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- #include "CFaceRecProc.h"
- #include <QFileInfo>
- #include <exception>
- #include "CAppInfo.h"
- #include "logproc.h"
- #include <QTextCodec>
- std::shared_ptr<CFaceRecProc> g_faceRecProcPtr = nullptr;
- CFaceRecProc::CFaceRecProc()
- {
- m_baseFeaturePtr = nullptr;
- m_pFaceDetector = nullptr;
- m_pFaceLandmarker = nullptr;
- m_pFaceRecognizer = nullptr;
- m_pFaceAntiSpoofing = nullptr;
- m_pPoseEstimator = nullptr;
- QFileInfo filePath("face.cfgl");
- std::string prefix_path = filePath.absolutePath().toStdString();
- std::string model_path = "";
- model_path = "./models/";
- // myDebug()<<model_path.c_str();
- InitHandle(model_path);
- }
- CFaceRecProc::~CFaceRecProc()
- {
- destroyHandle();
- }
- QString CFaceRecProc::errorMsg()
- {
- return m_sErrMsg;
- }
- int CFaceRecProc::InitHandle(std::string model_path)
- {
- seeta::ModelSetting fd_setting;
- fd_setting.set_device(SEETA_DEVICE_AUTO);
- fd_setting.append((model_path + "SeetaFaceDetector6.0.IPC.sta").c_str());
- m_pFaceDetector = new seeta::FaceDetector(fd_setting);
- if(m_pFaceDetector == nullptr)
- {
- myServerLog()<<"Init FaceDetector failed";
- }
- seeta::ModelSetting fl_setting;
- fl_setting.set_device(SEETA_DEVICE_AUTO);
- fl_setting.append((model_path + "SeetaFaceLandmarker5.0.pts5.tsm.sta").c_str());
- m_pFaceLandmarker = new seeta::FaceLandmarker(fl_setting);
- if(m_pFaceLandmarker == nullptr)
- {
- myServerLog()<<"Init FaceDetector failed";
- }
- seeta::ModelSetting fr_setting;
- fr_setting.set_id(0);
- fr_setting.append((model_path + "SeetaFaceRecognizer.RN50.D.K.sta").c_str());
- fr_setting.set_device(SEETA_DEVICE_AUTO);
- m_pFaceRecognizer = new seeta::FaceRecognizer(fr_setting);
- if(m_pFaceRecognizer == nullptr)
- {
- myServerLog()<<"Init FaceRecognizer failed";
- }
- seeta::ModelSetting anti_setting;
- anti_setting.set_device(SEETA_DEVICE_AUTO);
- anti_setting.append((model_path + "SeetaAntiAntispoofing.first.res18.longmao1th.sta").c_str());
- anti_setting.append((model_path + "SeetaAntiSpoofing.second.plg.1.0.m01d29.sta").c_str());
- m_pFaceAntiSpoofing = new seeta::FaceAntiSpoofing(anti_setting);
- if(m_pFaceAntiSpoofing == nullptr)
- {
- myServerLog()<<"Init FaceAntiSpoofing failed";
- }
- m_pFaceAntiSpoofing->SetThreshold(0.3, 0.90);
- seeta::ModelSetting esd_setting;
- esd_setting.set_device( SEETA_DEVICE_AUTO );
- esd_setting.set_id( 0 );
- esd_setting.append((model_path + "_acc905_squeezenet_v15_90_90_closs1_2DB_4class_214000_1010.sta").c_str());
- m_pEyeStateDetector = new seeta::EyeStateDetector( esd_setting);
- if(m_pEyeStateDetector == nullptr)
- {
- myServerLog()<<"Init EyeStateDetector failed";
- }
- seeta::ModelSetting ps_setting;
- ps_setting.set_device(SEETA_DEVICE_AUTO);
- ps_setting.append((model_path + "SeetaPoseEstimation1.1.0.sta").c_str());
- m_pPoseEstimator = new seeta::PoseEstimator(ps_setting);
- if(m_pPoseEstimator == nullptr)
- {
- myServerLog()<<"Init PoseEstimator failed";
- }
- // myServerLog()<<"InitHandle succeed";
