#include "test_precomp.hpp" #include "opencv2/highgui.hpp" void make_noisy(const cv::Mat& img, cv::Mat& noisy, double sigma, double pepper_salt_ratio,cv::RNG& rng){ noisy.create(img.size(), img.type()); cv::Mat noise(img.size(), img.type()), mask(img.size(), CV_8U); rng.fill(noise,cv::RNG::NORMAL,128.0,sigma); cv::addWeighted(img, 1, noise, 1, -128, noisy); cv::randn(noise, cv::Scalar::all(0), cv::Scalar::all(2)); noise *= 255; cv::randu(mask, 0, cvRound(1./pepper_salt_ratio)); cv::Mat half = mask.colRange(0, img.cols/2); half = cv::Scalar::all(1); noise.setTo(128, mask); cv::addWeighted(noisy, 1, noise, 1, -128, noisy); } void make_spotty(cv::Mat& img,cv::RNG& rng, int r=3,int n=1000){ for(int i=0;i(x,y),val,(val==image.at(x,y))?"true":"false"); return (image.at(x,y)==val); } TEST(Optim_denoise_tvl1, regression_basic){ cv::RNG rng(42); cv::Mat img = cv::imread("lena.jpg", 0), noisy,res; if(img.rows!=512 || img.cols!=512){ printf("\tplease, put lena.jpg from samples/c in the current folder\n"); printf("\tnow, the test will fail...\n"); ASSERT_TRUE(false); } const int obs_num=5; std::vector images(obs_num,cv::Mat()); for(int i=0;i<(int)images.size();i++){ make_noisy(img,images[i], 20, 0.02,rng); //make_spotty(images[i],rng); } //cv::imshow("test", images[0]); cv::optim::denoise_TVL1(images, res); //cv::imshow("denoised", res); //cv::waitKey(); #if 0 ASSERT_TRUE(validate_pixel(res,248,334,179)); ASSERT_TRUE(validate_pixel(res,489,333,172)); ASSERT_TRUE(validate_pixel(res,425,507,104)); ASSERT_TRUE(validate_pixel(res,489,486,105)); ASSERT_TRUE(validate_pixel(res,223,208,64)); ASSERT_TRUE(validate_pixel(res,418,3,78)); ASSERT_TRUE(validate_pixel(res,63,76,97)); ASSERT_TRUE(validate_pixel(res,29,134,126)); ASSERT_TRUE(validate_pixel(res,219,291,174)); ASSERT_TRUE(validate_pixel(res,384,124,76)); #endif #if 1 ASSERT_TRUE(validate_pixel(res,248,334,194)); ASSERT_TRUE(validate_pixel(res,489,333,171)); ASSERT_TRUE(validate_pixel(res,425,507,103)); ASSERT_TRUE(validate_pixel(res,489,486,109)); ASSERT_TRUE(validate_pixel(res,223,208,72)); ASSERT_TRUE(validate_pixel(res,418,3,58)); ASSERT_TRUE(validate_pixel(res,63,76,93)); ASSERT_TRUE(validate_pixel(res,29,134,127)); ASSERT_TRUE(validate_pixel(res,219,291,180)); ASSERT_TRUE(validate_pixel(res,384,124,80)); #endif }