提交 6df23428 编写于 作者: Y yao

Add moments function

上级 620c6994
......@@ -1773,6 +1773,8 @@ namespace cv
const oclMat &bu, const oclMat &bv,
float pos, oclMat &newFrame, oclMat &buf);
//! computes moments of the rasterized shape or a vector of points
CV_EXPORTS Moments ocl_moments(InputArray _array, bool binaryImage);
}
}
#if defined _MSC_VER && _MSC_VER >= 1200
......
此差异已折叠。
/*M///////////////////////////////////////////////////////////////////////////////////////
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// @Authors
// Sen Liu, sen@multicorewareinc.com
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#include "precomp.hpp"
#include <iostream>
namespace cv
{
namespace ocl
{
extern const char *moments;
// The function calculates center of gravity and the central second order moments
static void icvCompleteMomentState( CvMoments* moments )
{
double cx = 0, cy = 0;
double mu20, mu11, mu02;
assert( moments != 0 );
moments->inv_sqrt_m00 = 0;
if( fabs(moments->m00) > DBL_EPSILON )
{
double inv_m00 = 1. / moments->m00;
cx = moments->m10 * inv_m00;
cy = moments->m01 * inv_m00;
moments->inv_sqrt_m00 = std::sqrt( fabs(inv_m00) );
}
// mu20 = m20 - m10*cx
mu20 = moments->m20 - moments->m10 * cx;
// mu11 = m11 - m10*cy
mu11 = moments->m11 - moments->m10 * cy;
// mu02 = m02 - m01*cy
mu02 = moments->m02 - moments->m01 * cy;
moments->mu20 = mu20;
moments->mu11 = mu11;
moments->mu02 = mu02;
// mu30 = m30 - cx*(3*mu20 + cx*m10)
moments->mu30 = moments->m30 - cx * (3 * mu20 + cx * moments->m10);
mu11 += mu11;
// mu21 = m21 - cx*(2*mu11 + cx*m01) - cy*mu20
moments->mu21 = moments->m21 - cx * (mu11 + cx * moments->m01) - cy * mu20;
// mu12 = m12 - cy*(2*mu11 + cy*m10) - cx*mu02
moments->mu12 = moments->m12 - cy * (mu11 + cy * moments->m10) - cx * mu02;
// mu03 = m03 - cy*(3*mu02 + cy*m01)
moments->mu03 = moments->m03 - cy * (3 * mu02 + cy * moments->m01);
}
static void icvContourMoments( CvSeq* contour, CvMoments* mom )
{
if( contour->total )
{
CvSeqReader reader;
int lpt = contour->total;
double a00, a10, a01, a20, a11, a02, a30, a21, a12, a03;
int dst_type = cv::ocl::Context::getContext()->impl->double_support ? CV_64FC1 : CV_32FC1;
cvStartReadSeq( contour, &reader, 0 );
cv::ocl::oclMat dst_a00(1,lpt,dst_type);
cv::ocl::oclMat dst_a10(1,lpt,dst_type);
cv::ocl::oclMat dst_a01(1,lpt,dst_type);
cv::ocl::oclMat dst_a20(1,lpt,dst_type);
cv::ocl::oclMat dst_a11(1,lpt,dst_type);
cv::ocl::oclMat dst_a02(1,lpt,dst_type);
cv::ocl::oclMat dst_a30(1,lpt,dst_type);
cv::ocl::oclMat dst_a21(1,lpt,dst_type);
cv::ocl::oclMat dst_a12(1,lpt,dst_type);
cv::ocl::oclMat dst_a03(1,lpt,dst_type);
size_t reader_size = lpt << 1;
cv::Mat reader_mat(1,reader_size,CV_32FC1);
bool is_float = CV_SEQ_ELTYPE(contour) == CV_32FC2;
if( is_float )
{
for(size_t i = 0; i < reader_size; ++i)
{
reader_mat.at<float>(0, i++) = ((CvPoint2D32f*)(reader.ptr))->x;
reader_mat.at<float>(0, i) = ((CvPoint2D32f*)(reader.ptr))->y;
CV_NEXT_SEQ_ELEM( contour->elem_size, reader );
}
}
else
{
for(size_t i = 0; i < reader_size; ++i)
{
reader_mat.at<float>(0, i++) = ((CvPoint*)(reader.ptr))->x;
reader_mat.at<float>(0, i) = ((CvPoint*)(reader.ptr))->y;
CV_NEXT_SEQ_ELEM( contour->elem_size, reader );
}
}
cv::ocl::oclMat reader_oclmat(reader_mat);
int llength = std::min(lpt,128);
