
||||
|
||||
private static final Logger logger = LoggerFactory.getLogger(FaceDetection.class);
|
||||
|
||||
public FaceDetection() {}
|
||||
|
||||
public Criteria<Image, DetectedObjects> criteria(float shrink, float threshold) {
|
||||
Criteria<Image, DetectedObjects> criteria =
|
||||
Criteria.builder()
|
||||
.optEngine("PaddlePaddle")
|
||||
.setTypes(Image.class, DetectedObjects.class)
|
||||
.optModelUrls(
|
||||
"https://aias-home.oss-cn-beijing.aliyuncs.com/models/face_mask/face_detection.zip")
|
||||
// .optModelUrls("/Users/calvin/model/face_mask/pyramidbox_lite/")
|
||||
// .optModelName("inference")
|
||||
.optProgress(new ProgressBar())
|
||||
.optDevice(Device.cpu())
|
||||
.optTranslator(new FaceTranslator(shrink, threshold))
|
||||
.build();
|
||||
|
||||
return criteria;
|
||||
}
|
||||
|
||||
private final class FaceTranslator implements Translator<Image, DetectedObjects> {
|
||||
|
||||
private float shrink;
|
||||
private float threshold;
|
||||
private List<String> className;
|
||||
|
||||
FaceTranslator(float shrink, float threshold) {
|
||||
this.shrink = shrink;
|
||||
this.threshold = threshold;
|
||||
className = Arrays.asList("Not Face", "Face");
|
||||
}
|
||||
|
||||
@Override
|
||||
public DetectedObjects processOutput(TranslatorContext ctx, NDList list) {
|
||||
return processImageOutput(list, className, threshold);
|
||||
}
|
||||
|
||||
@Override
|
||||
public NDList processInput(TranslatorContext ctx, Image input) {
|
||||
return processImageInput(ctx.getNDManager(), input, shrink);
|
||||
}
|
||||
|
||||
@Override
|
||||
public Batchifier getBatchifier() {
|
||||
return null;
|
||||
}
|
||||
|
||||
NDList processImageInput(NDManager manager, Image input, float shrink) {
|
||||
NDArray array = input.toNDArray(manager);
|
||||
Shape shape = array.getShape();
|
||||
array =
|
||||
NDImageUtils.resize(array, (int) (shape.get(1) * shrink), (int) (shape.get(0) * shrink));
|
||||
array = array.transpose(2, 0, 1).flip(0); // HWC -> CHW BGR -> RGB
|
||||
NDArray mean = manager.create(new float[] {104f, 117f, 123f}, new Shape(3, 1, 1));
|
||||
array = array.sub(mean).mul(0.007843f); // normalization
|
||||
array = array.expandDims(0); // make batch dimension
|
||||
return new NDList(array);
|
||||
}
|
||||
|
||||
DetectedObjects processImageOutput(NDList list, List<String> className, float threshold) {
|
||||
NDArray result = list.singletonOrThrow();
|
||||
float[] probabilities = result.get(":,1").toFloatArray();
|
||||
List<String> names = new ArrayList<>();
|
||||
List<Double> prob = new ArrayList<>();
|
||||
List<BoundingBox> boxes = new ArrayList<>();
|
||||
for (int i = 0; i < probabilities.length; i++) {
|
||||
if (probabilities[i] >= threshold) {
|
||||
float[] array = result.get(i).toFloatArray();
|
||||
names.add(className.get((int) array[0]));
|
||||
prob.add((double) probabilities[i]);
|
||||
boxes.add(new Rectangle(array[2], array[3], array[4] - array[2], array[5] - array[3]));
|
||||
}
|
||||
}
|
||||
return new DetectedObjects(names, prob, boxes);
|
||||
}
|
||||
}
|
||||
}
|
||||
@ -0,0 +1,98 @@
|
||||
package me.aias.example.utils;
|
||||
|
||||
import ai.djl.Device;
|
||||
import ai.djl.inference.Predictor;
|
||||
import ai.djl.modality.Classifications;
|
||||
import ai.djl.modality.cv.Image;
|
||||
import ai.djl.modality.cv.output.BoundingBox;
|
||||
import ai.djl.modality.cv.output.DetectedObjects;
|
||||
import ai.djl.modality.cv.output.Rectangle;
|
||||
import ai.djl.modality.cv.transform.Normalize;
