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SmartJavaAI/smartjavaai-face/src/main/java/cn/smartjavaai/face/utils/FaceUtils.java

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package cn.smartjavaai.face.utils;
import ai.djl.modality.cv.Image;
import ai.djl.modality.cv.output.BoundingBox;
import ai.djl.modality.cv.output.DetectedObjects;
import ai.djl.ndarray.NDArray;
import ai.djl.ndarray.NDManager;
import cn.smartjavaai.common.entity.*;
import cn.smartjavaai.common.entity.Point;
import cn.smartjavaai.common.enums.EyeStatus;
import cn.smartjavaai.common.enums.GenderType;
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import cn.smartjavaai.common.utils.ImageUtils;
import cn.smartjavaai.face.config.FaceModelConfig;
import cn.smartjavaai.common.enums.LivenessStatus;
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import cn.smartjavaai.face.exception.FaceException;
import com.seeta.sdk.*;
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import javax.imageio.ImageIO;
import java.awt.*;
import java.awt.image.BufferedImage;
import java.io.File;
import java.io.IOException;
import java.util.*;
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import java.util.List;
import java.util.stream.Collectors;
/**
* 人脸检测相关工具类
* @author dwj
* @date 2025/4/9
*/
public class FaceUtils {
/**
* 转换为FaceDetectedResult
* @param detection
* @param img
* @return
*/
public static DetectionResponse convertToDetectionResponse(DetectedObjects detection, Image img){
if(Objects.isNull(detection) || Objects.isNull(detection.getProbabilities())
|| detection.getProbabilities().isEmpty() || Objects.isNull(detection.items()) || detection.items().isEmpty()){
return null;
}
DetectionResponse detectionResponse = new DetectionResponse();
List<DetectedObjects.DetectedObject> detectedObjectList = detection.items();
List<DetectionInfo> detectionInfoList = new ArrayList<DetectionInfo>();
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Iterator iterator = detectedObjectList.iterator();
int index = 0;
while(iterator.hasNext()) {
DetectedObjects.DetectedObject result = (DetectedObjects.DetectedObject)iterator.next();
BoundingBox box = result.getBoundingBox();
List<Point> keyPoints = new ArrayList<Point>();
box.getBounds().getPath().forEach(point -> {
keyPoints.add(new Point(point.getX(), point.getY()));
});
int x = (int)(box.getBounds().getX() * img.getWidth());
int y = (int)(box.getBounds().getY() * img.getHeight());
int width = (int)(box.getBounds().getWidth() * img.getWidth());
int height = (int)(box.getBounds().getHeight() * img.getHeight());
// 修正边界,防止越界
if (x < 0) x = 0;
if (y < 0) y = 0;
if (x + width > img.getWidth()) width = img.getWidth() - x;
if (y + height > img.getHeight()) height = img.getHeight() - y;
DetectionRectangle rectangle = new DetectionRectangle(x, y, width, height);
FaceInfo faceInfo = new FaceInfo(keyPoints);
DetectionInfo detectionInfo = new DetectionInfo(rectangle, detection.getProbabilities().get(index).floatValue(),faceInfo);
detectionInfoList.add(detectionInfo);
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index++;
}
detectionResponse.setDetectionInfoList(detectionInfoList);
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return detectionResponse;
}
/**
* 转换为FaceDetectedResult
* @param seetaResult
* @return
*/
public static DetectionResponse convertToDetectionResponse(SeetaRect[] seetaResult, FaceModelConfig config,List<SeetaPointF[]> seetaPointFSList){
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if(Objects.isNull(seetaResult) || seetaResult.length == 0){
return null;
}
DetectionResponse detectionResponse = new DetectionResponse();
List<DetectionInfo> detectionInfoList = new ArrayList<DetectionInfo>();
for(int i = 0; i < seetaResult.length; i++){
SeetaRect rect = seetaResult[i];
SeetaPointF[] seetaPointFS = seetaPointFSList.get(i);
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//过滤置信度