size_t localThreads[3] = { llength, 1, 1};
size_t globalThreads[3] = { lpt, 1, 1};
vector<pair<size_t , const void *> > args;
args.push_back( make_pair( sizeof(cl_int) , (void *)&contour->total ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&reader_oclmat.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_a00.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_a10.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_a01.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_a20.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_a11.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_a02.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_a30.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_a21.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_a12.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_a03.data ));
openCLExecuteKernel(dst_a00.clCxt, &moments, "icvContourMoments", globalThreads, localThreads, args, -1, -1);
cv::Mat dst(dst_a00);
cv::Scalar s = cv::sum(dst);
a00 = s[0];
dst = dst_a10;
s = cv::sum(dst);
a10 = s[0];//dstsum[1];
dst = dst_a01;
s = cv::sum(dst);
a01 = s[0];//dstsum[2];
dst = dst_a20;
s = cv::sum(dst);
a20 = s[0];//dstsum[3];
dst = dst_a11;
s = cv::sum(dst);
a11 = s[0];//dstsum[4];
dst = dst_a02;
s = cv::sum(dst);
a02 = s[0];//dstsum[5];
dst = dst_a30;
s = cv::sum(dst);
a30 = s[0];//dstsum[6];
dst = dst_a21;
s = cv::sum(dst);
a21 = s[0];//dstsum[7];
dst = dst_a12;
s = cv::sum(dst);
a12 = s[0];//dstsum[8];
dst = dst_a03;
s = cv::sum(dst);
a03 = s[0];//dstsum[9];
double db1_2, db1_6, db1_12, db1_24, db1_20, db1_60;
if( fabs(a00) > FLT_EPSILON )
{
if( a00 > 0 )
{
db1_2 = 0.5;
db1_6 = 0.16666666666666666666666666666667;
db1_12 = 0.083333333333333333333333333333333;
db1_24 = 0.041666666666666666666666666666667;
db1_20 = 0.05;
db1_60 = 0.016666666666666666666666666666667;
}
else
{
db1_2 = -0.5;
db1_6 = -0.16666666666666666666666666666667;
db1_12 = -0.083333333333333333333333333333333;
db1_24 = -0.041666666666666666666666666666667;
db1_20 = -0.05;
db1_60 = -0.016666666666666666666666666666667;
}
// spatial moments
mom->m00 = a00 * db1_2;
mom->m10 = a10 * db1_6;
mom->m01 = a01 * db1_6;
mom->m20 = a20 * db1_12;
mom->m11 = a11 * db1_24;
mom->m02 = a02 * db1_12;
mom->m30 = a30 * db1_20;
mom->m21 = a21 * db1_60;
mom->m12 = a12 * db1_60;
mom->m03 = a03 * db1_20;
icvCompleteMomentState( mom );
}
}
}
static void ocl_cvMoments( const void* array, CvMoments* mom, int binary )
{
const int TILE_SIZE = 256;
int type, depth, cn, coi = 0;
CvMat stub, *mat = (CvMat*)array;
CvContour contourHeader;
CvSeq* contour = 0;
CvSeqBlock block;
if( CV_IS_SEQ( array ))
{
contour = (CvSeq*)array;
if( !CV_IS_SEQ_POINT_SET( contour ))
CV_Error( CV_StsBadArg, "The passed sequence is not a valid contour" );
}
if( !moments )
CV_Error( CV_StsNullPtr, "" );
memset( mom, 0, sizeof(*mom));
if( !contour )
{
mat = cvGetMat( mat, &stub, &coi );
type = CV_MAT_TYPE( mat->type );
if( type == CV_32SC2 || type == CV_32FC2 )
{
contour = cvPointSeqFromMat(
CV_SEQ_KIND_CURVE | CV_SEQ_FLAG_CLOSED,
mat, &contourHeader, &block );
}
}
if( contour )
{
icvContourMoments( contour, mom );
return;
}
type = CV_MAT_TYPE( mat->type );
depth = CV_MAT_DEPTH( type );
cn = CV_MAT_CN( type );
cv::Size size = cvGetMatSize( mat );
