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test_lite_fast_style_transfer.cpp
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test_lite_fast_style_transfer.cpp
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//
// Created by DefTruth on 2021/6/24.
//
#include "lite/lite.h"
static void test_default()
{
std::string candy_onnx_path = "../../../examples/hub/onnx/cv/style-candy-8.onnx";
std::string mosaic_onnx_path = "../../../examples/hub/onnx/cv/style-mosaic-8.onnx";
std::string pointilism_onnx_path = "../../../examples/hub/onnx/cv/style-pointilism-8.onnx";
std::string rain_princess_onnx_path = "../../../examples/hub/onnx/cv/style-rain-princess-8.onnx";
std::string udnie_onnx_path = "../../../examples/hub/onnx/cv/style-udnie-8.onnx";
std::string test_img_path = "../../../examples/lite/resources/test_lite_fast_style_transfer.jpg";
std::string save_candy_path = "../../../examples/logs/test_lite_fast_style_transfer_candy.jpg";
std::string save_mosaic_path = "../../../examples/logs/test_lite_fast_style_transfer_mosaic.jpg";
std::string save_pointilism_path = "../../../examples/logs/test_lite_fast_style_transfer_pointilism.jpg";
std::string save_rain_princess_path = "../../../examples/logs/test_lite_fast_style_transfer_rain_princes.jpg";
std::string save_udnie_path = "../../../examples/logs/test_lite_fast_style_transfer_udnie.jpg";
lite::cv::style::FastStyleTransfer *candy_fast_style_transfer =
new lite::cv::style::FastStyleTransfer(candy_onnx_path);
lite::cv::style::FastStyleTransfer *mosaic_fast_style_transfer =
new lite::cv::style::FastStyleTransfer(mosaic_onnx_path);
lite::cv::style::FastStyleTransfer *pointilism_fast_style_transfer =
new lite::cv::style::FastStyleTransfer(pointilism_onnx_path);
lite::cv::style::FastStyleTransfer *rain_princess_fast_style_transfer =
new lite::cv::style::FastStyleTransfer(rain_princess_onnx_path);
lite::cv::style::FastStyleTransfer *udnie_fast_style_transfer =
new lite::cv::style::FastStyleTransfer(udnie_onnx_path);
lite::types::StyleContent candy_style_content;
lite::types::StyleContent mosaic_style_content;
lite::types::StyleContent pointilism_style_content;
lite::types::StyleContent rain_princess_style_content;
lite::types::StyleContent udnie_style_content;
cv::Mat img_bgr = cv::imread(test_img_path);
candy_fast_style_transfer->detect(img_bgr, candy_style_content);
mosaic_fast_style_transfer->detect(img_bgr, mosaic_style_content);
pointilism_fast_style_transfer->detect(img_bgr, pointilism_style_content);
rain_princess_fast_style_transfer->detect(img_bgr, rain_princess_style_content);
udnie_fast_style_transfer->detect(img_bgr, udnie_style_content);
if (candy_style_content.flag) cv::imwrite(save_candy_path, candy_style_content.mat);
if (mosaic_style_content.flag) cv::imwrite(save_mosaic_path, mosaic_style_content.mat);
if (pointilism_style_content.flag) cv::imwrite(save_pointilism_path, pointilism_style_content.mat);
if (rain_princess_style_content.flag) cv::imwrite(save_rain_princess_path, rain_princess_style_content.mat);
if (udnie_style_content.flag) cv::imwrite(save_udnie_path, udnie_style_content.mat);
std::cout << "Default Version Style Transfer Done." << std::endl;
delete candy_fast_style_transfer;
delete mosaic_fast_style_transfer;
delete pointilism_fast_style_transfer;
delete rain_princess_fast_style_transfer;
delete udnie_fast_style_transfer;
}
static void test_onnxruntime()
{
#ifdef ENABLE_ONNXRUNTIME
std::string candy_onnx_path = "../../../examples/hub/onnx/cv/style-candy-8.onnx";
std::string mosaic_onnx_path = "../../../examples/hub/onnx/cv/style-mosaic-8.onnx";
std::string pointilism_onnx_path = "../../../examples/hub/onnx/cv/style-pointilism-8.onnx";
std::string rain_princess_onnx_path = "../../../examples/hub/onnx/cv/style-rain-princess-8.onnx";
std::string udnie_onnx_path = "../../../examples/hub/onnx/cv/style-udnie-8.onnx";
std::string test_img_path = "../../../examples/lite/resources/test_lite_fast_style_transfer.jpg";
std::string save_candy_path = "../../../examples/logs/test_onnx_fast_style_transfer_candy.jpg";
std::string save_mosaic_path = "../../../examples/logs/test_onnx_fast_style_transfer_mosaic.jpg";
std::string save_pointilism_path = "../../../examples/logs/test_onnx_fast_style_transfer_pointilism.jpg";
std::string save_rain_princess_path = "../../../examples/logs/test_onnx_fast_style_transfer_rain_princes.jpg";
std::string save_udnie_path = "../../../examples/logs/test_onnx_fast_style_transfer_udnie.jpg";
lite::onnxruntime::cv::style::FastStyleTransfer *candy_fast_style_transfer =
new lite::onnxruntime::cv::style::FastStyleTransfer(candy_onnx_path);