- return 0;
- }
- void CFaceRecProc::destroyHandle()
- {
- if(m_pFaceDetector != nullptr)
- {
- delete m_pFaceDetector;
- m_pFaceDetector = nullptr;
- }
- if(m_pFaceLandmarker != nullptr)
- {
- delete m_pFaceLandmarker;
- m_pFaceLandmarker = nullptr;
- }
- if(m_pFaceRecognizer != nullptr)
- {
- delete m_pFaceRecognizer;
- m_pFaceRecognizer = nullptr;
- }
- if(m_pFaceAntiSpoofing != nullptr)
- {
- delete m_pFaceAntiSpoofing;
- m_pFaceAntiSpoofing = nullptr;
- }
- if(m_pEyeStateDetector != nullptr)
- {
- delete m_pEyeStateDetector;
- m_pEyeStateDetector = nullptr;
- }
- if(m_pPoseEstimator != nullptr)
- {
- delete m_pPoseEstimator;
- m_pPoseEstimator = nullptr;
- }
- }
- bool CFaceRecProc::getFaceCount(cv::Mat faceMat, int &nFaceCount)
- {
- try
- {
- SeetaImageData simg;
- simg.height = faceMat.rows;
- simg.width = faceMat.cols;
- simg.channels = faceMat.channels();
- simg.data = faceMat.data;
- SeetaFaceInfoArray faces = m_pFaceDetector->detect(simg);
- nFaceCount = faces.size;
- return true;
- }
- catch (const std::exception &e)
- {
- m_sErrMsg = QString::fromLocal8Bit("人脸比对失败,%1").arg(e.what());
- // myServerLog()<<m_sErrMsg;
- return false;
- }
- }
- bool CFaceRecProc::getFaceCount(QString sFaceImage, int &nFaceCount)
- {
- cv::Mat matFaceImg = cv::imread(sFaceImage.toLocal8Bit().data());
- return getFaceCount(matFaceImg, nFaceCount);
- }
- bool CFaceRecProc::faceCompare(cv::Mat faceMat, cv::Mat baseMat, int &nfaceCount, float &fScore)
- {
- try
- {
- SeetaImageData simg;
- simg.height = faceMat.rows;
- simg.width = faceMat.cols;
- simg.channels = faceMat.channels();
- simg.data = faceMat.data;
- SeetaFaceInfoArray faces = m_pFaceDetector->detect(simg);
- nfaceCount = faces.size;
- if(faces.size <= 0)
- {
- m_sErrMsg = QString::fromLocal8Bit("未检测到人脸");
- return false;
- }
- else if(faces.size > 1)
- {
- m_sErrMsg = QString::fromLocal8Bit("检测到人脸人脸数量大于1");
- return false;
- }
- std::shared_ptr<float> feature(new float[m_pFaceRecognizer->GetExtractFeatureSize()]);
- SeetaPointF points[5];
- m_pFaceLandmarker->mark(simg, faces.data[0].pos, points);
- m_pFaceRecognizer->Extract(simg, points, feature.get());
- SeetaImageData base_simg;
- base_simg.height = baseMat.rows;
- base_simg.width = baseMat.cols;
- base_simg.channels = baseMat.channels();
- base_simg.data = baseMat.data;
- SeetaFaceInfoArray base_faces = m_pFaceDetector->detect(base_simg);
- if(base_faces.size <= 0)
- {
- m_sErrMsg = QString::fromLocal8Bit("未检测到底照人脸");
- return false;
- }
- else if(base_faces.size > 1)
- {
- m_sErrMsg = QString::fromLocal8Bit("检测到底照人脸人脸数量大于1");
- return false;
- }
- std::shared_ptr<float> base_feature(new float[m_pFaceRecognizer->GetExtractFeatureSize()]);
- SeetaPointF base_points[5];
- m_pFaceLandmarker->mark(base_simg, base_faces.data[0].pos, base_points);
- m_pFaceRecognizer->Extract(base_simg, base_points, base_feature.get());
- fScore = 0;
- fScore = m_pFaceRecognizer->CalculateSimilarity(feature.get(), base_feature.get());
- return true;
- }
- catch (const std::exception &e)
- {
