opencv/modules/imgproc/src/canny.cpp

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/*M///////////////////////////////////////////////////////////////////////////////////////
//
// IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
//
// By downloading, copying, installing or using the software you agree to this license.
// If you do not agree to this license, do not download, install,
// copy or use the software.
//
//
// Intel License Agreement
// For Open Source Computer Vision Library
//
// Copyright (C) 2000, Intel Corporation, all rights reserved.
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//
// Redistribution and use in source and binary forms, with or without modification,
// are permitted provided that the following conditions are met:
//
// * Redistribution's of source code must retain the above copyright notice,
// this list of conditions and the following disclaimer.
//
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//M*/
#include "precomp.hpp"
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#include "opencl_kernels.hpp"
/*
#if defined (HAVE_IPP) && (IPP_VERSION_MAJOR >= 7)
#define USE_IPP_CANNY 1
#else
#undef USE_IPP_CANNY
#endif
*/
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namespace cv
{
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#ifdef USE_IPP_CANNY
static bool ippCanny(const Mat& _src, Mat& _dst, float low, float high)
{
int size = 0, size1 = 0;
IppiSize roi = { _src.cols, _src.rows };
ippiFilterSobelNegVertGetBufferSize_8u16s_C1R(roi, ippMskSize3x3, &size);
ippiFilterSobelHorizGetBufferSize_8u16s_C1R(roi, ippMskSize3x3, &size1);
size = std::max(size, size1);
ippiCannyGetSize(roi, &size1);
size = std::max(size, size1);
AutoBuffer<uchar> buf(size + 64);
uchar* buffer = alignPtr((uchar*)buf, 32);
Mat _dx(_src.rows, _src.cols, CV_16S);
if( ippiFilterSobelNegVertBorder_8u16s_C1R(_src.data, (int)_src.step,
_dx.ptr<short>(), (int)_dx.step, roi,
ippMskSize3x3, ippBorderRepl, 0, buffer) < 0 )
return false;
Mat _dy(_src.rows, _src.cols, CV_16S);
if( ippiFilterSobelHorizBorder_8u16s_C1R(_src.data, (int)_src.step,
_dy.ptr<short>(), (int)_dy.step, roi,
ippMskSize3x3, ippBorderRepl, 0, buffer) < 0 )
return false;
if( ippiCanny_16s8u_C1R(_dx.ptr<short>(), (int)_dx.step,
_dy.ptr<short>(), (int)_dy.step,
_dst.data, (int)_dst.step, roi, low, high, buffer) < 0 )
return false;
return true;
}
#endif
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#ifdef HAVE_OPENCL
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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));
if (L2gradient)
{
low_thresh = std::min(32767.0f, low_thresh);
high_thresh = std::min(32767.0f, high_thresh);
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if (low_thresh > 0)
low_thresh *= low_thresh;
if (high_thresh > 0)
high_thresh *= high_thresh;
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}
int low = cvFloor(low_thresh), high = cvFloor(high_thresh);
Size esize(size.width + 2, size.height + 2);
UMat mag;
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size_t globalsize[2] = { size.width, size.height }, localsize[2] = { 16, 16 };
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if (aperture_size == 3 && !_src.isSubmatrix())
{
// Sobel calculation
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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])));
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if (calcSobelRowPassKernel.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));
if (!calcSobelRowPassKernel.run(2, globalsize, localsize, false))
return false;
// magnitude calculation
ocl::Kernel magnitudeKernel("calcMagnitude_buf", ocl::imgproc::canny_oclsrc,
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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))));
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if (magnitudeKernel.empty())
return false;
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mag = UMat(esize, CV_32SC1, Scalar::all(0));
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dx.create(size, CV_16SC(cn));
dy.create(size, CV_16SC(cn));
magnitudeKernel.args(ocl::KernelArg::ReadOnlyNoSize(dxBuf), ocl::KernelArg::ReadOnlyNoSize(dyBuf),
ocl::KernelArg::WriteOnlyNoSize(dx), ocl::KernelArg::WriteOnlyNoSize(dy),
