// // Created by DefTruth on 2021/7/31. // 人脸提取 #include "lite/lite.h" static void test_default() { std::string onnx_path = "../../../hub/onnx/cv/Pytorch_RetinaFace_resnet50.onnx"; std::string test_img_path = "../../../examples/lite/resources/test_lite_face_detector.jpg"; std::string save_img_path = "../../../logs/test_lite_retinaface.jpg"; lite::cv::face::detect::RetinaFace *retinaface = new lite::cv::face::detect::RetinaFace(onnx_path); std::vector detected_boxes; cv::Mat img_bgr = cv::imread(test_img_path); retinaface->detect(img_bgr, detected_boxes); lite::utils::draw_boxes_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 retinaface; } static void test_onnxruntime() { #ifdef ENABLE_ONNXRUNTIME std::string onnx_path = "../../../hub/onnx/cv/Pytorch_RetinaFace_resnet50.onnx"; std::string test_img_path = "../../../examples/lite/resources/test_lite_face_detector_2.jpg"; std::string save_img_path = "../../../logs/test_retinaface_onnx_2.jpg"; lite::onnxruntime::cv::face::detect::RetinaFace *retinaface = new lite::onnxruntime::cv::face::detect::RetinaFace(onnx_path); std::vector detected_boxes; cv::Mat img_bgr = cv::imread(test_img_path); retinaface->detect(img_bgr, detected_boxes); lite::utils::draw_boxes_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 retinaface; #endif } static void test_mnn() { #ifdef ENABLE_MNN std::string mnn_path = "../../../hub/mnn/cv/Pytorch_RetinaFace_resnet50.mnn"; std::string test_img_path = "../../../examples/lite/resources/test_lite_face_detector_2.jpg"; std::string save_img_path = "../../../logs/test_retinaface_mnn_2.jpg"; lite::mnn::cv::face::detect::RetinaFace *retinaface = new lite::mnn::cv::face::detect::RetinaFace(mnn_path); std::vector detected_boxes; cv::Mat img_bgr = cv::imread(test_img_path); retinaface->detect(img_bgr, detected_boxes); lite::utils::draw_boxes_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 retinaface; #endif } static void test_ncnn() { #ifdef ENABLE_NCNN std::string param_path = "../../../hub/ncnn/cv/Pytorch_RetinaFace_mobile0.25-640-640.opt.param"; std::string bin_path = "../../../hub/ncnn/cv/Pytorch_RetinaFace_mobile0.25-640-640.opt.bin"; std::string test_img_path = "../../../examples/lite/resources/test_lite_face_detector_2.jpg"; std::string save_img_path = "../../../logs/test_retinaface_ncnn_2.jpg"; lite::ncnn::cv::face::detect::RetinaFace *retinaface = new lite::ncnn::cv::face::detect::RetinaFace(param_path, bin_path, 1, 640, 640); std::vector detected_boxes; cv::Mat img_bgr = cv::imread(test_img_path); retinaface->detect(img_bgr, detected_boxes); lite::utils::draw_boxes_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 retinaface; #endif } static void test_tnn() { #ifdef ENABLE_TNN std::string proto_path = "../../../hub/tnn/cv/Pytorch_RetinaFace_mobile0.25-640-640.opt.tnnproto"; std::string model_path = "../../../hub/tnn/cv/Pytorch_RetinaFace_mobile0.25-640-640.opt.tnnmodel"; std::string test_img_path = "../../../examples/lite/resources/test_lite_face_detector_2.jpg"; std::string save_img_path = "../../../logs/test_retinaface_tnn_2.jpg"; lite::tnn::cv::face::detect::RetinaFace *retinaface = new lite::tnn::cv::face::detect::RetinaFace(proto_path, model_path); std::vector detected_boxes; cv::Mat img_bgr = cv::imread(test_img_path); retinaface->detect(img_bgr, detected_boxes); lite::utils::draw_boxes_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 retinaface; #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; }