- m_sErrMsg = QString::fromLocal8Bit("人脸比对失败,%1").arg(e.what());
- // myServerLog()<<m_sErrMsg;
- return false;
- }
- }
- bool CFaceRecProc::faceCompare(QString sFaceImage, QString sBaseImge, int &nfaceCount, float &fScore)
- {
- cv::Mat matFaceImg = cv::imread(sFaceImage.toLocal8Bit().data());
- cv::Mat matBaseImg = cv::imread(sBaseImge.toLocal8Bit().data());
- return faceCompare(matFaceImg, matBaseImg, nfaceCount, fScore);
- }
- bool CFaceRecProc::getFaceAttribute(QString sFaceImage, int nFaceStatus, bool &bHasStatus, int &nFaceCount)
- {
- cv::Mat matFaceImg = cv::imread(sFaceImage.toLocal8Bit().data());
- return getFaceAttribute(matFaceImg, nFaceStatus, bHasStatus, nFaceCount);
- }
- bool CFaceRecProc::getFaceAttribute(cv::Mat faceMat, float &fYaw, float &fPitch, float &fRoll, int &nFaceCount)
- {
- try
- {
- SeetaImageData simg;
- simg.height = faceMat.rows;
- simg.width = faceMat.cols;
- simg.channels = faceMat.channels();
- simg.data = faceMat.data;
- double begin = cv::getTickCount();
- SeetaFaceInfoArray faces = m_pFaceDetector->detect(simg);
- nFaceCount = faces.size;
- if(faces.size <= 0)
- {
- m_sErrMsg = QString::fromLocal8Bit("未检测到人脸");
- return false;
- }
- else if(faces.size > 1)
- {
- m_sErrMsg = QString::fromLocal8Bit("检测人脸数量大于1");
- return false;
- }
- double Detect = cv::getTickCount();
- double detecttime = (Detect- begin) / cv::getTickFrequency();
- myServerLog()<<QString::fromLocal8Bit("FaceSdkDetect:%1").arg(detecttime);
- float yaw = 0;
- float pitch = 0;
- float roll = 0;
- m_pPoseEstimator->Estimate(simg, faces.data[0].pos, &yaw, &pitch, &roll);
- fYaw = yaw;
- fPitch = pitch;
- fRoll = roll;
- double PoseEstimator = cv::getTickCount();
- detecttime = (PoseEstimator- Detect) / cv::getTickFrequency();
- myServerLog()<<QString::fromLocal8Bit("PoseEstimator:%1").arg(detecttime);
- myServerLog()<<"yaw:"<<yaw<<"pitch:"<<pitch<<"roll:"<<roll;
- return true;
- }
- catch (const std::exception &e)
- {
- m_sErrMsg = QString::fromLocal8Bit("获取人脸属性失败,%1").arg(e.what());
- return false;
- }
- }
- bool CFaceRecProc::getFaceAttribute(cv::Mat faceMat, int nFaceStatus, bool &bHasStatus, int &nFaceCount)
- {
- try
- {
- SeetaImageData simg;
- simg.height = faceMat.rows;
- simg.width = faceMat.cols;
- simg.channels = faceMat.channels();
- simg.data = faceMat.data;
- double begin = cv::getTickCount();
- SeetaFaceInfoArray faces = m_pFaceDetector->detect(simg);
- nFaceCount = faces.size;
- if(faces.size <= 0)
- {
- m_sErrMsg = QString::fromLocal8Bit("未检测到人脸");
- return false;
- }
- else if(faces.size > 1)
- {
- m_sErrMsg = QString::fromLocal8Bit("检测人脸数量大于1");
- return false;
- }
- double Detect = cv::getTickCount();
- double detecttime = (Detect- begin) / cv::getTickFrequency();
- myServerLog()<<QString::fromLocal8Bit("FaceSdkDetect:%1").arg(detecttime);
- if(nFaceStatus == SL_EYE_CLOSE)
- {
- SeetaPointF points[5];
- m_pFaceLandmarker->mark(simg, faces.data[0].pos, points);
- SeetaPointF pts[5];
- for(int m=0; m<5; m++)
- {
- pts[m].x = points[m].x;
- pts[m].y = points[m].y;
- }
