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test_lite_female_photo2cartoon.cpp
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test_lite_female_photo2cartoon.cpp
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//
// Created by DefTruth on 2022/6/12.
//
#include "lite/lite.h"
static void test_default()
{
std::string head_seg_onnx_path = "../../../examples/hub/onnx/cv/minivision_head_seg.onnx";
std::string cartoon_onnx_path = "../../../examples/hub/onnx/cv/minivision_female_photo2cartoon.onnx";
std::string test_img_path = "../../../examples/lite/resources/test_lite_head_seg.png";
std::string save_mask_path = "../../../examples/logs/test_lite_female_photo2cartoon_seg.jpg";
std::string save_cartoon_path = "../../../examples/logs/test_lite_female_photo2cartoon_cartoon.jpg";
lite::cv::segmentation::HeadSeg *head_seg =
new lite::cv::segmentation::HeadSeg(head_seg_onnx_path, 4); // 4 threads
lite::cv::style::FemalePhoto2Cartoon *female_photo2cartoon =
new lite::cv::style::FemalePhoto2Cartoon(cartoon_onnx_path, 4); // 4 threads
lite::types::HeadSegContent head_seg_content;
cv::Mat img_bgr = cv::imread(test_img_path);
head_seg->detect(img_bgr, head_seg_content);
if (head_seg_content.flag && !head_seg_content.mask.empty())
{
cv::imwrite(save_mask_path, head_seg_content.mask * 255.f);
std::cout << "Default Version HeadSeg Done!" << std::endl;
// Female Photo2Cartoon Style Transfer
lite::types::FemalePhoto2CartoonContent female_cartoon_content;
female_photo2cartoon->detect(img_bgr, head_seg_content.mask, female_cartoon_content);
if (female_cartoon_content.flag && !female_cartoon_content.cartoon.empty())
{
cv::imwrite(save_cartoon_path, female_cartoon_content.cartoon);
std::cout << "Default Version FemalePhoto2Cartoon Done!" << std::endl;
}
}
delete head_seg;
delete female_photo2cartoon;
}
static void test_onnxruntime()
{
#ifdef ENABLE_ONNXRUNTIME
std::string head_seg_onnx_path = "../../../examples/hub/onnx/cv/minivision_head_seg.onnx";
std::string cartoon_onnx_path = "../../../examples/hub/onnx/cv/minivision_female_photo2cartoon.onnx";
std::string test_img_path = "../../../examples/lite/resources/test_lite_female_photo2cartoon.jpg";
std::string save_mask_path = "../../../examples/logs/test_lite_female_photo2cartoon_seg_1_onnx.jpg";
std::string save_cartoon_path = "../../../examples/logs/test_lite_female_photo2cartoon_cartoon_1_onnx.jpg";
lite::onnxruntime::cv::segmentation::HeadSeg *head_seg =
new lite::onnxruntime::cv::segmentation::HeadSeg(head_seg_onnx_path, 4); // 4 threads
lite::onnxruntime::cv::style::FemalePhoto2Cartoon *female_photo2cartoon =
new lite::onnxruntime::cv::style::FemalePhoto2Cartoon(cartoon_onnx_path, 4); // 4 threads
lite::types::HeadSegContent head_seg_content;
cv::Mat img_bgr = cv::imread(test_img_path);
head_seg->detect(img_bgr, head_seg_content);
if (head_seg_content.flag && !head_seg_content.mask.empty())
{
cv::imwrite(save_mask_path, head_seg_content.mask * 255.f);
std::cout << "ONNXRuntime Version HeadSeg Done!" << std::endl;
// Female Photo2Cartoon Style Transfer
lite::types::FemalePhoto2CartoonContent female_cartoon_content;
female_photo2cartoon->detect(img_bgr, head_seg_content.mask, female_cartoon_content);
if (female_cartoon_content.flag && !female_cartoon_content.cartoon.empty())
{
cv::imwrite(save_cartoon_path, female_cartoon_content.cartoon);
std::cout << "ONNXRuntime Version FemalePhoto2Cartoon Done!" << std::endl;
}
}
delete head_seg;
delete female_photo2cartoon;
#endif
}
static void test_mnn()
{
#ifdef ENABLE_MNN
std::string head_seg_mnn_path = "../../../examples/hub/mnn/cv/minivision_head_seg.mnn";
std::string cartoon_mnn_path = "../../../examples/hub/mnn/cv/minivision_female_photo2cartoon.mnn";
std::string test_img_path = "../../../examples/lite/resources/test_lite_female_photo2cartoon.jpg";
std::string save_mask_path = "../../../examples/logs/test_lite_female_photo2cartoon_seg_1_mnn.jpg";
std::string save_cartoon_path = "../../../examples/logs/test_lite_female_photo2cartoon_cartoon_1_mnn.jpg";
lite::mnn::cv::segmentation::HeadSeg *head_seg =
new lite::mnn::cv::segmentation::HeadSeg(head_seg_mnn_path, 4); // 4 threads
lite::mnn::cv::style::FemalePhoto2Cartoon *female_photo2cartoon =
new lite::mnn::cv::style::FemalePhoto2Cartoon(cartoon_mnn_path, 4); // 4 threads
lite::types::HeadSegContent head_seg_content;
cv::Mat img_bgr = cv::imread(test_img_path);
head_seg->detect(img_bgr, head_seg_content);
if (head_seg_content.flag && !head_seg_content.mask.empty())
{
cv::imwrite(save_mask_path, head_seg_content.mask * 255.f);
std::cout << "MNN Version HeadSeg Done!" << std::endl;
// Female Photo2Cartoon Style Transfer
lite::types::FemalePhoto2CartoonContent female_cartoon_content;
female_photo2cartoon->detect(img_bgr, head_seg_content.mask, female_cartoon_content);
if (female_cartoon_content.flag && !female_cartoon_content.cartoon.empty())
{
cv::imwrite(save_cartoon_path, female_cartoon_content.cartoon);
std::cout << "MNN Version FemalePhoto2Cartoon Done!" << std::endl;
}
}
delete head_seg;
delete female_photo2cartoon;
#endif
}
static void test_ncnn()
{
#ifdef ENABLE_NCNN
// WARN: TEST FAILED !!!