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ocl::KernelArg::WriteOnlyNoSize(mag), size.height, size.width);
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if (!magnitudeKernel.run(2, globalsize, localsize, false))
return false;
}
else
{
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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);
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// magnitude calculation
ocl::Kernel magnitudeKernel("calcMagnitude", ocl::imgproc::canny_oclsrc,
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format("-D OP_MAG -D cn=%d%s -D intT=int -D shortT=short -D convertToIntT=convert_int_sat",
cn, L2gradient ? " -D L2GRAD" : ""));
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if (magnitudeKernel.empty())
return false;
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mag = UMat(esize, CV_32SC1, Scalar::all(0));
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magnitudeKernel.args(ocl::KernelArg::ReadOnlyNoSize(dx), ocl::KernelArg::ReadOnlyNoSize(dy),
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ocl::KernelArg::WriteOnlyNoSize(mag), size.height, size.width);
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if (!magnitudeKernel.run(2, globalsize, NULL, false))
return false;
}
// map calculation
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ocl::Kernel calcMapKernel("calcMap", ocl::imgproc::canny_oclsrc,
format("-D OP_MAP -D cn=%d", cn));
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if (calcMapKernel.empty())
return false;
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UMat map(esize, CV_32SC1);
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calcMapKernel.args(ocl::KernelArg::ReadOnlyNoSize(dx), ocl::KernelArg::ReadOnlyNoSize(dy),
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ocl::KernelArg::ReadOnlyNoSize(mag), ocl::KernelArg::WriteOnlyNoSize(map),
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size.height, size.width, low, high);
if (!calcMapKernel.run(2, globalsize, localsize, false))
return false;
// local hysteresis thresholding
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ocl::Kernel edgesHysteresisLocalKernel("edgesHysteresisLocal", ocl::imgproc::canny_oclsrc,
"-D OP_HYST_LOCAL");
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if (edgesHysteresisLocalKernel.empty())
return false;
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))
return false;
// global hysteresis thresholding
UMat stack2(1, size.area(), CV_16UC2);
int count;
for ( ; ; )
{
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ocl::Kernel edgesHysteresisGlobalKernel("edgesHysteresisGlobal", ocl::imgproc::canny_oclsrc,
"-D OP_HYST_GLOBAL");
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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);
#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
if (!edgesHysteresisGlobalKernel.run(2, globalsize2, localsize2, false))
return false;
std::swap(stack, stack2);
}
// get edges
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ocl::Kernel getEdgesKernel("getEdges", ocl::imgproc::canny_oclsrc, "-D OP_EDGES");
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if (getEdgesKernel.empty())
return false;
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_dst.create(size, CV_8UC1);
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UMat dst = _dst.getUMat();
getEdgesKernel.args(ocl::KernelArg::ReadOnlyNoSize(map), ocl::KernelArg::WriteOnly(dst));
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return getEdgesKernel.run(2, globalsize, NULL, false);
}
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#endif
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}
void cv::Canny( InputArray _src, OutputArray _dst,
double low_thresh, double high_thresh,
int aperture_size, bool L2gradient )
{
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const int type = _src.type(), depth = CV_MAT_DEPTH(type), cn = CV_MAT_CN(type);
const Size size = _src.size();
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CV_Assert( depth == CV_8U );
_dst.create(size, CV_8U);
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if (!L2gradient && (aperture_size & CV_CANNY_L2_GRADIENT) == CV_CANNY_L2_GRADIENT)
{
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// backward compatibility
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aperture_size &= ~CV_CANNY_L2_GRADIENT;
