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新增目标检测功能
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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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import cn.smartjavaai.common.entity.DetectionResponse;
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import cn.smartjavaai.common.entity.Point;
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import cn.smartjavaai.common.entity.DetectionRectangle;
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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.seetaface.model.SeetaRect;
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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.ArrayList;
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import java.util.Iterator;
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import java.util.List;
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import java.util.Objects;
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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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int x = (int)(box.getBounds().getX() * (double)img.getWidth());
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int y = (int)(box.getBounds().getY() * (double)img.getHeight());
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int width = (int)(box.getBounds().getWidth() * (double)img.getWidth());
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int height = (int)(box.getBounds().getHeight() * (double)img.getHeight());
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DetectionRectangle rectangle = new DetectionRectangle(x, y, width, height, detection.getProbabilities().get(index).floatValue());
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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){
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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(SeetaRect rect : seetaResult){
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//过滤置信度
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if(config.getConfidenceThreshold() > 0 && rect.score < config.getConfidenceThreshold()){
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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, rect.score);
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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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}
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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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}
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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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