if( cn > 1 && coi == 0 )
CV_Error( CV_StsBadArg, "Invalid image type" );
if( size.width <= 0 || size.height <= 0 )
return;
cv::Mat src0(mat);
cv::ocl::oclMat src(src0);
cv::Size tileSize;
int blockx,blocky;
if(size.width%TILE_SIZE == 0)
blockx = size.width/TILE_SIZE;
else
blockx = size.width/TILE_SIZE + 1;
if(size.height%TILE_SIZE == 0)
blocky = size.height/TILE_SIZE;
else
blocky = size.height/TILE_SIZE + 1;
cv::ocl::oclMat dst_m00(blocky, blockx, CV_64FC1);
cv::ocl::oclMat dst_m10(blocky, blockx, CV_64FC1);
cv::ocl::oclMat dst_m01(blocky, blockx, CV_64FC1);
cv::ocl::oclMat dst_m20(blocky, blockx, CV_64FC1);
cv::ocl::oclMat dst_m11(blocky, blockx, CV_64FC1);
cv::ocl::oclMat dst_m02(blocky, blockx, CV_64FC1);
cv::ocl::oclMat dst_m30(blocky, blockx, CV_64FC1);
cv::ocl::oclMat dst_m21(blocky, blockx, CV_64FC1);
cv::ocl::oclMat dst_m12(blocky, blockx, CV_64FC1);
cv::ocl::oclMat dst_m03(blocky, blockx, CV_64FC1);
cl_mem sum = openCLCreateBuffer(src.clCxt,CL_MEM_READ_WRITE,10*sizeof(double));
int tile_width = std::min(size.width,TILE_SIZE);
int tile_height = std::min(size.height,TILE_SIZE);
size_t localThreads[3] = { tile_height, 1, 1};
size_t globalThreads[3] = { size.height, blockx, 1};
vector<pair<size_t , const void *> > args,args_sum;
args.push_back( make_pair( sizeof(cl_mem) , (void *)&src.data ));
args.push_back( make_pair( sizeof(cl_int) , (void *)&src.rows ));
args.push_back( make_pair( sizeof(cl_int) , (void *)&src.cols ));
args.push_back( make_pair( sizeof(cl_int) , (void *)&src.step ));
args.push_back( make_pair( sizeof(cl_int) , (void *)&tileSize.width ));
args.push_back( make_pair( sizeof(cl_int) , (void *)&tileSize.height ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m00.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m10.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m01.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m20.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m11.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m02.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m30.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m21.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m12.data ));
args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m03.data ));
args.push_back( make_pair( sizeof(cl_int) , (void *)&dst_m00.cols ));
args.push_back( make_pair( sizeof(cl_int) , (void *)&dst_m00.step ));
args.push_back( make_pair( sizeof(cl_int) , (void *)&type ));
args.push_back( make_pair( sizeof(cl_int) , (void *)&depth ));
args.push_back( make_pair( sizeof(cl_int) , (void *)&cn ));
args.push_back( make_pair( sizeof(cl_int) , (void *)&coi ));
args.push_back( make_pair( sizeof(cl_int) , (void *)&binary ));
args.push_back( make_pair( sizeof(cl_int) , (void *)&TILE_SIZE ));
openCLExecuteKernel(dst_m00.clCxt, &moments, "CvMoments", globalThreads, localThreads, args, -1, depth);
size_t localThreadss[3] = { 128, 1, 1};
size_t globalThreadss[3] = { 128, 1, 1};
args_sum.push_back( make_pair( sizeof(cl_int) , (void *)&src.rows ));
args_sum.push_back( make_pair( sizeof(cl_int) , (void *)&src.cols ));
args_sum.push_back( make_pair( sizeof(cl_int) , (void *)&tile_height ));
args_sum.push_back( make_pair( sizeof(cl_int) , (void *)&tile_width ));
