Jiale/test2_ort/examples/cv/test_lite_pipnet68.cpp

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2024-05-15 18:06:07 +08:00
//
// Created by DefTruth on 2022/3/23.
//
#include "lite/lite.h"
static void test_default()
{
std::string onnx_path = "../../../hub/onnx/cv/pipnet_resnet18_10x68x32x256_300w.onnx";
std::string test_img_path = "../../../examples/lite/resources/test_lite_face_align.png";
std::string save_img_path = "../../../logs/test_lite_pipnet68.jpg";
lite::cv::face::align::PIPNet68 *pipnet68 = new lite::cv::face::align::PIPNet68(onnx_path);
lite::types::Landmarks landmarks;
cv::Mat img_bgr = cv::imread(test_img_path);
pipnet68->detect(img_bgr, landmarks);
lite::utils::draw_landmarks_inplace(img_bgr, landmarks);
cv::imwrite(save_img_path, img_bgr);
std::cout << "Default Version Done! Detected Landmarks Num: "
<< landmarks.points.size() << std::endl;
delete pipnet68;
}
static void test_onnxruntime()
{
#ifdef ENABLE_ONNXRUNTIME
std::string onnx_path = "../../../hub/onnx/cv/pipnet_resnet18_10x68x32x256_300w.onnx";
std::string test_img_path = "../../../examples/lite/resources/test_lite_face_align.png";
std::string save_img_path = "../../../logs/test_lite_pipnet68_onnx.jpg";
lite::onnxruntime::cv::face::align::PIPNet68 *pipnet68 =
new lite::onnxruntime::cv::face::align::PIPNet68(onnx_path);
lite::types::Landmarks landmarks;
cv::Mat img_bgr = cv::imread(test_img_path);
pipnet68->detect(img_bgr, landmarks);
lite::utils::draw_landmarks_inplace(img_bgr, landmarks);
cv::imwrite(save_img_path, img_bgr);
std::cout << "ONNXRuntime Version Done! Detected Landmarks Num: "
<< landmarks.points.size() << std::endl;
delete pipnet68;
#endif
}
static void test_mnn()
{
#ifdef ENABLE_MNN
std::string mnn_path = "../../../hub/mnn/cv/pipnet_resnet18_10x68x32x256_300w.mnn";
std::string test_img_path = "../../../examples/lite/resources/test_lite_face_align.png";
std::string save_img_path = "../../../logs/test_lite_pipnet68_mnn.jpg";
lite::mnn::cv::face::align::PIPNet68 *pipnet68 =
new lite::mnn::cv::face::align::PIPNet68(mnn_path);
lite::types::Landmarks landmarks;
cv::Mat img_bgr = cv::imread(test_img_path);
pipnet68->detect(img_bgr, landmarks);
lite::utils::draw_landmarks_inplace(img_bgr, landmarks);
cv::imwrite(save_img_path, img_bgr);
std::cout << "MNN Version Done! Detected Landmarks Num: "
<< landmarks.points.size() << std::endl;
delete pipnet68;
#endif
}
static void test_ncnn()
{
#ifdef ENABLE_NCNN
std::string param_path = "../../../hub/ncnn/cv/pipnet_resnet18_10x68x32x256_300w.opt.param";
std::string bin_path = "../../../hub/ncnn/cv/pipnet_resnet18_10x68x32x256_300w.opt.bin";
std::string test_img_path = "../../../examples/lite/resources/test_lite_face_align.png";
std::string save_img_path = "../../../logs/test_lite_pipnet68_ncnn.jpg";
lite::ncnn::cv::face::align::PIPNet68 *pipnet68 =
new lite::ncnn::cv::face::align::PIPNet68(param_path, bin_path);
lite::types::Landmarks landmarks;
cv::Mat img_bgr = cv::imread(test_img_path);
pipnet68->detect(img_bgr, landmarks);
lite::utils::draw_landmarks_inplace(img_bgr, landmarks);
cv::imwrite(save_img_path, img_bgr);
std::cout << "NCNN Version Done! Detected Landmarks Num: "
<< landmarks.points.size() << std::endl;
delete pipnet68;
#endif
}
static void test_tnn()
{
#ifdef ENABLE_TNN
std::string proto_path = "../../../hub/tnn/cv/pipnet_resnet18_10x68x32x256_300w.opt.tnnproto";
std::string model_path = "../../../hub/tnn/cv/pipnet_resnet18_10x68x32x256_300w.opt.tnnmodel";
std::string test_img_path = "../../../examples/lite/resources/test_lite_face_align.png";
std::string save_img_path = "../../../logs/test_lite_pipnet68_tnn.jpg";
lite::tnn::cv::face::align::PIPNet68 *pipnet68 =
new lite::tnn::cv::face::align::PIPNet68(proto_path, model_path);
lite::types::Landmarks landmarks;
cv::Mat img_bgr = cv::imread(test_img_path);
pipnet68->detect(img_bgr, landmarks);
lite::utils::draw_landmarks_inplace(img_bgr, landmarks);
cv::imwrite(save_img_path, img_bgr);
std::cout << "TNN Version Done! Detected Landmarks Num: "
<< landmarks.points.size() << std::endl;
delete pipnet68;
#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;
}