L2gradient = true;
}
if ((aperture_size & 1) == 0 || (aperture_size != -1 && (aperture_size < 3 || aperture_size > 7)))
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CV_Error(CV_StsBadFlag, "Aperture size should be odd");
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if (low_thresh > high_thresh)
std::swap(low_thresh, high_thresh);
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CV_OCL_RUN(_dst.isUMat() && (cn == 1 || cn == 3),
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ocl_Canny(_src, _dst, (float)low_thresh, (float)high_thresh, aperture_size, L2gradient, cn, size))
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Mat src = _src.getMat(), dst = _dst.getMat();
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#ifdef HAVE_TEGRA_OPTIMIZATION
if (tegra::canny(src, dst, low_thresh, high_thresh, aperture_size, L2gradient))
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return;
#endif
#ifdef USE_IPP_CANNY
if( aperture_size == 3 && !L2gradient &&
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ippCanny(src, dst, (float)low_thresh, (float)high_thresh) )
return;
#endif
Mat dx(src.rows, src.cols, CV_16SC(cn));
Mat dy(src.rows, src.cols, CV_16SC(cn));
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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);
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if (L2gradient)
{
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low_thresh = std::min(32767.0, low_thresh);
high_thresh = std::min(32767.0, high_thresh);
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if (low_thresh > 0) low_thresh *= low_thresh;
if (high_thresh > 0) high_thresh *= high_thresh;
}
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int low = cvFloor(low_thresh);
int high = cvFloor(high_thresh);
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ptrdiff_t mapstep = src.cols + 2;
AutoBuffer<uchar> buffer((src.cols+2)*(src.rows+2) + cn * mapstep * 3 * sizeof(int));
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int* mag_buf[3];
mag_buf[0] = (int*)(uchar*)buffer;
mag_buf[1] = mag_buf[0] + mapstep*cn;
mag_buf[2] = mag_buf[1] + mapstep*cn;
memset(mag_buf[0], 0, /* cn* */mapstep*sizeof(int));
uchar* map = (uchar*)(mag_buf[2] + mapstep*cn);
memset(map, 1, mapstep);
memset(map + mapstep*(src.rows + 1), 1, mapstep);
int maxsize = std::max(1 << 10, src.cols * src.rows / 10);
std::vector<uchar*> stack(maxsize);
uchar **stack_top = &stack[0];
uchar **stack_bottom = &stack[0];
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/* sector numbers
(Top-Left Origin)
1 2 3
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* * *
* * *
0*******0
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* * *
* * *
3 2 1
*/
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#define CANNY_PUSH(d) *(d) = uchar(2), *stack_top++ = (d)
#define CANNY_POP(d) (d) = *--stack_top
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// calculate magnitude and angle of gradient, perform non-maxima suppression.
// fill the map with one of the following values:
// 0 - the pixel might belong to an edge
// 1 - the pixel can not belong to an edge
// 2 - the pixel does belong to an edge
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for (int i = 0; i <= src.rows; i++)
{
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int* _norm = mag_buf[(i > 0) + 1] + 1;
if (i < src.rows)
{
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short* _dx = dx.ptr<short>(i);
short* _dy = dy.ptr<short>(i);
if (!L2gradient)
{
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for (int j = 0; j < src.cols*cn; j++)
_norm[j] = std::abs(int(_dx[j])) + std::abs(int(_dy[j]));
}
else
{
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for (int j = 0; j < src.cols*cn; j++)
_norm[j] = int(_dx[j])*_dx[j] + int(_dy[j])*_dy[j];
}
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if (cn > 1)
{
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for(int j = 0, jn = 0; j < src.cols; ++j, jn += cn)
{
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int maxIdx = jn;
for(int k = 1; k < cn; ++k)
if(_norm[jn + k] > _norm[maxIdx]) maxIdx = jn + k;
_norm[j] = _norm[maxIdx];
_dx[j] = _dx[maxIdx];
_dy[j] = _dy[maxIdx];
}
}
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_norm[-1] = _norm[src.cols] = 0;
