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test_lite_scrfd.cpp
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test_lite_scrfd.cpp
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//
// Created by DefTruth on 2021/12/30.
//
#include "lite/lite.h"
static void test_default()
{
std::string onnx_path = "../../../examples/hub/onnx/cv/scrfd_2.5g_bnkps_shape640x640.onnx";
std::string test_img_path = "../../../examples/lite/resources/test_lite_face_detector.jpg";
std::string save_img_path = "../../../examples/logs/test_lite_scrfd.jpg";
lite::cv::face::detect::SCRFD *scrfd = new lite::cv::face::detect::SCRFD(onnx_path);
std::vector<lite::types::BoxfWithLandmarks> detected_boxes;
cv::Mat img_bgr = cv::imread(test_img_path);
scrfd->detect(img_bgr, detected_boxes);
lite::utils::draw_boxes_with_landmarks_inplace(img_bgr, detected_boxes);
cv::imwrite(save_img_path, img_bgr);
std::cout << "Default Version Done! Detected Face Num: " << detected_boxes.size() << std::endl;
delete scrfd;
}
static void test_onnxruntime()
{
#ifdef ENABLE_ONNXRUNTIME
std::string onnx_path = "../../../examples/hub/onnx/cv/scrfd_2.5g_bnkps_shape640x640.onnx";
std::string test_img_path = "../../../examples/lite/resources/test_lite_face_detector_2.jpg";
std::string save_img_path = "../../../examples/logs/test_lite_scrfd_onnx_2.jpg";
lite::onnxruntime::cv::face::detect::SCRFD *scrfd =
new lite::onnxruntime::cv::face::detect::SCRFD(onnx_path);
std::vector<lite::types::BoxfWithLandmarks> detected_boxes;
cv::Mat img_bgr = cv::imread(test_img_path);
scrfd->detect(img_bgr, detected_boxes);
lite::utils::draw_boxes_with_landmarks_inplace(img_bgr, detected_boxes);
cv::imwrite(save_img_path, img_bgr);
std::cout << "ONNXRuntime Version Done! Detected Face Num: " << detected_boxes.size() << std::endl;
delete scrfd;
#endif
}
static void test_mnn()
{
#ifdef ENABLE_MNN
std::string mnn_path = "../../../examples/hub/mnn/cv/scrfd_2.5g_bnkps_shape640x640.mnn";
std::string test_img_path = "../../../examples/lite/resources/test_lite_face_detector_2.jpg";
std::string save_img_path = "../../../examples/logs/test_lite_scrfd_mnn_2.jpg";
lite::mnn::cv::face::detect::SCRFD *scrfd =
new lite::mnn::cv::face::detect::SCRFD(mnn_path);
std::vector<lite::types::BoxfWithLandmarks> detected_boxes;
cv::Mat img_bgr = cv::imread(test_img_path);
scrfd->detect(img_bgr, detected_boxes);
lite::utils::draw_boxes_with_landmarks_inplace(img_bgr, detected_boxes);
cv::imwrite(save_img_path, img_bgr);
std::cout << "MNN Version Done! Detected Face Num: " << detected_boxes.size() << std::endl;
delete scrfd;
#endif
}
static void test_ncnn()
{
#ifdef ENABLE_NCNN
std::string param_path = "../../../examples/hub/ncnn/cv/scrfd_2.5g_bnkps_shape640x640.opt.param";
std::string bin_path = "../../../examples/hub/ncnn/cv/scrfd_2.5g_bnkps_shape640x640.opt.bin";
std::string test_img_path = "../../../examples/lite/resources/test_lite_face_detector_2.jpg";
std::string save_img_path = "../../../examples/logs/test_lite_scrfd_ncnn_2.jpg";
lite::ncnn::cv::face::detect::SCRFD *scrfd =
new lite::ncnn::cv::face::detect::SCRFD(param_path, bin_path, 1, 640, 640);
std::vector<lite::types::BoxfWithLandmarks> detected_boxes;
cv::Mat img_bgr = cv::imread(test_img_path);
scrfd->detect(img_bgr, detected_boxes);
lite::utils::draw_boxes_with_landmarks_inplace(img_bgr, detected_boxes);
cv::imwrite(save_img_path, img_bgr);
std::cout << "NCNN Version Done! Detected Face Num: " << detected_boxes.size() << std::endl;
delete scrfd;
#endif
}
static void test_tnn()
{
#ifdef ENABLE_TNN
std::string proto_path = "../../../examples/hub/tnn/cv/scrfd_2.5g_bnkps_shape640x640.opt.tnnproto";
std::string model_path = "../../../examples/hub/tnn/cv/scrfd_2.5g_bnkps_shape640x640.opt.tnnmodel";
std::string test_img_path = "../../../examples/lite/resources/test_lite_face_detector_2.jpg";
std::string save_img_path = "../../../examples/logs/test_lite_scrfd_tnn_2.jpg";
lite::tnn::cv::face::detect::SCRFD *scrfd =
new lite::tnn::cv::face::detect::SCRFD(proto_path, model_path);
std::vector<lite::types::BoxfWithLandmarks> detected_boxes;
cv::Mat img_bgr = cv::imread(test_img_path);
scrfd->detect(img_bgr, detected_boxes);
lite::utils::draw_boxes_with_landmarks_inplace(img_bgr, detected_boxes);
cv::imwrite(save_img_path, img_bgr);
std::cout << "TNN Version Done! Detected Face Num: " << detected_boxes.size() << std::endl;
delete scrfd;
#endif
}
static void test_lite()
{
test_default();
test_onnxruntime();
test_mnn();
test_ncnn();
test_tnn();
}
int main(__unused int argc, __unused char *argv[])
{
test_lite();
return 0;
}