/*if(config.getConfidenceThreshold() > 0){
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continue;
}*/
DetectionRectangle rectangle = new DetectionRectangle(rect.x, rect.y, rect.width, rect.height);
List<Point> keyPoints = Arrays.stream(seetaPointFS)
.map(p -> new Point(p.x, p.y))
.collect(Collectors.toList());
FaceInfo faceInfo = new FaceInfo(keyPoints);
DetectionInfo detectionInfo = new DetectionInfo(rectangle, 0, faceInfo);
detectionInfoList.add(detectionInfo);
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}
detectionResponse.setDetectionInfoList(detectionInfoList);
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return detectionResponse;
}
/**
* 绘制人脸框
* @param sourceImage
* @param detectionResponse
* @param savePath
* @throws IOException
*/
public static void drawBoundingBoxes(BufferedImage sourceImage, DetectionResponse detectionResponse, String savePath) throws IOException {
if(!ImageUtils.isImageValid(sourceImage)){
throw new FaceException("图像无效");
}
if(Objects.isNull(detectionResponse) || Objects.isNull(detectionResponse.getDetectionInfoList()) || detectionResponse.getDetectionInfoList().isEmpty()){
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throw new FaceException("无目标数据");
}
Graphics2D graphics = sourceImage.createGraphics();
graphics.setColor(Color.RED);// 边框颜色
graphics.setStroke(new BasicStroke(2)); // 线宽2像素
graphics.setRenderingHint(RenderingHints.KEY_ANTIALIASING,
RenderingHints.VALUE_ANTIALIAS_ON); // 抗锯齿
int stroke = 2;
for(DetectionInfo detectionInfo : detectionResponse.getDetectionInfoList()){
DetectionRectangle rectangle = detectionInfo.getDetectionRectangle();
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graphics.setColor(Color.RED);// 边框颜色
graphics.drawRect(rectangle.getX(), rectangle.getY(), rectangle.getWidth(), rectangle.getHeight());
drawText(graphics, "face", rectangle.getX(), rectangle.getY(), stroke, 4);
//绘制人脸关键点
if(detectionInfo.getFaceInfo() != null && detectionInfo.getFaceInfo().getKeyPoints() != null &&
!detectionInfo.getFaceInfo().getKeyPoints().isEmpty()){
drawLandmarks(graphics, detectionInfo.getFaceInfo().getKeyPoints());
}
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}
graphics.dispose();
ImageIO.write(sourceImage, "jpg", new File(savePath));
}
/**
* 绘制人脸框
* @param sourceImage
* @param detectionResponse
* @throws IOException
*/
public static BufferedImage drawBoundingBoxes(BufferedImage sourceImage, DetectionResponse detectionResponse) throws IOException {
if(!ImageUtils.isImageValid(sourceImage)){
throw new FaceException("图像无效");
}
if(Objects.isNull(detectionResponse) || Objects.isNull(detectionResponse.getDetectionInfoList()) || detectionResponse.getDetectionInfoList().isEmpty()){
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throw new FaceException("无目标数据");
}
Graphics2D graphics = sourceImage.createGraphics();
graphics.setColor(Color.RED);// 边框颜色
graphics.setStroke(new BasicStroke(2)); // 线宽2像素
graphics.setRenderingHint(RenderingHints.KEY_ANTIALIASING,
RenderingHints.VALUE_ANTIALIAS_ON); // 抗锯齿
int stroke = 2;
for(DetectionInfo detectionInfo : detectionResponse.getDetectionInfoList()){
DetectionRectangle rectangle = detectionInfo.getDetectionRectangle();
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graphics.setColor(Color.RED);// 边框颜色
graphics.drawRect(rectangle.getX(), rectangle.getY(), rectangle.getWidth(), rectangle.getHeight());
drawText(graphics, "face", rectangle.getX(), rectangle.getY(), stroke, 4);
//绘制人脸关键点
if(detectionInfo.getFaceInfo() != null && detectionInfo.getFaceInfo().getKeyPoints() != null &&
!detectionInfo.getFaceInfo().getKeyPoints().isEmpty()){
drawLandmarks(graphics, detectionInfo.getFaceInfo().getKeyPoints());
}
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}
graphics.dispose();
return sourceImage;
}
/**
* 绘制文字
* @param g
* @param text
* @param x
* @param y
* @param stroke
* @param padding
