2025-04-13 20:33:15 +08:00
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package cn.smartjavaai.face.utils;
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import ai.djl.modality.cv.Image;
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import ai.djl.modality.cv.output.BoundingBox;
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import ai.djl.modality.cv.output.DetectedObjects;
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2025-04-28 16:13:34 +08:00
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import ai.djl.ndarray.NDArray;
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import ai.djl.ndarray.NDManager;
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2025-04-13 20:33:15 +08:00
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import cn.smartjavaai.common.entity.DetectionResponse;
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import cn.smartjavaai.common.entity.DetectionRectangle;
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import cn.smartjavaai.common.entity.Point;
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import cn.smartjavaai.common.utils.ImageUtils;
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import cn.smartjavaai.face.FaceModelConfig;
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import cn.smartjavaai.face.exception.FaceException;
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import com.seeta.sdk.SeetaImageData;
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import com.seeta.sdk.SeetaPointF;
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2025-04-19 19:48:12 +08:00
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import com.seeta.sdk.SeetaRect;
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2025-04-13 20:33:15 +08:00
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import javax.imageio.ImageIO;
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import java.awt.*;
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import java.awt.image.BufferedImage;
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import java.io.File;
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import java.io.IOException;
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import java.util.*;
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import java.util.List;
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import java.util.stream.Collectors;
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/**
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* 人脸检测相关工具类
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* @author dwj
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* @date 2025/4/9
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*/
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public class FaceUtils {
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/**
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* 转换为FaceDetectedResult
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* @param detection
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* @param img
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* @return
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*/
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public static DetectionResponse convertToDetectionResponse(DetectedObjects detection, Image img){
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if(Objects.isNull(detection) || Objects.isNull(detection.getProbabilities())
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|| detection.getProbabilities().isEmpty() || Objects.isNull(detection.items()) || detection.items().isEmpty()){
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return null;
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}
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DetectionResponse detectionResponse = new DetectionResponse();
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List<DetectedObjects.DetectedObject> detectedObjectList = detection.items();
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List<DetectionRectangle> rectangleList = new ArrayList<DetectionRectangle>();
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Iterator iterator = detectedObjectList.iterator();
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int index = 0;
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while(iterator.hasNext()) {
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DetectedObjects.DetectedObject result = (DetectedObjects.DetectedObject)iterator.next();
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BoundingBox box = result.getBoundingBox();
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List<Point> keyPoints = new ArrayList<Point>();
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box.getBounds().getPath().forEach(point -> {
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keyPoints.add(new Point(point.getX(), point.getY()));
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});
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int x = (int)(box.getBounds().getX() * img.getWidth());
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int y = (int)(box.getBounds().getY() * img.getHeight());
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int width = (int)(box.getBounds().getWidth() * img.getWidth());
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int height = (int)(box.getBounds().getHeight() * img.getHeight());
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// 修正边界,防止越界
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if (x < 0) x = 0;
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if (y < 0) y = 0;
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if (x + width > img.getWidth()) width = img.getWidth() - x;
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if (y + height > img.getHeight()) height = img.getHeight() - y;
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DetectionRectangle rectangle = new DetectionRectangle(x, y, width, height, detection.getProbabilities().get(index).floatValue());
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rectangle.setKeyPoints(keyPoints);
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rectangleList.add(rectangle);
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index++;
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}
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detectionResponse.setRectangleList(rectangleList);
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return detectionResponse;
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}
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/**
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* 转换为FaceDetectedResult
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* @param seetaResult
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* @return
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*/
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public static DetectionResponse convertToDetectionResponse(SeetaRect[] seetaResult, FaceModelConfig config,List<SeetaPointF[]> seetaPointFSList){
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if(Objects.isNull(seetaResult) || seetaResult.length == 0){
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return null;
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}
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DetectionResponse detectionResponse = new DetectionResponse();
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List<DetectionRectangle> rectangleList = new ArrayList<DetectionRectangle>();
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for(int i = 0; i < seetaResult.length; i++){
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SeetaRect rect = seetaResult[i];
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SeetaPointF[] seetaPointFS = seetaPointFSList.get(i);
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//过滤置信度
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/*if(config.getConfidenceThreshold() > 0){
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continue;
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}*/
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DetectionRectangle rectangle = new DetectionRectangle(rect.x, rect.y, rect.width, rect.height, 0);
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List<Point> keyPoints = Arrays.stream(seetaPointFS)
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.map(p -> new Point(p.x, p.y))
