Commit ecea583a authored by peng xiao's avatar peng xiao

Add ocl::stereobp function.

OpenCL StereoBeliefPropagation, ported from GPU implementation.
parent 656594ad
...@@ -1701,6 +1701,73 @@ namespace cv ...@@ -1701,6 +1701,73 @@ namespace cv
private: private:
oclMat minSSD, leBuf, riBuf; oclMat minSSD, leBuf, riBuf;
}; };
class CV_EXPORTS StereoBeliefPropagation
{
public:
enum { DEFAULT_NDISP = 64 };
enum { DEFAULT_ITERS = 5 };
enum { DEFAULT_LEVELS = 5 };
static void estimateRecommendedParams(int width, int height, int &ndisp, int &iters, int &levels);
explicit StereoBeliefPropagation(int ndisp = DEFAULT_NDISP,
int iters = DEFAULT_ITERS,
int levels = DEFAULT_LEVELS,
int msg_type = CV_16S);
StereoBeliefPropagation(int ndisp, int iters, int levels,
float max_data_term, float data_weight,
float max_disc_term, float disc_single_jump,
int msg_type = CV_32F);
void operator()(const oclMat &left, const oclMat &right, oclMat &disparity);
void operator()(const oclMat &data, oclMat &disparity);
int ndisp;
int iters;
int levels;
float max_data_term;
float data_weight;
float max_disc_term;
float disc_single_jump;
int msg_type;
private:
oclMat u, d, l, r, u2, d2, l2, r2;
std::vector<oclMat> datas;
oclMat out;
};
class CV_EXPORTS StereoConstantSpaceBP
{
public:
enum { DEFAULT_NDISP = 128 };
enum { DEFAULT_ITERS = 8 };
enum { DEFAULT_LEVELS = 4 };
enum { DEFAULT_NR_PLANE = 4 };
static void estimateRecommendedParams(int width, int height, int &ndisp, int &iters, int &levels, int &nr_plane);
explicit StereoConstantSpaceBP(int ndisp = DEFAULT_NDISP,
int iters = DEFAULT_ITERS,
int levels = DEFAULT_LEVELS,
int nr_plane = DEFAULT_NR_PLANE,
int msg_type = CV_32F);
StereoConstantSpaceBP(int ndisp, int iters, int levels, int nr_plane,
float max_data_term, float data_weight, float max_disc_term, float disc_single_jump,
int min_disp_th = 0,
int msg_type = CV_32F);
void operator()(const oclMat &left, const oclMat &right, oclMat &disparity);
int ndisp;
int iters;
int levels;
int nr_plane;
float max_data_term;
float data_weight;
float max_disc_term;
float disc_single_jump;
int min_disp_th;
int msg_type;
bool use_local_init_data_cost;
private:
oclMat u[2], d[2], l[2], r[2];
oclMat disp_selected_pyr[2];
oclMat data_cost;
oclMat data_cost_selected;
oclMat temp;
oclMat out;
};
} }
} }
#if defined _MSC_VER && _MSC_VER >= 1200 #if defined _MSC_VER && _MSC_VER >= 1200
......
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...@@ -15,7 +15,7 @@ ...@@ -15,7 +15,7 @@
// Third party copyrights are property of their respective owners. // Third party copyrights are property of their respective owners.
// //
// @Authors // @Authors
// Peng Xiao, pengxiao@outlook.com
// //
// Redistribution and use in source and binary forms, with or without modification, // Redistribution and use in source and binary forms, with or without modification,
// are permitted provided that the following conditions are met: // are permitted provided that the following conditions are met:
...@@ -63,12 +63,12 @@ PARAM_TEST_CASE(StereoMatchBM, int, int) ...@@ -63,12 +63,12 @@ PARAM_TEST_CASE(StereoMatchBM, int, int)
} }
}; };
TEST_P(StereoMatchBM, Accuracy) TEST_P(StereoMatchBM, Regression)
{ {
Mat left_image = readImage(workdir + "../ocl/aloe-L.png", IMREAD_GRAYSCALE); Mat left_image = readImage("stereobm/aloe-L.png", IMREAD_GRAYSCALE);
Mat right_image = readImage(workdir + "../ocl/aloe-R.png", IMREAD_GRAYSCALE); Mat right_image = readImage("stereobm/aloe-R.png", IMREAD_GRAYSCALE);
Mat disp_gold = readImage(workdir + "../ocl/aloe-disp.png", IMREAD_GRAYSCALE); Mat disp_gold = readImage("stereobm/aloe-disp.png", IMREAD_GRAYSCALE);
ocl::oclMat d_left, d_right; ocl::oclMat d_left, d_right;
ocl::oclMat d_disp(left_image.size(), CV_8U); ocl::oclMat d_disp(left_image.size(), CV_8U);
Mat disp; Mat disp;
...@@ -88,7 +88,50 @@ TEST_P(StereoMatchBM, Accuracy) ...@@ -88,7 +88,50 @@ TEST_P(StereoMatchBM, Accuracy)
EXPECT_MAT_SIMILAR(disp_gold, disp, 1e-3); EXPECT_MAT_SIMILAR(disp_gold, disp, 1e-3);
} }
INSTANTIATE_TEST_CASE_P(GPU_Calib3D, StereoMatchBM, testing::Combine(testing::Values(128), INSTANTIATE_TEST_CASE_P(OCL_Calib3D, StereoMatchBM, testing::Combine(testing::Values(128),
testing::Values(19))); testing::Values(19)));
PARAM_TEST_CASE(StereoMatchBP, int, int, int, float, float, float, float)
{
int ndisp_;
int iters_;
int levels_;
float max_data_term_;
float data_weight_;
float max_disc_term_;
float disc_single_jump_;
virtual void SetUp()
{
ndisp_ = GET_PARAM(0);
iters_ = GET_PARAM(1);
levels_ = GET_PARAM(2);
max_data_term_ = GET_PARAM(3);
data_weight_ = GET_PARAM(4);
max_disc_term_ = GET_PARAM(5);
disc_single_jump_ = GET_PARAM(6);
}
};
TEST_P(StereoMatchBP, Regression)
{
Mat left_image = readImage("stereobp/aloe-L.png");
Mat right_image = readImage("stereobp/aloe-R.png");
Mat disp_gold = readImage("stereobp/aloe-disp.png", IMREAD_GRAYSCALE);
ocl::oclMat d_left, d_right;
ocl::oclMat d_disp;
Mat disp;
ASSERT_FALSE(left_image.empty());
ASSERT_FALSE(right_image.empty());
ASSERT_FALSE(disp_gold.empty());
d_left.upload(left_image);
d_right.upload(right_image);
ocl::StereoBeliefPropagation bp(ndisp_, iters_, levels_, max_data_term_, data_weight_,
max_disc_term_, disc_single_jump_, CV_16S);
bp(d_left, d_right, d_disp);
d_disp.download(disp);
disp.convertTo(disp, disp_gold.depth());
EXPECT_MAT_NEAR(disp_gold, disp, 0.0, "");
}
INSTANTIATE_TEST_CASE_P(OCL_Calib3D, StereoMatchBP, testing::Combine(testing::Values(64),
testing::Values(8),testing::Values(2),testing::Values(25.0f),
testing::Values(0.1f),testing::Values(15.0f),testing::Values(1.0f)));
#endif // HAVE_OPENCL #endif // HAVE_OPENCL
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