- seeta::EyeStateDetector::EYE_STATE leftstate,rightstate;
- m_pEyeStateDetector->Detect(simg, pts, leftstate, rightstate);
- if(leftstate == seeta::EyeStateDetector::EYE_CLOSE ||
- rightstate == seeta::EyeStateDetector::EYE_CLOSE)
- {
- bHasStatus = true;
- myServerLog()<<QString::fromLocal8Bit("是否闭眼:是");
- }
- else
- {
- bHasStatus = false;
- myServerLog()<<QString::fromLocal8Bit("是否闭眼:否");
- }
- }
- else
- {
- float yaw = 0;
- float pitch = 0;
- float roll = 0;
- m_pPoseEstimator->Estimate(simg, faces.data[0].pos, &yaw, &pitch, &roll);
- double PoseEstimator = cv::getTickCount();
- detecttime = (PoseEstimator- Detect) / cv::getTickFrequency();
- myServerLog()<<QString::fromLocal8Bit("PoseEstimator:%1").arg(detecttime);
- myServerLog()<<"yaw:"<<yaw<<"pitch:"<<pitch<<"roll:"<<roll;
- if(nFaceStatus == SL_HEAD_LEFT)
- {
- if(yaw < -20)
- {
- bHasStatus = true;
- }
- else
- {
- bHasStatus = false;
- }
- }
- else if(nFaceStatus == SL_HEAD_RIGHT)
- {
- if(yaw > 20)
- {
- bHasStatus = true;
- }
- else
- {
- bHasStatus = false;
- }
- }
- else if(nFaceStatus == SL_HEAD_UP)
- {
- if(pitch > 10)
- {
- bHasStatus = true;
- }
- else
- {
- bHasStatus = false;
- }
- }
- else if(nFaceStatus == SL_HEAD_DOWN)
- {
- if(pitch < -10)
- {
- bHasStatus = true;
- }
- else
- {
- bHasStatus = false;
- }
- }
- }
- return true;
- }
- catch (const std::exception &e)
- {
- m_sErrMsg = QString::fromLocal8Bit("获取人脸属性失败,%1").arg(e.what());
- return false;
- }
- }
- bool CFaceRecProc::setBaseImage(cv::Mat baseMat)
- {
- try
- {
- SeetaImageData simg;
- simg.height = baseMat.rows;
- simg.width = baseMat.cols;
- simg.channels = baseMat.channels();
- simg.data = baseMat.data;
- SeetaFaceInfoArray faces = m_pFaceDetector->detect(simg);
- myDebug()<<"detect";
- if(faces.size <= 0)
- {
- m_sErrMsg = QString::fromLocal8Bit("未检测到底照人脸");
- return false;
- }
- else if(faces.size > 1)
- {
- m_sErrMsg = QString::fromLocal8Bit("检测到底照人脸人脸数量大于1");
- return false;
- }
- m_baseFeaturePtr = std::shared_ptr<float>(new float[m_pFaceRecognizer->GetExtractFeatureSize()]);
- SeetaPointF points[5];
- m_pFaceLandmarker->mark(simg, faces.data[0].pos, points);
- myDebug()<<"mark";
- m_pFaceRecognizer->Extract(simg, points, m_baseFeaturePtr.get());
- myDebug()<<"Extract";
- return true;
- }
- catch (const std::exception &e)
- {
- m_sErrMsg = QString::fromLocal8Bit("获取底照人脸属性失败,%1").arg(e.what());
- return false;
- }
- }
- bool CFaceRecProc::setBaseImage(QString sBaseImge)
- {
- try
- {
- cv::Mat matBaseImg = cv::imread(sBaseImge.toLocal8Bit().toStdString());
- return setBaseImage(matBaseImg);
- }
- catch (const std::exception &e)
- {
- m_sErrMsg = QString::fromLocal8Bit("设置底照失败,%1").arg(e.what());
- return false;
- }
- }
- bool CFaceRecProc::compareWithBase(cv::Mat faceMat, int &nfaceCount, float &fScore)
- {
- try
- {
- if(m_baseFeaturePtr == nullptr)
- {
- m_sErrMsg = QString::fromLocal8Bit("请先设置底照,在进行比对");
- return false;
- }
- SeetaImageData simg;
- simg.height = faceMat.rows;
- simg.width = faceMat.cols;
- simg.channels = faceMat.channels();