}
else
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memset(_norm-1, 0, /* cn* */mapstep*sizeof(int));
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// at the very beginning we do not have a complete ring
// buffer of 3 magnitude rows for non-maxima suppression
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if (i == 0)
continue;
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uchar* _map = map + mapstep*i + 1;
_map[-1] = _map[src.cols] = 1;
int* _mag = mag_buf[1] + 1; // take the central row
ptrdiff_t magstep1 = mag_buf[2] - mag_buf[1];
ptrdiff_t magstep2 = mag_buf[0] - mag_buf[1];
const short* _x = dx.ptr<short>(i-1);
const short* _y = dy.ptr<short>(i-1);
if ((stack_top - stack_bottom) + src.cols > maxsize)
{
int sz = (int)(stack_top - stack_bottom);
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maxsize = maxsize * 3/2;
stack.resize(maxsize);
stack_bottom = &stack[0];
stack_top = stack_bottom + sz;
}
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int prev_flag = 0;
for (int j = 0; j < src.cols; j++)
{
#define CANNY_SHIFT 15
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const int TG22 = (int)(0.4142135623730950488016887242097*(1<<CANNY_SHIFT) + 0.5);
int m = _mag[j];
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if (m > low)
{
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int xs = _x[j];
int ys = _y[j];
int x = std::abs(xs);
int y = std::abs(ys) << CANNY_SHIFT;
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int tg22x = x * TG22;
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if (y < tg22x)
{
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if (m > _mag[j-1] && m >= _mag[j+1]) goto __ocv_canny_push;
}
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else
{
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int tg67x = tg22x + (x << (CANNY_SHIFT+1));
if (y > tg67x)
{
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if (m > _mag[j+magstep2] && m >= _mag[j+magstep1]) goto __ocv_canny_push;
}
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else
{
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int s = (xs ^ ys) < 0 ? -1 : 1;
if (m > _mag[j+magstep2-s] && m > _mag[j+magstep1+s]) goto __ocv_canny_push;
}
}
}
prev_flag = 0;
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_map[j] = uchar(1);
continue;
__ocv_canny_push:
if (!prev_flag && m > high && _map[j-mapstep] != 2)
{
CANNY_PUSH(_map + j);
prev_flag = 1;
}
else
_map[j] = 0;
}
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// scroll the ring buffer
_mag = mag_buf[0];
mag_buf[0] = mag_buf[1];
mag_buf[1] = mag_buf[2];
mag_buf[2] = _mag;
}
// now track the edges (hysteresis thresholding)
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while (stack_top > stack_bottom)
{
uchar* m;
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if ((stack_top - stack_bottom) + 8 > maxsize)
{
int sz = (int)(stack_top - stack_bottom);
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maxsize = maxsize * 3/2;
stack.resize(maxsize);
stack_bottom = &stack[0];
stack_top = stack_bottom + sz;
}
CANNY_POP(m);
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if (!m[-1]) CANNY_PUSH(m - 1);
if (!m[1]) CANNY_PUSH(m + 1);
if (!m[-mapstep-1]) CANNY_PUSH(m - mapstep - 1);
if (!m[-mapstep]) CANNY_PUSH(m - mapstep);
if (!m[-mapstep+1]) CANNY_PUSH(m - mapstep + 1);
if (!m[mapstep-1]) CANNY_PUSH(m + mapstep - 1);
if (!m[mapstep]) CANNY_PUSH(m + mapstep);
if (!m[mapstep+1]) CANNY_PUSH(m + mapstep + 1);
}
// the final pass, form the final image
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const uchar* pmap = map + mapstep + 1;
uchar* pdst = dst.ptr();
for (int i = 0; i < src.rows; i++, pmap += mapstep, pdst += dst.step)
{
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for (int j = 0; j < src.cols; j++)
pdst[j] = (uchar)-(pmap[j] >> 1);
}
}
void cvCanny( const CvArr* image, CvArr* edges, double threshold1,
double threshold2, int aperture_size )
{
cv::Mat src = cv::cvarrToMat(image), dst = cv::cvarrToMat(edges);
CV_Assert( src.size == dst.size && src.depth() == CV_8U && dst.type() == CV_8U );
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cv::Canny(src, dst, threshold1, threshold2, aperture_size & 255,
(aperture_size & CV_CANNY_L2_GRADIENT) != 0);
}
/* End of file. */