提交 d6681597 编写于 作者: V Vadim Pisarevsky

Merge pull request #3117 from KruchDmitriy:canny_opt

......@@ -97,7 +97,23 @@ static bool ippCanny(const Mat& _src, Mat& _dst, float low, float high)
static bool ocl_Canny(InputArray _src, OutputArray _dst, float low_thresh, float high_thresh,
int aperture_size, bool L2gradient, int cn, const Size & size)
{
UMat dx(size, CV_16SC(cn)), dy(size, CV_16SC(cn));
UMat map;
const ocl::Device &dev = ocl::Device::getDefault();
int max_wg_size = (int)dev.maxWorkGroupSize();
int lSizeX = 32;
int lSizeY = max_wg_size / 32;
if (lSizeY == 0)
{
lSizeX = 16;
lSizeY = max_wg_size / 16;
}
if (lSizeY == 0)
{
lSizeY = 1;
}
if (L2gradient)
{
......@@ -110,144 +126,103 @@ static bool ocl_Canny(InputArray _src, OutputArray _dst, float low_thresh, float
high_thresh *= high_thresh;
}
int low = cvFloor(low_thresh), high = cvFloor(high_thresh);
Size esize(size.width + 2, size.height + 2);
UMat mag;
size_t globalsize[2] = { size.width, size.height }, localsize[2] = { 16, 16 };
if (aperture_size == 3 && !_src.isSubmatrix())
{
// Sobel calculation
char cvt[2][40];
ocl::Kernel calcSobelRowPassKernel("calcSobelRowPass", ocl::imgproc::canny_oclsrc,
format("-D OP_SOBEL -D cn=%d -D shortT=%s -D ucharT=%s"
" -D convertToIntT=%s -D intT=%s -D convertToShortT=%s", cn,
ocl::typeToStr(CV_16SC(cn)),
ocl::typeToStr(CV_8UC(cn)),
ocl::convertTypeStr(CV_8U, CV_32S, cn, cvt[0]),
ocl::typeToStr(CV_32SC(cn)),
ocl::convertTypeStr(CV_32S, CV_16S, cn, cvt[1])));
if (calcSobelRowPassKernel.empty())
/*
stage1_with_sobel:
Sobel operator
Calc magnitudes
Non maxima suppression
Double thresholding
*/
char cvt[40];
ocl::Kernel with_sobel("stage1_with_sobel", ocl::imgproc::canny_oclsrc,
format("-D WITH_SOBEL -D cn=%d -D TYPE=%s -D convert_intN=%s -D intN=%s -D GRP_SIZEX=%d -D GRP_SIZEY=%d%s",
cn, ocl::memopTypeToStr(_src.depth()),
ocl::convertTypeStr(_src.type(), CV_32SC(cn), cn, cvt),
ocl::memopTypeToStr(CV_32SC(cn)),
lSizeX, lSizeY,
L2gradient ? " -D L2GRAD" : ""));
if (with_sobel.empty())
return false;
UMat src = _src.getUMat(), dxBuf(size, CV_16SC(cn)), dyBuf(size, CV_16SC(cn));
calcSobelRowPassKernel.args(ocl::KernelArg::ReadOnly(src),
ocl::KernelArg::WriteOnlyNoSize(dxBuf),
ocl::KernelArg::WriteOnlyNoSize(dyBuf));
UMat src = _src.getUMat();
map.create(size, CV_32S);
with_sobel.args(ocl::KernelArg::ReadOnly(src),
ocl::KernelArg::WriteOnlyNoSize(map),
low, high);
if (!calcSobelRowPassKernel.run(2, globalsize, localsize, false))
return false;
// magnitude calculation
ocl::Kernel magnitudeKernel("calcMagnitude_buf", ocl::imgproc::canny_oclsrc,
format("-D cn=%d%s -D OP_MAG_BUF -D shortT=%s -D convertToIntT=%s -D intT=%s",
cn, L2gradient ? " -D L2GRAD" : "",
ocl::typeToStr(CV_16SC(cn)),
ocl::convertTypeStr(CV_16S, CV_32S, cn, cvt[0]),
ocl::typeToStr(CV_32SC(cn))));
if (magnitudeKernel.empty())
return false;
mag = UMat(esize, CV_32SC1, Scalar::all(0));
dx.create(size, CV_16SC(cn));
dy.create(size, CV_16SC(cn));
size_t globalsize[2] = { size.width, size.height },
localsize[2] = { lSizeX, lSizeY };
magnitudeKernel.args(ocl::KernelArg::ReadOnlyNoSize(dxBuf), ocl::KernelArg::ReadOnlyNoSize(dyBuf),
ocl::KernelArg::WriteOnlyNoSize(dx), ocl::KernelArg::WriteOnlyNoSize(dy),
ocl::KernelArg::WriteOnlyNoSize(mag), size.height, size.width);
if (!magnitudeKernel.run(2, globalsize, localsize, false))
if (!with_sobel.run(2, globalsize, localsize, false))
return false;
}
else
{
/*
stage1_without_sobel:
Calc magnitudes
Non maxima suppression
Double thresholding
*/
UMat dx, dy;
Sobel(_src, dx, CV_16S, 1, 0, aperture_size, 1, 0, BORDER_REPLICATE);
Sobel(_src, dy, CV_16S, 0, 1, aperture_size, 1, 0, BORDER_REPLICATE);
// magnitude calculation
ocl::Kernel magnitudeKernel("calcMagnitude", ocl::imgproc::canny_oclsrc,
format("-D OP_MAG -D cn=%d%s -D intT=int -D shortT=short -D convertToIntT=convert_int_sat",
cn, L2gradient ? " -D L2GRAD" : ""));
if (magnitudeKernel.empty())