- simg.data = faceMat.data;
- SeetaFaceInfoArray faces = m_pFaceDetector->detect(simg);
- nfaceCount = faces.size;
- if(faces.size <= 0)
- {
- m_sErrMsg = QString::fromLocal8Bit("未检测到人脸");
- return false;
- }
- else if(faces.size > 1)
- {
- m_sErrMsg = QString::fromLocal8Bit("检测到人脸数量大于1");
- return false;
- }
- std::shared_ptr<float> feature(new float[m_pFaceRecognizer->GetExtractFeatureSize()]);
- SeetaPointF points[5];
- m_pFaceLandmarker->mark(simg, faces.data[0].pos, points);
- m_pFaceRecognizer->Extract(simg, points, feature.get());
- fScore = 0;
- fScore = m_pFaceRecognizer->CalculateSimilarity(feature.get(), m_baseFeaturePtr.get());
- return true;
- }
- catch (const std::exception &e)
- {
- m_sErrMsg = QString::fromLocal8Bit("人脸比对失败,%1").arg(e.what());
- return false;
- }
- }
- bool CFaceRecProc::compareWithBase(cv::Mat faceMat, int &nfaceCount, float &fScore, SeetaRect &rt)
- {
- try
- {
- if(m_baseFeaturePtr == nullptr)
- {
- m_sErrMsg = QString::fromLocal8Bit("请先设置底照,在进行比对");
- return false;
- }
- SeetaImageData simg;
- simg.height = faceMat.rows;
- simg.width = faceMat.cols;
- simg.channels = faceMat.channels();
- simg.data = faceMat.data;
- SeetaFaceInfoArray faces = m_pFaceDetector->detect(simg);
- nfaceCount = faces.size;
- if(faces.size <= 0)
- {
- m_sErrMsg = QString::fromLocal8Bit("未检测到人脸");
- return false;
- }
- else if(faces.size > 1)
- {
- m_sErrMsg = QString::fromLocal8Bit("检测到人脸数量大于1");
- return false;
- }
- rt = faces.data[0].pos;
- std::shared_ptr<float> feature(new float[m_pFaceRecognizer->GetExtractFeatureSize()]);
- SeetaPointF points[5];
- m_pFaceLandmarker->mark(simg, faces.data[0].pos, points);
- m_pFaceRecognizer->Extract(simg, points, feature.get());
- fScore = 0;
- fScore = m_pFaceRecognizer->CalculateSimilarity(feature.get(), m_baseFeaturePtr.get());
- return true;
- }
- catch (const std::exception &e)
- {
- m_sErrMsg = QString::fromLocal8Bit("人脸比对失败,%1").arg(e.what());
- return false;
- }
- }
- bool CFaceRecProc::faceRealness(cv::Mat faceMat, bool &bRealness)
- {
- try
- {
- SeetaImageData simg;
- simg.height = faceMat.rows;
- simg.width = faceMat.cols;
- simg.channels = faceMat.channels();
- simg.data = faceMat.data;
- SeetaFaceInfoArray faces = m_pFaceDetector->detect(simg);
- if(faces.size <= 0)
- {
- m_sErrMsg = QString::fromLocal8Bit("未检测到人脸");
- return false;
- }
- else if(faces.size > 1)
- {
- m_sErrMsg = QString::fromLocal8Bit("检测到人脸数量大于1");
- return false;
- }
- SeetaPointF points[5];
- m_pFaceLandmarker->mark(simg, faces.data[0].pos, points);
- m_pFaceAntiSpoofing->SetVideoFrameCount(1);
- auto status = m_pFaceAntiSpoofing->PredictVideo(simg, faces.data[0].pos, points);
- if(status == seeta::FaceAntiSpoofing::REAL)
- {
- bRealness = true;
- }
- else
- {
- bRealness = false;
- }
- return true;
- }
- catch (const std::exception &e)
- {
- m_sErrMsg = QString::fromLocal8Bit("真实性检测失败,%1").arg(e.what());
- return false;
- }
- }
- bool CFaceRecProc::compareWithBase(cv::Mat faceMat, int &nfaceCount, float &fScore, bool &bEyeClose, bool bIsCampare, bool bIsCheckEye)