*/
private static void drawText(Graphics2D g, String text, int x, int y, int stroke, int padding) {
FontMetrics metrics = g.getFontMetrics();
x += stroke / 2;
y += stroke / 2;
int width = metrics.stringWidth(text) + padding * 2 - stroke / 2;
int height = metrics.getHeight() + metrics.getDescent();
int ascent = metrics.getAscent();
java.awt.Rectangle background = new java.awt.Rectangle(x, y, width, height);
g.fill(background);
g.setPaint(Color.WHITE);
g.drawString(text, x + padding, y + ascent);
}
/**
* 修正检测框
* @param rectangle
* @param imageWidth
* @param imageHeight
* @return
*/
public static DetectionRectangle correctRect(DetectionRectangle rectangle, int imageWidth, int imageHeight) {
int x = rectangle.getX();
int y = rectangle.getY();
int width = rectangle.getWidth();
int height = rectangle.getHeight();
// 修正x, y防止越界
if (x < 0) x = 0;
if (y < 0) y = 0;
// 宽高不能超出图片范围
if (x + width > imageWidth) {
width = imageWidth - x;
}
if (y + height > imageHeight) {
height = imageHeight - y;
}
// 防止最终 width 或 height 为负或为 0
if (width <= 0 || height <= 0) {
return null; // 无效区域
}
return new DetectionRectangle(x, y, width, height);
}
/**
* 子图中人脸关键点坐标 - Coordinates of key points in the image
*
* @param points
* @return
*/
public static double[][] facePoints(List<Point> points) {
// 图中关键点坐标 - Coordinates of key points in the image
// 1. left_eye_x , left_eye_y
// 2. right_eye_x , right_eye_y
// 3. nose_x , nose_y
// 4. left_mouth_x , left_mouth_y
// 5. right_mouth_x , right_mouth_y
double[][] pointsArray = new double[5][2]; // 保存人脸关键点 - Save facial key points
int i = 0;
for (Point point : points) {
pointsArray[i][0] = point.getX();
pointsArray[i][1] = point.getY();
i++;
}
return pointsArray;
}
/**
* 子图中人脸关键点坐标 - Coordinates of key points in the image
*
* @param pointFS
* @return
*/
public static double[][] facePoints(SeetaPointF[] pointFS) {
// 图中关键点坐标 - Coordinates of key points in the image
// 1. left_eye_x , left_eye_y
// 2. right_eye_x , right_eye_y
// 3. nose_x , nose_y
// 4. left_mouth_x , left_mouth_y
// 5. right_mouth_x , right_mouth_y
double[][] pointsArray = new double[5][2]; // 保存人脸关键点 - Save facial key points
int i = 0;
for (SeetaPointF point : pointFS) {
pointsArray[i][0] = point.getX();
pointsArray[i][1] = point.getY();
i++;
}
return pointsArray;
}
/**
* 512x512的目标点 - Target point of 512x512
* standard 5 landmarks for FFHQ faces with 512 x 512
*
* @param manager
* @return
*/
public static NDArray faceTemplate512x512(NDManager manager) {
double[][] coord5point = {
{192.98138, 239.94708}, // 512x512的目标点 - Target point of 512x512
{318.90277, 240.1936},
{256.63416, 314.01935},
{201.26117, 371.41043},
{313.08905, 371.15118}
};
NDArray points = manager.create(coord5point);
return points;
}
/**
* bgr转图片
* @return 图片
*/
public static BufferedImage toBufferedImage(SeetaImageData seetaImageData) {
int type = BufferedImage.TYPE_3BYTE_BGR;
BufferedImage image = new BufferedImage(seetaImageData.width, seetaImageData.height, type);
image.getRaster().setDataElements(0, 0, seetaImageData.width, seetaImageData.height, seetaImageData.data);
return image;
}
/**
* 绘制人脸关键点
* @param g
* @param keyPoints
*/
private static void drawLandmarks(Graphics2D g, List<Point> keyPoints) {
g.setColor(new Color(246, 96, 0));
BasicStroke bStroke = new BasicStroke(4.0F, 0, 0);
g.setStroke(bStroke);
for (Point point : keyPoints){
g.drawRect((int)point.getX(), (int)point.getY(), 2, 2);
}
}
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/**
* 将DetectionRectangle转换为SeetaRect
* @param detectionRectangle
* @return
*/
public static SeetaRect convertToSeetaRect(DetectionRectangle detectionRectangle){
SeetaRect seetaRect = new SeetaRect();
seetaRect.x = detectionRectangle.getX();
seetaRect.y = detectionRectangle.getY();
seetaRect.width = detectionRectangle.getWidth();
seetaRect.height = detectionRectangle.getHeight();
return seetaRect;
}
/**
* 将PointList转换为SeetaPointF[]