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.collect(Collectors.toList());
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rectangle.setKeyPoints(keyPoints);
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rectangleList.add(rectangle);
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}
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detectionResponse.setRectangleList(rectangleList);
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return detectionResponse;
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}
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/**
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* 绘制人脸框
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* @param sourceImage
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* @param detectionResponse
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* @param savePath
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* @throws IOException
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*/
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public static void drawBoundingBoxes(BufferedImage sourceImage, DetectionResponse detectionResponse, String savePath) throws IOException {
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if(!ImageUtils.isImageValid(sourceImage)){
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throw new FaceException("图像无效");
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}
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if(Objects.isNull(detectionResponse) || Objects.isNull(detectionResponse.getRectangleList()) || detectionResponse.getRectangleList().isEmpty()){
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throw new FaceException("无目标数据");
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}
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Graphics2D graphics = sourceImage.createGraphics();
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graphics.setColor(Color.RED);// 边框颜色
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graphics.setStroke(new BasicStroke(2)); // 线宽2像素
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graphics.setRenderingHint(RenderingHints.KEY_ANTIALIASING,
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RenderingHints.VALUE_ANTIALIAS_ON); // 抗锯齿
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int stroke = 2;
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for(DetectionRectangle rectangle : detectionResponse.getRectangleList()){
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graphics.setColor(Color.RED);// 边框颜色
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graphics.drawRect(rectangle.getX(), rectangle.getY(), rectangle.getWidth(), rectangle.getHeight());
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drawText(graphics, "face", rectangle.getX(), rectangle.getY(), stroke, 4);
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//绘制人脸关键点
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if(rectangle.getKeyPoints() != null){
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drawLandmarks(graphics, rectangle.getKeyPoints());
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}
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}
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graphics.dispose();
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ImageIO.write(sourceImage, "jpg", new File(savePath));
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}
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/**
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* 绘制人脸框
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* @param sourceImage
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* @param detectionResponse
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* @throws IOException
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*/
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public static BufferedImage drawBoundingBoxes(BufferedImage sourceImage, DetectionResponse detectionResponse) throws IOException {
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if(!ImageUtils.isImageValid(sourceImage)){
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throw new FaceException("图像无效");
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}
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if(Objects.isNull(detectionResponse) || Objects.isNull(detectionResponse.getRectangleList()) || detectionResponse.getRectangleList().isEmpty()){
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throw new FaceException("无目标数据");
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}
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Graphics2D graphics = sourceImage.createGraphics();
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graphics.setColor(Color.RED);// 边框颜色
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graphics.setStroke(new BasicStroke(2)); // 线宽2像素
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graphics.setRenderingHint(RenderingHints.KEY_ANTIALIASING,
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RenderingHints.VALUE_ANTIALIAS_ON); // 抗锯齿
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int stroke = 2;
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for(DetectionRectangle rectangle : detectionResponse.getRectangleList()){
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graphics.setColor(Color.RED);// 边框颜色
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graphics.drawRect(rectangle.getX(), rectangle.getY(), rectangle.getWidth(), rectangle.getHeight());
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drawText(graphics, "face", rectangle.getX(), rectangle.getY(), stroke, 4);
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//绘制人脸关键点
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if(rectangle.getKeyPoints() != null){
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drawLandmarks(graphics, rectangle.getKeyPoints());
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}
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}
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graphics.dispose();
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return sourceImage;
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}
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/**
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* 绘制文字
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* @param g
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* @param text
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* @param x
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* @param y
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* @param stroke
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* @param padding
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*/
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private static void drawText(Graphics2D g, String text, int x, int y, int stroke, int padding) {
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FontMetrics metrics = g.getFontMetrics();
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x += stroke / 2;
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y += stroke / 2;
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int width = metrics.stringWidth(text) + padding * 2 - stroke / 2;
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int height = metrics.getHeight() + metrics.getDescent();
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int ascent = metrics.getAscent();
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java.awt.Rectangle background = new java.awt.Rectangle(x, y, width, height);
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g.fill(background);
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g.setPaint(Color.WHITE);
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g.drawString(text, x + padding, y + ascent);
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}
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/**
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* 修正检测框
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* @param rectangle
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* @param imageWidth
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* @param imageHeight
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* @return
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*/
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public static DetectionRectangle correctRect(DetectionRectangle rectangle, int imageWidth, int imageHeight) {