- {
- try
- {
- if(m_baseFeaturePtr == nullptr)
- {
- m_sErrMsg = QString::fromLocal8Bit("请先设置底照,在进行比对");
- return false;
- }
- SeetaImageData simg;
- simg.height = faceMat.rows;
- simg.width = faceMat.cols;
- simg.channels = faceMat.channels();
- simg.data = faceMat.data;
- SeetaFaceInfoArray faces = m_pFaceDetector->detect(simg);
- nfaceCount = faces.size;
- if((bIsCampare || bIsCheckEye) && nfaceCount == 1)
- {
- std::shared_ptr<float> feature(new float[m_pFaceRecognizer->GetExtractFeatureSize()]);
- SeetaPointF points[5];
- m_pFaceLandmarker->mark(simg, faces.data[0].pos, points);
- if(bIsCampare)
- {
- m_pFaceRecognizer->Extract(simg, points, feature.get());
- fScore = 0;
- fScore = m_pFaceRecognizer->CalculateSimilarity(feature.get(), m_baseFeaturePtr.get());
- }
- if(bIsCheckEye)
- {
- SeetaPointF pts[5];
- for(int m=0; m<5; m++)
- {
- pts[m].x = points[m].x;
- pts[m].y = points[m].y;
- }
- seeta::EyeStateDetector::EYE_STATE leftstate,rightstate;
- m_pEyeStateDetector->Detect(simg, pts, leftstate, rightstate);
- if(leftstate == seeta::EyeStateDetector::EYE_CLOSE ||
- rightstate == seeta::EyeStateDetector::EYE_CLOSE)
- {
- bEyeClose = true;
- }
- else
- {
- bEyeClose = false;
- }
- }
- }
- return true;
- }
- catch (const std::exception &e)
- {
- m_sErrMsg = QString::fromLocal8Bit("人脸比对失败,%1").arg(e.what());
- myDebug()<<m_sErrMsg;
- return false;
- }
- }
- bool CFaceRecProc::compareWithBase(cv::Mat faceMat, int &nfaceCount, float &fScore, bool &bEyeClose)
- {
- try
- {
- if(m_baseFeaturePtr == nullptr)
- {
- m_sErrMsg = QString::fromLocal8Bit("请先设置底照,在进行比对");
- return false;
- }
- SeetaImageData simg;
- simg.height = faceMat.rows;
- simg.width = faceMat.cols;
- simg.channels = faceMat.channels();
- simg.data = faceMat.data;
- SeetaFaceInfoArray faces = m_pFaceDetector->detect(simg);
- nfaceCount = faces.size;
- if(faces.size <= 0)
- {
- m_sErrMsg = QString::fromLocal8Bit("未检测到人脸");
- return false;
- }
- else if(faces.size > 1)
- {
- m_sErrMsg = QString::fromLocal8Bit("检测到人脸数量大于1");
- return false;
- }
- std::shared_ptr<float> feature(new float[m_pFaceRecognizer->GetExtractFeatureSize()]);
- SeetaPointF points[5];
- m_pFaceLandmarker->mark(simg, faces.data[0].pos, points);
- m_pFaceRecognizer->Extract(simg, points, feature.get());
- fScore = 0;
- fScore = m_pFaceRecognizer->CalculateSimilarity(feature.get(), m_baseFeaturePtr.get());
- SeetaPointF pts[5];
- for(int m=0; m<5; m++)
- {
- pts[m].x = points[m].x;
- pts[m].y = points[m].y;
- }
- seeta::EyeStateDetector::EYE_STATE leftstate,rightstate;
- m_pEyeStateDetector->Detect(simg, pts, leftstate, rightstate);
- if(leftstate == seeta::EyeStateDetector::EYE_CLOSE ||
- rightstate == seeta::EyeStateDetector::EYE_CLOSE)
- {
- bEyeClose = true;
- }
- else
- {
- bEyeClose = false;
- }
- return true;
- }
- catch (const std::exception &e)
- {
- m_sErrMsg = QString::fromLocal8Bit("人脸比对失败,%1").arg(e.what());
- myDebug()<<m_sErrMsg;
- return false;
- }
- }