* @param pointList
* @return
*/
public static SeetaPointF[] convertToSeetaPointF(List<Point> pointList){
return pointList.stream()
.map(p -> {
SeetaPointF sp = new SeetaPointF();
sp.x = p.getX();
sp.y = p.getY();
return sp;
})
.toArray(SeetaPointF[]::new);
}
/**
* 将SeetaAntiSpoofing.Status转换为LivenessStatus
* @param status
* @return
*/
public static LivenessStatus convertToLivenessStatus(FaceAntiSpoofing.Status status){
if(status == null){
return LivenessStatus.UNKNOWN;
}
switch (status) {
case REAL:
return LivenessStatus.LIVE;
case SPOOF:
return LivenessStatus.NON_LIVE;
case FUZZY:
return LivenessStatus.UNKNOWN;
case DETECTING:
return LivenessStatus.DETECTING;
default:
return LivenessStatus.UNKNOWN; // 默认返回未知
}
}
/**
* 转为GenderType
* @param gender
* @return
*/
public static GenderType convertToGenderType(GenderPredictor.GENDER gender){
if(gender == null){
return GenderType.UNKNOWN;
}
switch (gender) {
case MALE:
return GenderType.MALE;
case FEMALE:
return GenderType.FEMALE;
default:
return GenderType.UNKNOWN; // 默认返回未知
}
}
/**
* 转为EyeStatus
* @param eyeState
* @return
*/
public static EyeStatus convertToEyeStatus(EyeStateDetector.EYE_STATE eyeState){
if(eyeState == null){
return EyeStatus.UNKNOWN;
}
switch (eyeState) {
case EYE_OPEN:
return EyeStatus.OPEN;
case EYE_CLOSE:
return EyeStatus.CLOSED;
case EYE_RANDOM:
return EyeStatus.NON_EYE_REGION;
default:
return EyeStatus.UNKNOWN; // 默认返回未知
}
}
public static DetectionResponse convertToFaceAttributeResponse(SeetaRect[] seetaResult, List<SeetaPointF[]> seetaPointFSList, List<FaceAttribute> faceAttributeList){
if(Objects.isNull(seetaResult) || seetaResult.length == 0){
return null;
}
List<DetectionInfo> detectionInfoList = new ArrayList<DetectionInfo>();
for(int i = 0; i < seetaResult.length; i++){
SeetaRect rect = seetaResult[i];
DetectionRectangle rectangle = new DetectionRectangle(rect.x, rect.y, rect.width, rect.height);
FaceInfo faceInfo = new FaceInfo();
if(seetaPointFSList != null && seetaPointFSList.size() > 0){
SeetaPointF[] seetaPointFS = seetaPointFSList.get(i);
List<Point> keyPoints = Arrays.stream(seetaPointFS)
.map(p -> new Point(p.x, p.y))
.collect(Collectors.toList());
faceInfo.setKeyPoints(keyPoints);
}
if(faceAttributeList != null && faceAttributeList.size() > 0){
faceInfo.setFaceAttribute(faceAttributeList.get(i));
}
detectionInfoList.add(new DetectionInfo(rectangle, 0, faceInfo));
}
return new DetectionResponse(detectionInfoList);
}
/**
* 转换为FaceDetectedResult
* @param seetaResult
* @return
*/
public static DetectionResponse convertToDetectionResponse(SeetaRect[] seetaResult, List<SeetaPointF[]> seetaPointFSList, List<LivenessStatus> livenessStatusList){
if(Objects.isNull(seetaResult) || seetaResult.length == 0){
return null;
}
DetectionResponse detectionResponse = new DetectionResponse();
List<DetectionInfo> detectionInfoList = new ArrayList<DetectionInfo>();
for(int i = 0; i < seetaResult.length; i++){
SeetaRect rect = seetaResult[i];
SeetaPointF[] seetaPointFS = seetaPointFSList.get(i);
//过滤置信度
/*if(config.getConfidenceThreshold() > 0){
continue;
}*/
DetectionRectangle rectangle = new DetectionRectangle(rect.x, rect.y, rect.width, rect.height);
List<Point> keyPoints = Arrays.stream(seetaPointFS)
.map(p -> new Point(p.x, p.y))
.collect(Collectors.toList());
FaceInfo faceInfo = new FaceInfo(keyPoints);
faceInfo.setLivenessStatus(livenessStatusList.get(i));
DetectionInfo detectionInfo = new DetectionInfo(rectangle, 0, faceInfo);
detectionInfoList.add(detectionInfo);
}
detectionResponse.setDetectionInfoList(detectionInfoList);
return detectionResponse;
}
/**
* 绘制人脸属性
* @param sourceImage
* @param detectionResponse
* @param savePath
* @throws IOException
*/
public static void drawBoxesWithFaceAttribute(BufferedImage sourceImage, DetectionResponse detectionResponse, String savePath) throws IOException {
if(!ImageUtils.isImageValid(sourceImage)){