ocl::Kernel without_sobel("stage1_without_sobel", ocl::imgproc::canny_oclsrc,
format("-D WITHOUT_SOBEL -D cn=%d -D GRP_SIZEX=%d -D GRP_SIZEY=%d%s",
cn, lSizeX, lSizeY, L2gradient ? " -D L2GRAD" : ""));
if (without_sobel.empty())
return false;
mag = UMat(esize, CV_32SC1, Scalar::all(0));
magnitudeKernel.args(ocl::KernelArg::ReadOnlyNoSize(dx), ocl::KernelArg::ReadOnlyNoSize(dy),
ocl::KernelArg::WriteOnlyNoSize(mag), size.height, size.width);
map.create(size, CV_32S);
without_sobel.args(ocl::KernelArg::ReadOnlyNoSize(dx), ocl::KernelArg::ReadOnlyNoSize(dy),
ocl::KernelArg::WriteOnly(map),
low, high);
size_t globalsize[2] = { size.width, size.height },
localsize[2] = { lSizeX, lSizeY };
if (!magnitudeKernel.run(2, globalsize, NULL, false))
if (!without_sobel.run(2, globalsize, localsize, false))
return false;
}
// map calculation
ocl::Kernel calcMapKernel("calcMap", ocl::imgproc::canny_oclsrc,
format("-D OP_MAP -D cn=%d", cn));
if (calcMapKernel.empty())
return false;
UMat map(esize, CV_32SC1);
calcMapKernel.args(ocl::KernelArg::ReadOnlyNoSize(dx), ocl::KernelArg::ReadOnlyNoSize(dy),
ocl::KernelArg::ReadOnlyNoSize(mag), ocl::KernelArg::WriteOnlyNoSize(map),
size.height, size.width, low, high);
if (!calcMapKernel.run(2, globalsize, localsize, false))
return false;
int PIX_PER_WI = 8;
/*
stage2:
hysteresis (add weak edges if they are connected with strong edges)
*/
// local hysteresis thresholding
ocl::Kernel edgesHysteresisLocalKernel("edgesHysteresisLocal", ocl::imgproc::canny_oclsrc,
"-D OP_HYST_LOCAL");
if (edgesHysteresisLocalKernel.empty())
return false;
ocl::Kernel edgesHysteresis("stage2_hysteresis", ocl::imgproc::canny_oclsrc,
format("-D STAGE2 -D PIX_PER_WI=%d", PIX_PER_WI));
UMat stack(1, size.area(), CV_16UC2), counter(1, 1, CV_32SC1, Scalar::all(0));
edgesHysteresisLocalKernel.args(ocl::KernelArg::ReadOnlyNoSize(map), ocl::KernelArg::PtrReadWrite(stack),
ocl::KernelArg::PtrReadWrite(counter), size.height, size.width);
if (!edgesHysteresisLocalKernel.run(2, globalsize, localsize, false))
if (edgesHysteresis.empty())
return false;
// global hysteresis thresholding
UMat stack2(1, size.area(), CV_16UC2);
int count;
for ( ; ; )
{
ocl::Kernel edgesHysteresisGlobalKernel("edgesHysteresisGlobal", ocl::imgproc::canny_oclsrc,
"-D OP_HYST_GLOBAL");
if (edgesHysteresisGlobalKernel.empty())
return false;
{
Mat _counter = counter.getMat(ACCESS_RW);
count = _counter.at<int>(0, 0);
if (count == 0)
break;
_counter.at<int>(0, 0) = 0;
}
edgesHysteresisGlobalKernel.args(ocl::KernelArg::ReadOnlyNoSize(map), ocl::KernelArg::PtrReadWrite(stack),
ocl::KernelArg::PtrReadWrite(stack2), ocl::KernelArg::PtrReadWrite(counter),
size.height, size.width, count);
edgesHysteresis.args(ocl::KernelArg::ReadWrite(map));
#define divUp(total, grain) ((total + grain - 1) / grain)
size_t localsize2[2] = { 128, 1 }, globalsize2[2] = { std::min(count, 65535) * 128, divUp(count, 65535) };
#undef divUp
int sizey = lSizeY / PIX_PER_WI;
if (sizey == 0)
sizey = 1;
if (!edgesHysteresisGlobalKernel.run(2, globalsize2, localsize2, false))
return false;
size_t globalsize[2] = { size.width, size.height / PIX_PER_WI }, localsize[2] = { lSizeX, sizey };
std::swap(stack, stack2);
}
if (!edgesHysteresis.run(2, globalsize, localsize, false))
return false;
// get edges
ocl::Kernel getEdgesKernel("getEdges", ocl::imgproc::canny_oclsrc, "-D OP_EDGES");
ocl::Kernel getEdgesKernel("getEdges", ocl::imgproc::canny_oclsrc,
format("-D GET_EDGES -D PIX_PER_WI=%d", PIX_PER_WI));
if (getEdgesKernel.empty())
return false;
_dst.create(size, CV_8UC1);
UMat dst = _dst.getUMat();
getEdgesKernel.args(ocl::KernelArg::ReadOnlyNoSize(map), ocl::KernelArg::WriteOnly(dst));
getEdgesKernel.args(ocl::KernelArg::ReadOnly(map), ocl::KernelArg::WriteOnlyNoSize(dst));
return getEdgesKernel.run(2, globalsize, NULL, false);
}
......
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