- bool CFaceRecProc::compareWithBaseRealness(cv::Mat faceMat, int &nfaceCount, float &fScore, bool &bRealness)
- {
- try
- {
- if(m_baseFeaturePtr == nullptr)
- {
- m_sErrMsg = QString::fromLocal8Bit("请先设置底照,在进行比对");
- return false;
- }
- SeetaImageData simg;
- simg.height = faceMat.rows;
- simg.width = faceMat.cols;
- simg.channels = faceMat.channels();
- simg.data = faceMat.data;
- myServerLog()<<"width:"<<simg.width<<"height:"<<simg.height;
- double begin = cv::getTickCount();
- SeetaFaceInfoArray faces = m_pFaceDetector->detect(simg);
- nfaceCount = faces.size;
- if(faces.size <= 0)
- {
- m_sErrMsg = QString::fromLocal8Bit("未检测到人脸");
- return false;
- }
- else if(faces.size > 1)
- {
- m_sErrMsg = QString::fromLocal8Bit("检测到人脸数量大于1");
- return false;
- }
- double Detect = cv::getTickCount();
- double detecttime = (Detect- begin) / cv::getTickFrequency();
- myServerLog()<<QString::fromLocal8Bit("FaceSdkDetect:%1").arg(detecttime);
- std::shared_ptr<float> feature(new float[m_pFaceRecognizer->GetExtractFeatureSize()]);
- SeetaPointF points[5];
- m_pFaceLandmarker->mark(simg, faces.data[0].pos, points);
- m_pFaceRecognizer->Extract(simg, points, feature.get());
- double VerifyGetFeature = cv::getTickCount();
- detecttime = (VerifyGetFeature- Detect) / cv::getTickFrequency();
- myServerLog()<<QString::fromLocal8Bit("VerifyGetFeature:%1").arg(detecttime);
- fScore = 0;
- fScore = m_pFaceRecognizer->CalculateSimilarity(feature.get(), m_baseFeaturePtr.get());
- double CalculateSimilarity = cv::getTickCount();
- detecttime = (CalculateSimilarity- VerifyGetFeature) / cv::getTickFrequency();
- myServerLog()<<QString::fromLocal8Bit("CalculateSimilarity:%1").arg(detecttime);
- m_pFaceAntiSpoofing->SetVideoFrameCount(1);
- auto status = m_pFaceAntiSpoofing->PredictVideo(simg, faces.data[0].pos, points);
- if(status == seeta::FaceAntiSpoofing::REAL)
- {
- bRealness = true;
- }
- else
- {
- bRealness = false;
- }
- double FaceAntiSpoofing = cv::getTickCount();
- detecttime = (FaceAntiSpoofing- CalculateSimilarity) / cv::getTickFrequency();
- myServerLog()<<QString::fromLocal8Bit("FaceAntiSpoofing:%1").arg(detecttime);
- detecttime = (FaceAntiSpoofing- begin) / cv::getTickFrequency();
- myServerLog()<<QString::fromLocal8Bit("allTime:%1").arg(detecttime);
- myServerLog()<<QString::fromLocal8Bit("是否真人:%1,").arg(bRealness?QString::fromLocal8Bit("是"):QString::fromLocal8Bit("否"))
- <<QString::fromLocal8Bit("人脸数量:%1,").arg(nfaceCount)
- <<QString::fromLocal8Bit("相似度:%1").arg(fScore);
- return true;
- }
- catch (const std::exception &e)
- {
- m_sErrMsg = QString::fromLocal8Bit("人脸比对真实性失败,%1").arg(e.what());
- return false;
- }
- }
- bool CFaceRecProc::getMaxFaceScoreWithBase(cv::Mat faceMat, int &nfaceCount, float &fScore, bool &bRealness, int &nTime)
- {
- try
- {
- if(m_baseFeaturePtr == nullptr)
- {
- m_sErrMsg = QString::fromLocal8Bit("请先设置底照,在进行比对");
- return false;
- }
- SeetaImageData simg;
- simg.height = faceMat.rows;
- simg.width = faceMat.cols;
- simg.channels = faceMat.channels();
- simg.data = faceMat.data;
