test_denoising.cuda.cpp 4.6 KB

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  1. /*M///////////////////////////////////////////////////////////////////////////////////////
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  41. //M*/
  42. #include "test_precomp.hpp"
  43. #include "opencv2/photo/cuda.hpp"
  44. #include "opencv2/ts/cuda_test.hpp"
  45. #include "opencv2/opencv_modules.hpp"
  46. #include "cvconfig.h"
  47. #if defined (HAVE_CUDA) && defined(HAVE_OPENCV_CUDAARITHM) && defined(HAVE_OPENCV_CUDAIMGPROC)
  48. namespace opencv_test { namespace {
  49. ////////////////////////////////////////////////////////
  50. // Brute Force Non local means
  51. TEST(CUDA_BruteForceNonLocalMeans, Regression)
  52. {
  53. using cv::cuda::GpuMat;
  54. cv::Mat bgr = readImage("../gpu/denoising/lena_noised_gaussian_sigma=20_multi_0.png", cv::IMREAD_COLOR);
  55. ASSERT_FALSE(bgr.empty());
  56. cv::resize(bgr, bgr, cv::Size(256, 256));
  57. cv::Mat gray;
  58. cv::cvtColor(bgr, gray, cv::COLOR_BGR2GRAY);
  59. GpuMat dbgr, dgray;
  60. cv::cuda::nonLocalMeans(GpuMat(bgr), dbgr, 20);
  61. cv::cuda::nonLocalMeans(GpuMat(gray), dgray, 20);
  62. #if 0
  63. dumpImage("../gpu/denoising/nlm_denoised_lena_bgr.png", cv::Mat(dbgr));
  64. dumpImage("../gpu/denoising/nlm_denoised_lena_gray.png", cv::Mat(dgray));
  65. #endif
  66. cv::Mat bgr_gold = readImage("../gpu/denoising/nlm_denoised_lena_bgr.png", cv::IMREAD_COLOR);
  67. cv::Mat gray_gold = readImage("../gpu/denoising/nlm_denoised_lena_gray.png", cv::IMREAD_GRAYSCALE);
  68. ASSERT_FALSE(bgr_gold.empty() || gray_gold.empty());
  69. cv::resize(bgr_gold, bgr_gold, cv::Size(256, 256));
  70. cv::resize(gray_gold, gray_gold, cv::Size(256, 256));
  71. EXPECT_MAT_NEAR(bgr_gold, dbgr, 1);
  72. EXPECT_MAT_NEAR(gray_gold, dgray, 1);
  73. }
  74. ////////////////////////////////////////////////////////
  75. // Fast Force Non local means
  76. TEST(CUDA_FastNonLocalMeans, Regression)
  77. {
  78. using cv::cuda::GpuMat;
  79. cv::Mat bgr = readImage("../gpu/denoising/lena_noised_gaussian_sigma=20_multi_0.png", cv::IMREAD_COLOR);
  80. ASSERT_FALSE(bgr.empty());
  81. cv::Mat gray;
  82. cv::cvtColor(bgr, gray, cv::COLOR_BGR2GRAY);
  83. GpuMat dbgr, dgray;
  84. cv::cuda::fastNlMeansDenoising(GpuMat(gray), dgray, 20);
  85. cv::cuda::fastNlMeansDenoisingColored(GpuMat(bgr), dbgr, 20, 10);
  86. #if 0
  87. dumpImage("../gpu/denoising/fnlm_denoised_lena_bgr.png", cv::Mat(dbgr));
  88. dumpImage("../gpu/denoising/fnlm_denoised_lena_gray.png", cv::Mat(dgray));
  89. #endif
  90. cv::Mat bgr_gold = readImage("../gpu/denoising/fnlm_denoised_lena_bgr.png", cv::IMREAD_COLOR);
  91. cv::Mat gray_gold = readImage("../gpu/denoising/fnlm_denoised_lena_gray.png", cv::IMREAD_GRAYSCALE);
  92. ASSERT_FALSE(bgr_gold.empty() || gray_gold.empty());
  93. EXPECT_MAT_NEAR(bgr_gold, dbgr, 1);
  94. EXPECT_MAT_NEAR(gray_gold, dgray, 1);
  95. }
  96. }} // namespace
  97. #endif // HAVE_CUDA