【更新】完成人脸检测和特征提取模块

This commit is contained in:
wdp
2025-01-19 23:41:10 +08:00
parent 05619a014f
commit 18d649a636
13 changed files with 677 additions and 22 deletions

View File

@@ -2,26 +2,72 @@
#include <opencv2/opencv.hpp>
#include "util/TimeCount.h"
#include "CenterFaceMnn.h"
#include "MobileFaceFeatureMnn.h"
int32_t main(int32_t argc, char** argv) {
CenterFaceMnn::GetInstance();
void test_face_detect(std::string img_path) {
cv::Mat img = cv::imread(img_path);
std::vector<FaceInfo> faces;
cv::Mat img = cv::imread("F:/33.jpg");
int32_t count = 0;
re_test:
count++;
{
USE_TIME t(USE_TIME_US, "face_detect: ");
CenterFaceMnn::GetInstance()->Detect(img, faces, 1);
}
if (count < 10) {
goto re_test;
}
for(auto& face : faces) {
cv::rectangle(img, cv::Rect(face.x1, face.y1, face.x2 - face.x1, face.y2 - face.y1), cv::Scalar(0, 0, 255), 2);
cv::rectangle(img, cv::Rect(face.x1, face.y1, FACE_BOX_WIDTH(face), FACE_BOX_HEIGHT(face)), cv::Scalar(0, 0, 255), 2);
}
cv::imshow("test", img);
cv::waitKey(0);
}
void test_face_compare(std::string img1, std::string img2) {
cv::Mat img1_ = cv::imread(img1);
cv::Mat img2_ = cv::imread(img2);
std::vector<FaceInfo> faces1;
std::vector<FaceInfo> faces2;
CenterFaceMnn::GetInstance()->Detect(img1_, faces1, 1);
CenterFaceMnn::GetInstance()->Detect(img2_, faces2, 1);
if (faces1.size() == 0 || faces2.size() == 0) {
std::cout << faces1.size() << " == " << faces2.size() << std::endl;
return;
}
float feature1[512];
float feature2[512];
float score = 0.f;
{
USE_TIME t(USE_TIME_US, "GetFaceFeature img1 time: ");
MobileFaceFeatureMnn::GetInstance()->GetFaceFeature(img1_, faces1[0].landmarks, feature1);
}
{
USE_TIME t(USE_TIME_US, "GetFaceFeature img2 time: ");
MobileFaceFeatureMnn::GetInstance()->GetFaceFeature(img2_, faces2[0].landmarks, feature2);
}
{
USE_TIME t(USE_TIME_US, "DeepCamFaceFeatureCompare time: ");
MobileFaceFeatureMnn::GetInstance()->MobileFaceFeatureCompare(feature1, feature2, score);
}
std::cout << "score: " << score << std::endl;
for(auto& face : faces2) {
cv::rectangle(img2_, cv::Rect(face.x1, face.y1, FACE_BOX_WIDTH(face), FACE_BOX_HEIGHT(face)), cv::Scalar(0, 0, 255), 2);
}
for(auto& face : faces1) {
cv::rectangle(img1_, cv::Rect(face.x1, face.y1, FACE_BOX_WIDTH(face), FACE_BOX_HEIGHT(face)), cv::Scalar(0, 0, 255), 2);
}
cv::imshow("img1", img1_);
cv::imshow("img2", img2_);
cv::waitKey(0);
}
int32_t main(int32_t argc, char** argv) {
CenterFaceMnn::GetInstance();
MobileFaceFeatureMnn::GetInstance();
// test_face_detect("E:/dd.jpg");
test_face_compare("F:/1.jpg", "E:\\6.jpg");
return 0;
}