lite::onnxruntime::cv::style::FastStyleTransfer *mosaic_fast_style_transfer =
new lite::onnxruntime::cv::style::FastStyleTransfer(mosaic_onnx_path);
lite::onnxruntime::cv::style::FastStyleTransfer *pointilism_fast_style_transfer =
new lite::onnxruntime::cv::style::FastStyleTransfer(pointilism_onnx_path);
lite::onnxruntime::cv::style::FastStyleTransfer *rain_princess_fast_style_transfer =
new lite::onnxruntime::cv::style::FastStyleTransfer(rain_princess_onnx_path);
lite::onnxruntime::cv::style::FastStyleTransfer *udnie_fast_style_transfer =
new lite::onnxruntime::cv::style::FastStyleTransfer(udnie_onnx_path);
lite::types::StyleContent candy_style_content;
lite::types::StyleContent mosaic_style_content;
lite::types::StyleContent pointilism_style_content;
lite::types::StyleContent rain_princess_style_content;
lite::types::StyleContent udnie_style_content;
cv::Mat img_bgr = cv::imread(test_img_path);
candy_fast_style_transfer->detect(img_bgr, candy_style_content);
mosaic_fast_style_transfer->detect(img_bgr, mosaic_style_content);
pointilism_fast_style_transfer->detect(img_bgr, pointilism_style_content);
rain_princess_fast_style_transfer->detect(img_bgr, rain_princess_style_content);
udnie_fast_style_transfer->detect(img_bgr, udnie_style_content);
if (candy_style_content.flag) cv::imwrite(save_candy_path, candy_style_content.mat);
if (mosaic_style_content.flag) cv::imwrite(save_mosaic_path, mosaic_style_content.mat);
if (pointilism_style_content.flag) cv::imwrite(save_pointilism_path, pointilism_style_content.mat);
if (rain_princess_style_content.flag) cv::imwrite(save_rain_princess_path, rain_princess_style_content.mat);
if (udnie_style_content.flag) cv::imwrite(save_udnie_path, udnie_style_content.mat);
std::cout << "ONNXRuntime Version Style Transfer Done." << std::endl;
delete candy_fast_style_transfer;
delete mosaic_fast_style_transfer;
delete pointilism_fast_style_transfer;
delete rain_princess_fast_style_transfer;
delete udnie_fast_style_transfer;
#endif
}
static void test_mnn()
{
#ifdef ENABLE_MNN
std::string mnn_path = "../../../examples/hub/mnn/cv/style-candy-8.mnn";
std::string test_img_path = "../../../examples/lite/resources/test_lite_fast_style_transfer.jpg";
std::string save_path = "../../../examples/logs/test_fast_style_transfer_candy_mnn.jpg";
lite::mnn::cv::style::FastStyleTransfer *candy_fast_style_transfer =
new lite::mnn::cv::style::FastStyleTransfer(mnn_path);
lite::types::StyleContent candy_style_content;
cv::Mat img_bgr = cv::imread(test_img_path);
candy_fast_style_transfer->detect(img_bgr, candy_style_content);
if (candy_style_content.flag) cv::imwrite(save_path, candy_style_content.mat);
std::cout << "MNN Version Style Transfer Done." << std::endl;
delete candy_fast_style_transfer;
#endif
}
static void test_ncnn()
{
#ifdef ENABLE_NCNN
std::string param_path = "../../../examples/hub/ncnn/cv/style-candy-8.opt.param";
std::string bin_path = "../../../examples/hub/ncnn/cv/style-candy-8.opt.bin";
std::string test_img_path = "../../../examples/lite/resources/test_lite_fast_style_transfer.jpg";
std::string save_path = "../../../examples/logs/test_fast_style_transfer_candy_ncnn.jpg";
lite::ncnn::cv::style::FastStyleTransfer *candy_fast_style_transfer =
new lite::ncnn::cv::style::FastStyleTransfer(param_path, bin_path);
lite::types::StyleContent candy_style_content;
cv::Mat img_bgr = cv::imread(test_img_path);
candy_fast_style_transfer->detect(img_bgr, candy_style_content);
if (candy_style_content.flag) cv::imwrite(save_path, candy_style_content.mat);
std::cout << "NCNN Version Style Transfer Done." << std::endl;
delete candy_fast_style_transfer;
#endif
}
static void test_tnn()
{
#ifdef ENABLE_TNN
std::string proto_path = "../../../examples/hub/tnn/cv/style-candy-8.opt.tnnproto";
std::string model_path = "../../../examples/hub/tnn/cv/style-candy-8.opt.tnnmodel";
std::string test_img_path = "../../../examples/lite/resources/test_lite_fast_style_transfer.jpg";
std::string save_path = "../../../examples/logs/test_fast_style_transfer_candy_tnn.jpg";
lite::tnn::cv::style::FastStyleTransfer *candy_fast_style_transfer =
new lite::tnn::cv::style::FastStyleTransfer(proto_path, model_path);
lite::types::StyleContent candy_style_content;
cv::Mat img_bgr = cv::imread(test_img_path);
candy_fast_style_transfer->detect(img_bgr, candy_style_content);
if (candy_style_content.flag) cv::imwrite(save_path, candy_style_content.mat);
std::cout << "TNN Version Style Transfer Done." << std::endl;
delete candy_fast_style_transfer;
#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;
}