args_sum.push_back( make_pair( sizeof(cl_int) , (void *)&TILE_SIZE ));
args_sum.push_back( make_pair( sizeof(cl_mem) , (void *)&sum ));
args_sum.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m00.data ));
args_sum.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m10.data ));
args_sum.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m01.data ));
args_sum.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m20.data ));
args_sum.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m11.data ));
args_sum.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m02.data ));
args_sum.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m30.data ));
args_sum.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m21.data ));
args_sum.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m12.data ));
args_sum.push_back( make_pair( sizeof(cl_mem) , (void *)&dst_m03.data ));
openCLExecuteKernel(dst_m00.clCxt, &moments, "dst_sum", globalThreadss, localThreadss, args_sum, -1, -1);
double* dstsum = new double[10];
memset(dstsum,0,10*sizeof(double));
openCLReadBuffer(dst_m00.clCxt,sum,(void *)dstsum,10*sizeof(double));
mom->m00 = dstsum[0];
mom->m10 = dstsum[1];
mom->m01 = dstsum[2];
mom->m20 = dstsum[3];
mom->m11 = dstsum[4];
mom->m02 = dstsum[5];
mom->m30 = dstsum[6];
mom->m21 = dstsum[7];
mom->m12 = dstsum[8];
mom->m03 = dstsum[9];
icvCompleteMomentState( mom );
}
Moments ocl_moments( InputArray _array, bool binaryImage )
{
CvMoments om;
Mat arr = _array.getMat();
CvMat c_array = arr;
ocl_cvMoments(&c_array, &om, binaryImage);
return om;
}
}
}
#include "precomp.hpp"
#include <iomanip>
#include "opencv2/imgproc/imgproc_c.h"
#ifdef HAVE_OPENCL
using namespace cv;
using namespace cv::ocl;
using namespace cvtest;
using namespace testing;
using namespace std;
extern string workdir;
PARAM_TEST_CASE(MomentsTestBase, MatType, bool)
{
int type;
cv::Mat mat1;
bool test_contours;
virtual void SetUp()
{
type = GET_PARAM(0);
test_contours = GET_PARAM(1);
cv::RNG &rng = TS::ptr()->get_rng();
cv::Size size(10*MWIDTH, 10*MHEIGHT);
mat1 = randomMat(rng, size, type, 5, 16, false);
}
void Compare(Moments& cpu, Moments& gpu)
{
Mat gpu_dst, cpu_dst;
HuMoments(cpu, cpu_dst);
HuMoments(gpu, gpu_dst);
EXPECT_MAT_NEAR(gpu_dst,cpu_dst, .5, NULL);
}
};
struct ocl_Moments : MomentsTestBase {};
TEST_P(ocl_Moments, Mat)
{
bool binaryImage = 0;
SetUp();
for(int j = 0; j < LOOP_TIMES; j++)
{
if(test_contours)
{
Mat src = imread( workdir + "../cpp/pic3.png", 1 );
Mat src_gray, canny_output;
cvtColor( src, src_gray, CV_BGR2GRAY );
vector<vector<Point> > contours;
vector<Vec4i> hierarchy;
Canny( src_gray, canny_output, 100, 200, 3 );
findContours( canny_output, contours, hierarchy, CV_RETR_TREE, CV_CHAIN_APPROX_SIMPLE, Point(0, 0) );
for( size_t i = 0; i < contours.size(); i++ )
{
Moments m = moments( contours[i], false );
Moments dm = ocl::ocl_moments( contours[i], false );
Compare(m, dm);
}
}
cv::_InputArray _array(mat1);
cv::Moments CvMom = cv::moments(_array, binaryImage);
cv::Moments oclMom = cv::ocl::ocl_moments(_array, binaryImage);
Compare(CvMom, oclMom);
}
}
INSTANTIATE_TEST_CASE_P(Moments, ocl_Moments, Combine(
Values(CV_8UC1, CV_16UC1, CV_16SC1, CV_64FC1), Values(true,false)));
#endif // HAVE_OPENCL
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