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test_lite_rexnet_emotion7.cpp
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test_lite_rexnet_emotion7.cpp
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//
// Created by DefTruth on 2021/7/24.
//
#include "lite/lite.h"
static void test_default()
{
std::string onnx_path = "../../../examples/hub/onnx/cv/face-emotion-recognition-affectnet_7_vggface2_rexnet150.onnx";
std::string test_img_path = "../../../examples/lite/resources/test_lite_emotion.jpg";
std::string save_img_path = "../../../examples/logs/test_lite_emotion.jpg";
lite::cv::face::attr::ReXNetEmotion7 *rexnet_emotion7 =
new lite::cv::face::attr::ReXNetEmotion7(onnx_path);
lite::types::Emotions emotions;
cv::Mat img_bgr = cv::imread(test_img_path);
rexnet_emotion7->detect(img_bgr, emotions);
lite::utils::draw_emotion_inplace(img_bgr, emotions);
cv::imwrite(save_img_path, img_bgr);
std::cout << "Default Version Detected Emotion: " << emotions.text
<< ": " << emotions.score << std::endl;
delete rexnet_emotion7;
}
static void test_onnxruntime()
{
#ifdef ENABLE_ONNXRUNTIME
std::string onnx_path = "../../../examples/hub/onnx/cv/face-emotion-recognition-affectnet_7_vggface2_rexnet150.onnx";
std::string test_img_path = "../../../examples/lite/resources/test_lite_emotion.jpg";
std::string save_img_path = "../../../examples/logs/test_lite_emotion.jpg";
lite::onnxruntime::cv::face::attr::ReXNetEmotion7 *rexnet_emotion7 =
new lite::onnxruntime::cv::face::attr::ReXNetEmotion7(onnx_path);
lite::types::Emotions emotions;
cv::Mat img_bgr = cv::imread(test_img_path);
rexnet_emotion7->detect(img_bgr, emotions);
lite::utils::draw_emotion_inplace(img_bgr, emotions);
cv::imwrite(save_img_path, img_bgr);
std::cout << "ONNXRuntime Version Detected Emotion: " << emotions.text
<< ": " << emotions.score << std::endl;
delete rexnet_emotion7;
#endif
}
static void test_mnn()
{
#ifdef ENABLE_MNN
std::string mnn_path = "../../../examples/hub/mnn/cv/face-emotion-recognition-affectnet_7_vggface2_rexnet150.mnn";
std::string test_img_path = "../../../examples/lite/resources/test_lite_emotion.jpg";
std::string save_img_path = "../../../examples/logs/test_lite_emotion_mnn.jpg";
lite::mnn::cv::face::attr::ReXNetEmotion7 *rexnet_emotion7 =
new lite::mnn::cv::face::attr::ReXNetEmotion7(mnn_path);
lite::types::Emotions emotions;
cv::Mat img_bgr = cv::imread(test_img_path);
rexnet_emotion7->detect(img_bgr, emotions);
lite::utils::draw_emotion_inplace(img_bgr, emotions);
cv::imwrite(save_img_path, img_bgr);
std::cout << "MNN Version Detected Emotion: " << emotions.text
<< ": " << emotions.score << std::endl;
delete rexnet_emotion7;
#endif
}
static void test_ncnn()
{
#ifdef ENABLE_NCNN
#endif
}
static void test_tnn()
{
#ifdef ENABLE_TNN
std::string proto_path = "../../../examples/hub/tnn/cv/face-emotion-recognition-affectnet_7_vggface2_rexnet150.opt.tnnproto";
std::string model_path = "../../../examples/hub/tnn/cv/face-emotion-recognition-affectnet_7_vggface2_rexnet150.opt.tnnmodel";
std::string test_img_path = "../../../examples/lite/resources/test_lite_emotion.jpg";
std::string save_img_path = "../../../examples/logs/test_lite_emotion_tnn.jpg";
lite::tnn::cv::face::attr::ReXNetEmotion7 *rexnet_emotion7 =
new lite::tnn::cv::face::attr::ReXNetEmotion7(proto_path, model_path);
lite::types::Emotions emotions;
cv::Mat img_bgr = cv::imread(test_img_path);
rexnet_emotion7->detect(img_bgr, emotions);
lite::utils::draw_emotion_inplace(img_bgr, emotions);
cv::imwrite(save_img_path, img_bgr);
std::cout << "TNN Version Detected Emotion: " << emotions.text
<< ": " << emotions.score << std::endl;
delete rexnet_emotion7;
#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;
}