|
||||
import ai.djl.modality.cv.transform.Resize;
|
||||
import ai.djl.modality.cv.transform.ToTensor;
|
||||
import ai.djl.modality.cv.translator.ImageClassificationTranslator;
|
||||
import ai.djl.repository.zoo.Criteria;
|
||||
import ai.djl.training.util.ProgressBar;
|
||||
import ai.djl.translate.TranslateException;
|
||||
import org.slf4j.Logger;
|
||||
import org.slf4j.LoggerFactory;
|
||||
|
||||
import java.util.ArrayList;
|
||||
import java.util.List;
|
||||
|
||||
public final class FaceMaskDetect {
|
||||
|
||||
private static final Logger logger = LoggerFactory.getLogger(FaceMaskDetect.class);
|
||||
|
||||
public FaceMaskDetect() {}
|
||||
|
||||
public DetectedObjects predict(
|
||||
Predictor<Image, DetectedObjects> faceDetector,
|
||||
Predictor<Image, Classifications> classifier,
|
||||
Image image)
|
||||
throws TranslateException {
|
||||
|
||||
DetectedObjects detections = faceDetector.predict(image);
|
||||
List<DetectedObjects.DetectedObject> faces = detections.items();
|
||||
|
||||
List<String> names = new ArrayList<>();
|
||||
List<Double> prob = new ArrayList<>();
|
||||
List<BoundingBox> rect = new ArrayList<>();
|
||||
for (DetectedObjects.DetectedObject face : faces) {
|
||||
Image subImg = getSubImage(image, face.getBoundingBox());
|
||||
Classifications classifications = classifier.predict(subImg);
|
||||
names.add(classifications.best().getClassName());
|
||||
prob.add(face.getProbability());
|
||||
rect.add(face.getBoundingBox());
|
||||
}
|
||||
|
||||
return new DetectedObjects(names, prob, rect);
|
||||
}
|
||||
|
||||
public Criteria<Image, Classifications> criteria() {
|
||||
Criteria<Image, Classifications> criteria =
|
||||
Criteria.builder()
|
||||
.optEngine("PaddlePaddle")
|
||||
.setTypes(Image.class, Classifications.class)
|
||||
.optTranslator(
|
||||
ImageClassificationTranslator.builder()
|
||||
.addTransform(new Resize(128, 128))
|
||||
.addTransform(new ToTensor()) // HWC -> CHW div(255)
|
||||
.addTransform(
|
||||
new Normalize(
|
||||
new float[] {0.5f, 0.5f, 0.5f}, new float[] {1.0f, 1.0f, 1.0f}))
|
||||
.addTransform(nd -> nd.flip(0)) // RGB -> GBR
|
||||
.build())
|
||||
.optModelUrls(
|
||||
"https://aias-home.oss-cn-beijing.aliyuncs.com/models/face_mask/face_mask.zip")
|
||||
.optProgress(new ProgressBar())
|
||||
.optDevice(Device.cpu())
|
||||
.build();
|
||||
|
||||
return criteria;
|
||||
}
|
||||
|
||||
private int[] extendSquare(
|
||||
double xmin, double ymin, double width, double height, double percentage) {
|
||||
double centerx = xmin + width / 2;
|
||||
double centery = ymin + height / 2;
|
||||
double maxDist = Math.max(width / 2, height / 2) * (1 + percentage);
|
||||
return new int[] {(int) (centerx - maxDist), (int) (centery - maxDist), (int) (2 * maxDist)};
|
||||
// return new int[] {(int) xmin, (int) ymin, (int) width, (int) height};
|
||||
}
|
||||
|
||||
private Image getSubImage(Image img, BoundingBox box) {
|
||||
Rectangle rect = box.getBounds();
|
||||
int width = img.getWidth();
|
||||
int height = img.getHeight();
|
||||
int[] squareBox =
|
||||
extendSquare(
|
||||
rect.getX() * width,
|
||||
rect.getY() * height,
|
||||
rect.getWidth() * width,
|
||||
rect.getHeight() * height,
|
||||
0); // 0.18
|
||||
return img.getSubImage(squareBox[0], squareBox[1], squareBox[2], squareBox[2]);
|
||||
// return img.getSubimage(squareBox[0], squareBox[1], squareBox[2], squareBox[3]);
|
||||
}
|
||||
}
|
||||
Loading…
Reference in New Issue
Block a user