std::string head_seg_onnx_path = "../../../examples/hub/onnx/cv/minivision_head_seg.onnx"; // helper
std::string cartoon_param_path = "../../../examples/hub/ncnn/cv/minivision_female_photo2cartoon.opt.param";
std::string cartoon_bin_path = "../../../examples/hub/ncnn/cv/minivision_female_photo2cartoon.opt.bin";
std::string test_img_path = "../../../examples/lite/resources/test_lite_female_photo2cartoon.jpg";
std::string save_mask_path = "../../../examples/logs/test_lite_female_photo2cartoon_seg_1_ncnn.jpg";
std::string save_cartoon_path = "../../../examples/logs/test_lite_female_photo2cartoon_cartoon_1_ncnn.jpg";
lite::cv::segmentation::HeadSeg *head_seg =
new lite::cv::segmentation::HeadSeg(head_seg_onnx_path, 4); // 4 threads
lite::ncnn::cv::style::FemalePhoto2Cartoon *female_photo2cartoon =
new lite::ncnn::cv::style::FemalePhoto2Cartoon(
cartoon_param_path, cartoon_bin_path, 4); // 4 threads
lite::types::HeadSegContent head_seg_content;
cv::Mat img_bgr = cv::imread(test_img_path);
head_seg->detect(img_bgr, head_seg_content);
if (head_seg_content.flag && !head_seg_content.mask.empty())
{
cv::imwrite(save_mask_path, head_seg_content.mask * 255.f);
std::cout << "NCNN Version HeadSeg Done!" << std::endl;
// Female Photo2Cartoon Style Transfer
lite::types::FemalePhoto2CartoonContent female_cartoon_content;
female_photo2cartoon->detect(img_bgr, head_seg_content.mask, female_cartoon_content);
if (female_cartoon_content.flag && !female_cartoon_content.cartoon.empty())
{
cv::imwrite(save_cartoon_path, female_cartoon_content.cartoon);
std::cout << "NCNN Version FemalePhoto2Cartoon Done!" << std::endl;
}
}
delete head_seg;
delete female_photo2cartoon;
#endif
}
static void test_tnn()
{
#ifdef ENABLE_TNN
std::string head_seg_onnx_path = "../../../examples/hub/onnx/cv/minivision_head_seg.onnx"; // helper
std::string cartoon_proto_path = "../../../examples/hub/tnn/cv/minivision_female_photo2cartoon.opt.tnnproto";
std::string cartoon_model_path = "../../../examples/hub/tnn/cv/minivision_female_photo2cartoon.opt.tnnmodel";
std::string test_img_path = "../../../examples/lite/resources/test_lite_female_photo2cartoon.jpg";
std::string save_mask_path = "../../../examples/logs/test_lite_female_photo2cartoon_seg_1_tnn.jpg";
std::string save_cartoon_path = "../../../examples/logs/test_lite_female_photo2cartoon_cartoon_1_tnn.jpg";
lite::cv::segmentation::HeadSeg *head_seg =
new lite::cv::segmentation::HeadSeg(head_seg_onnx_path, 4); // 4 threads
lite::tnn::cv::style::FemalePhoto2Cartoon *female_photo2cartoon =
new lite::tnn::cv::style::FemalePhoto2Cartoon(
cartoon_proto_path, cartoon_model_path, 4); // 4 threads
lite::types::HeadSegContent head_seg_content;
cv::Mat img_bgr = cv::imread(test_img_path);
head_seg->detect(img_bgr, head_seg_content);
if (head_seg_content.flag && !head_seg_content.mask.empty())
{
cv::imwrite(save_mask_path, head_seg_content.mask * 255.f);
std::cout << "TNN Version HeadSeg Done!" << std::endl;
// Female Photo2Cartoon Style Transfer
lite::types::FemalePhoto2CartoonContent female_cartoon_content;
female_photo2cartoon->detect(img_bgr, head_seg_content.mask, female_cartoon_content);
if (female_cartoon_content.flag && !female_cartoon_content.cartoon.empty())
{
cv::imwrite(save_cartoon_path, female_cartoon_content.cartoon);
std::cout << "TNN Version FemalePhoto2Cartoon Done!" << std::endl;
}
}
delete head_seg;
delete female_photo2cartoon;
#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;
}