throw new FaceException("图像无效");
}
if(Objects.isNull(detectionResponse) || Objects.isNull(detectionResponse.getDetectionInfoList()) || detectionResponse.getDetectionInfoList().isEmpty()){
throw new FaceException("无目标数据");
}
Graphics2D graphics = sourceImage.createGraphics();
graphics.setColor(Color.RED);// 边框颜色
graphics.setStroke(new BasicStroke(2)); // 线宽2像素
graphics.setRenderingHint(RenderingHints.KEY_ANTIALIASING,
RenderingHints.VALUE_ANTIALIAS_ON); // 抗锯齿
int stroke = 2;
for(DetectionInfo detectionInfo : detectionResponse.getDetectionInfoList()){
DetectionRectangle rectangle = detectionInfo.getDetectionRectangle();
graphics.setColor(Color.RED);// 边框颜色
graphics.drawRect(rectangle.getX(), rectangle.getY(), rectangle.getWidth(), rectangle.getHeight());
//drawText(graphics, "face", rectangle.getX(), rectangle.getY(), stroke, 4);
//绘制人脸关键点
if(detectionInfo.getFaceInfo() != null && detectionInfo.getFaceInfo().getKeyPoints() != null &&
!detectionInfo.getFaceInfo().getKeyPoints().isEmpty()){
drawLandmarks(graphics, detectionInfo.getFaceInfo().getKeyPoints());
}
// 判断人脸框是否足够大
if (rectangle.getHeight() > 60 && detectionInfo.getFaceInfo() != null && detectionInfo.getFaceInfo().getFaceAttribute() != null) {
StringBuilder attrText = new StringBuilder();
FaceAttribute faceAttribute = detectionInfo.getFaceInfo().getFaceAttribute();
if (faceAttribute.getGenderType() != null) {
attrText.append(faceAttribute.getGenderType().name()).append(" ");
}
if (faceAttribute.getAge() != null) {
attrText.append(faceAttribute.getAge()).append("").append(" ");
}
if (faceAttribute.getWearingMask() != null) {
attrText.append(faceAttribute.getWearingMask() ? "戴口罩" : "未戴口罩").append(" ");
}
if (faceAttribute.getLeftEyeStatus() != null && faceAttribute.getRightEyeStatus() != null) {
attrText.append("眼睛:")
.append(faceAttribute.getLeftEyeStatus().name())
.append("/")
.append(faceAttribute.getRightEyeStatus().name())
.append(" ");
}
List<String> lines = new ArrayList<>();
if (faceAttribute.getGenderType() != null) {
lines.add("性别: " + faceAttribute.getGenderType().name());
}
if (faceAttribute.getAge() != null) {
lines.add("年龄: " + faceAttribute.getAge());
}
if (faceAttribute.getWearingMask() != null) {
lines.add("口罩: " + (faceAttribute.getWearingMask() ? "" : ""));
}
if (faceAttribute.getLeftEyeStatus() != null && faceAttribute.getRightEyeStatus() != null) {
lines.add("眼睛: " + faceAttribute.getLeftEyeStatus().name() + "/" + faceAttribute.getRightEyeStatus().name());
}
if (faceAttribute.getHeadPose() != null) {
//attrText.append("姿态:").append(faceAttribute.getHeadPose().toString());
HeadPose pose = faceAttribute.getHeadPose();
String pitch = pose.getPitch() != null ? String.valueOf(pose.getPitch().intValue()) : "-";
String yaw = pose.getYaw() != null ? String.valueOf(pose.getYaw().intValue()) : "-";
String roll = pose.getRoll() != null ? String.valueOf(pose.getRoll().intValue()) : "-";
lines.add("姿态: P=" + pitch + " Y=" + yaw + " R=" + roll);
}
if (!lines.isEmpty()) {
drawMultilineTextWithBackground(graphics, lines, rectangle.getX(), rectangle.getY()); // 适当偏移
}
}
}
graphics.dispose();
ImageIO.write(sourceImage, "jpg", new File(savePath));
}
private static void drawMultilineTextWithBackground(Graphics2D g, List<String> lines, int x, int y) {
Font font = new Font("SansSerif", Font.PLAIN, 14);
g.setFont(font);
FontMetrics fm = g.getFontMetrics();
int lineHeight = fm.getHeight();
int maxWidth = lines.stream().mapToInt(fm::stringWidth).max().orElse(0);
int padding = 4;
int boxWidth = maxWidth + padding * 2;
int boxHeight = lineHeight * lines.size() + padding * 2;
// 背景矩形
g.setColor(new Color(0, 0, 0, 128));
g.fillRoundRect(x, y, boxWidth, boxHeight, 8, 8);
// 绘制每一行文字
g.setColor(Color.WHITE);
for (int i = 0; i < lines.size(); i++) {
g.drawString(lines.get(i), x + padding, y + padding + (i + 1) * lineHeight - 4);
}
}
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}