- myServerLog()<<"width:"<<simg.width<<"height:"<<simg.height;
- double begin = cv::getTickCount();
- SeetaFaceInfoArray faces = m_pFaceDetector->detect(simg);
- nfaceCount = faces.size;
- if(faces.size <= 0)
- {
- return true;
- }
- double Detect = cv::getTickCount();
- double detecttime = (Detect- begin) / cv::getTickFrequency();
- myServerLog()<<QString::fromLocal8Bit("FaceSdkDetect:%1").arg(detecttime);
- for(int i = 0; i < faces.size; ++i)
- {
- std::shared_ptr<float> feature(new float[m_pFaceRecognizer->GetExtractFeatureSize()]);
- SeetaPointF points[5];
- m_pFaceLandmarker->mark(simg, faces.data[i].pos, points);
- m_pFaceRecognizer->Extract(simg, points, feature.get());
- double VerifyGetFeature = cv::getTickCount();
- detecttime = (VerifyGetFeature- Detect) / cv::getTickFrequency();
- myServerLog()<<QString::fromLocal8Bit("VerifyGetFeature:%1").arg(detecttime);
- float fTempScore = 0;
- fTempScore = m_pFaceRecognizer->CalculateSimilarity(feature.get(), m_baseFeaturePtr.get());
- if(fTempScore > fScore)
- {
- fScore = fTempScore;
- m_pFaceAntiSpoofing->SetVideoFrameCount(1);
- auto status = m_pFaceAntiSpoofing->PredictVideo(simg, faces.data[i].pos, points);
- if(status == seeta::FaceAntiSpoofing::REAL)
- {
- bRealness = true;
- }
- else
- {
- bRealness = false;
- }
- }
- double CalculateSimilarity = cv::getTickCount();
- detecttime = (CalculateSimilarity- VerifyGetFeature) / cv::getTickFrequency();
- myServerLog()<<QString::fromLocal8Bit("CalculateSimilarity:%1").arg(detecttime);
- myServerLog()/*<<QString::fromLocal8Bit("是否真人:%1,").arg(bRealness?QString::fromLocal8Bit("是"):QString::fromLocal8Bit("否"))*/
- <<QString::fromLocal8Bit("人脸数量:%1,").arg(nfaceCount)
- <<QString::fromLocal8Bit("相似度:%1").arg(fScore);
- }
- double allTime = cv::getTickCount();
- detecttime = (allTime- begin) / cv::getTickFrequency();
- myServerLog()<<QString::fromLocal8Bit("allTime:%1").arg(detecttime);
- nTime = detecttime*1000;
- // myServerLog()<<QString::fromLocal8Bit("是否真人:%1,").arg(bRealness?QString::fromLocal8Bit("是"):QString::fromLocal8Bit("否"))
- // <<QString::fromLocal8Bit("人脸数量:%1,").arg(nfaceCount)
- // <<QString::fromLocal8Bit("相似度:%1").arg(fScore);
- return true;
- }
- catch (const std::exception &e)
- {
- m_sErrMsg = QString::fromLocal8Bit("人脸比对真实性失败,%1").arg(e.what());
- return false;
- }
- }
- bool CFaceRecProc::compareWithBase(QString sFaceImage, int &nfaceCount, float &fScore)
- {
- cv::Mat matFaceImg = cv::imread(sFaceImage.toLocal8Bit().data());
- return compareWithBase(matFaceImg, nfaceCount, fScore);
- }
- void CFaceRecProc::setBaseFeature(float *feature)
- {
- if(feature != nullptr)
- {
- m_baseFeaturePtr = std::shared_ptr<float>(new float[m_pFaceRecognizer->GetExtractFeatureSize()]);
- memcpy(m_baseFeaturePtr.get(), feature, sizeof(float)*m_pFaceRecognizer->GetExtractFeatureSize());
- }
- }
- float* CFaceRecProc::getFeature()
- {
- return m_baseFeaturePtr.get();
- }
- bool CFaceRecProc::hasBaseImage()
- {
- return m_baseFeaturePtr != nullptr;
- }
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