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int x = rectangle.getX();
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int y = rectangle.getY();
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int width = rectangle.getWidth();
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int height = rectangle.getHeight();
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// 修正x, y防止越界
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if (x < 0) x = 0;
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if (y < 0) y = 0;
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// 宽高不能超出图片范围
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if (x + width > imageWidth) {
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width = imageWidth - x;
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}
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if (y + height > imageHeight) {
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height = imageHeight - y;
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}
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// 防止最终 width 或 height 为负或为 0
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if (width <= 0 || height <= 0) {
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return null; // 无效区域
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}
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return new DetectionRectangle(x, y, width, height, rectangle.score);
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}
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/**
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* 子图中人脸关键点坐标 - Coordinates of key points in the image
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*
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* @param points
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* @return
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*/
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public static double[][] facePoints(List<Point> points) {
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// 图中关键点坐标 - Coordinates of key points in the image
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// 1. left_eye_x , left_eye_y
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// 2. right_eye_x , right_eye_y
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// 3. nose_x , nose_y
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// 4. left_mouth_x , left_mouth_y
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// 5. right_mouth_x , right_mouth_y
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double[][] pointsArray = new double[5][2]; // 保存人脸关键点 - Save facial key points
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int i = 0;
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for (Point point : points) {
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pointsArray[i][0] = point.getX();
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pointsArray[i][1] = point.getY();
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i++;
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}
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return pointsArray;
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}
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/**
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* 子图中人脸关键点坐标 - Coordinates of key points in the image
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*
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* @param pointFS
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* @return
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*/
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public static double[][] facePoints(SeetaPointF[] pointFS) {
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// 图中关键点坐标 - Coordinates of key points in the image
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// 1. left_eye_x , left_eye_y
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// 2. right_eye_x , right_eye_y
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// 3. nose_x , nose_y
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// 4. left_mouth_x , left_mouth_y
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// 5. right_mouth_x , right_mouth_y
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double[][] pointsArray = new double[5][2]; // 保存人脸关键点 - Save facial key points
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int i = 0;
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for (SeetaPointF point : pointFS) {
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pointsArray[i][0] = point.getX();
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pointsArray[i][1] = point.getY();
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i++;
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}
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return pointsArray;
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}
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/**
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* 512x512的目标点 - Target point of 512x512
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* standard 5 landmarks for FFHQ faces with 512 x 512
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*
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* @param manager
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* @return
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*/
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public static NDArray faceTemplate512x512(NDManager manager) {
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double[][] coord5point = {
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{192.98138, 239.94708}, // 512x512的目标点 - Target point of 512x512
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{318.90277, 240.1936},
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{256.63416, 314.01935},
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{201.26117, 371.41043},
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{313.08905, 371.15118}
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};
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NDArray points = manager.create(coord5point);
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return points;
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}
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/**
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* bgr转图片
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* @return 图片
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*/
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public static BufferedImage toBufferedImage(SeetaImageData seetaImageData) {
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int type = BufferedImage.TYPE_3BYTE_BGR;
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BufferedImage image = new BufferedImage(seetaImageData.width, seetaImageData.height, type);
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image.getRaster().setDataElements(0, 0, seetaImageData.width, seetaImageData.height, seetaImageData.data);
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return image;
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}
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/**
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* 绘制人脸关键点
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* @param g
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* @param keyPoints
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*/
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private static void drawLandmarks(Graphics2D g, List<Point> keyPoints) {
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g.setColor(new Color(246, 96, 0));
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BasicStroke bStroke = new BasicStroke(4.0F, 0, 0);
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g.setStroke(bStroke);
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for (Point point : keyPoints){
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g.drawRect((int)point.getX(), (int)point.getY(), 2, 2);
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}
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}
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2025-04-13 20:33:15 +08:00
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}
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