Jiale/test2_ort/examples/cv/test_lite_rvm.cpp

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2024-05-15 18:06:07 +08:00
//
// Created by DefTruth on 2021/9/20.
//
#include "lite/lite.h"
static void test_default()
{
std::string onnx_path = "../../../hub/onnx/cv/rvm_mobilenetv3_fp32.onnx";
std::string video_path = "../../../examples/lite/resources/test_lite_rvm_0.mp4";
std::string output_path = "../../../logs/test_lite_rvm_0.mp4";
auto *rvm = new lite::cv::matting::RobustVideoMatting(onnx_path, 16); // 16 threads
std::vector<lite::types::MattingContent> contents;
// 1. video matting.
rvm->detect_video(video_path, output_path, contents, false, 0.4f);
delete rvm;
}
static void test_onnxruntime()
{
#ifdef ENABLE_ONNXRUNTIME
std::string onnx_path = "../../../hub/onnx/cv/rvm_mobilenetv3_fp32.onnx";
std::string video_path = "../../../examples/lite/resources/test_lite_rvm_1.mp4";
std::string output_path = "../../../logs/test_lite_rvm_1.mp4";
auto *rvm = new lite::onnxruntime::cv::matting::RobustVideoMatting(onnx_path, 16); // 16 threads
std::vector<lite::types::MattingContent> contents;
// 1. video matting.
rvm->detect_video(video_path, output_path, contents, false, 0.4f);
delete rvm;
#endif
}
static void test_mnn()
{
#ifdef ENABLE_MNN
std::string mnn_path = "../../../hub/mnn/cv/rvm_mobilenetv3_fp32-480-640.mnn";
std::string video_path = "../../../examples/lite/resources/test_lite_rvm_1.mp4";
std::string output_path = "../../../logs/test_lite_rvm_1_mnn.mp4";
auto *rvm = new lite::mnn::cv::matting::RobustVideoMatting(mnn_path, 16, 0); // 16 threads
std::vector<lite::types::MattingContent> contents;
// 1. video matting.
rvm->detect_video(video_path, output_path, contents, false);
delete rvm;
#endif
}
static void test_ncnn()
{
#ifdef ENABLE_NCNN
// WARNING: Test Failed!
std::string param_path = "../../../hub/ncnn/cv/rvm_mobilenetv3_fp32-480-480-opt.param";
std::string bin_path = "../../../hub/ncnn/cv/rvm_mobilenetv3_fp32-480-480-opt.bin";
std::string video_path = "../../../examples/lite/resources/test_lite_rvm_1.mp4";
std::string output_path = "../../../logs/test_lite_rvm_1_ncnn.mp4";
auto *rvm = new lite::ncnn::cv::matting::RobustVideoMatting(
param_path, bin_path, 1, 480, 480, 0); // 1 threads
std::vector<lite::types::MattingContent> contents;
// 1. video matting.
rvm->detect_video(video_path, output_path, contents, false);
delete rvm;
#endif
}
static void test_tnn()
{
#ifdef ENABLE_TNN
std::string proto_path = "../../../hub/tnn/cv/rvm_mobilenetv3_fp32-480-480-sim.opt.tnnproto";
std::string model_path = "../../../hub/tnn/cv/rvm_mobilenetv3_fp32-480-480-sim.opt.tnnmodel";
std::string video_path = "../../../examples/lite/resources/test_lite_rvm_1.mp4";
std::string output_path = "../../../logs/test_lite_rvm_1_tnn.mp4";
auto *rvm = new lite::tnn::cv::matting::RobustVideoMatting(
proto_path, model_path, 16); // 16 threads
std::vector<lite::types::MattingContent> contents;
// 1. video matting.
rvm->detect_video(video_path, output_path, contents, false);
delete rvm;
#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;
}