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Commit 2c07c671 authored by Alexander Alekhin's avatar Alexander Alekhin
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imgproc: dispatch morph

parent 5a01227a
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Showing with 68 additions and 2054 deletions
modules/imgproc/CMakeLists.txt
View file @ 2c07c671
...@@ -7,5 +7,6 @@ ocv_add_dispatched_file(color_hsv SSE2 SSE4_1 AVX2) ...@@ -7,5 +7,6 @@ ocv_add_dispatched_file(color_hsv SSE2 SSE4_1 AVX2)
ocv_add_dispatched_file(color_rgb SSE2 SSE4_1 AVX2) ocv_add_dispatched_file(color_rgb SSE2 SSE4_1 AVX2)
ocv_add_dispatched_file(color_yuv SSE2 SSE4_1 AVX2) ocv_add_dispatched_file(color_yuv SSE2 SSE4_1 AVX2)
ocv_add_dispatched_file(median_blur SSE2 SSE4_1 AVX2) ocv_add_dispatched_file(median_blur SSE2 SSE4_1 AVX2)
ocv_add_dispatched_file(morph SSE2 SSE4_1 AVX2)
ocv_add_dispatched_file(smooth SSE2 SSE4_1 AVX2) ocv_add_dispatched_file(smooth SSE2 SSE4_1 AVX2)
ocv_define_module(imgproc opencv_core WRAP java python js) ocv_define_module(imgproc opencv_core WRAP java python js)
modules/imgproc/src/morph.dispatch.cpp
View file @ 2c07c671
...@@ -48,779 +48,49 @@ ...@@ -48,779 +48,49 @@
#include "opencv2/core/hal/intrin.hpp" #include "opencv2/core/hal/intrin.hpp"
#include <opencv2/core/utils/configuration.private.hpp> #include <opencv2/core/utils/configuration.private.hpp>
#include "morph.simd.hpp"
#include "morph.simd_declarations.hpp" // defines CV_CPU_DISPATCH_MODES_ALL=AVX2,...,BASELINE based on CMakeLists.txt content
/****************************************************************************************\ /****************************************************************************************\
Basic Morphological Operations: Erosion & Dilation Basic Morphological Operations: Erosion & Dilation
\****************************************************************************************/ \****************************************************************************************/
using namespace std; namespace cv {
namespace cv
{
template<typename T> struct MinOp
{
typedef T type1;
typedef T type2;
typedef T rtype;
T operator ()(const T a, const T b) const { return std::min(a, b); }
};
template<typename T> struct MaxOp
{
typedef T type1;
typedef T type2;
typedef T rtype;
T operator ()(const T a, const T b) const { return std::max(a, b); }
};
#undef CV_MIN_8U
#undef CV_MAX_8U
#define CV_MIN_8U(a,b) ((a) - CV_FAST_CAST_8U((a) - (b)))
#define CV_MAX_8U(a,b) ((a) + CV_FAST_CAST_8U((b) - (a)))
template<> inline uchar MinOp<uchar>::operator ()(const uchar a, const uchar b) const { return CV_MIN_8U(a, b); }
template<> inline uchar MaxOp<uchar>::operator ()(const uchar a, const uchar b) const { return CV_MAX_8U(a, b); }
struct MorphRowNoVec
{
MorphRowNoVec(int, int) {}
int operator()(const uchar*, uchar*, int, int) const { return 0; }
};
struct MorphColumnNoVec
{
MorphColumnNoVec(int, int) {}
int operator()(const uchar**, uchar*, int, int, int) const { return 0; }
};
struct MorphNoVec
{
int operator()(uchar**, int, uchar*, int) const { return 0; }
};
#if CV_SIMD
template<class VecUpdate> struct MorphRowVec
{
typedef typename VecUpdate::vtype vtype;
typedef typename vtype::lane_type stype;
MorphRowVec(int _ksize, int _anchor) : ksize(_ksize), anchor(_anchor) {}
int operator()(const uchar* src, uchar* dst, int width, int cn) const
{
int i, k, _ksize = ksize*cn;
width *= cn;
VecUpdate updateOp;
for( i = 0; i <= width - 4*vtype::nlanes; i += 4*vtype::nlanes )
{
vtype s0 = vx_load((const stype*)src + i);
vtype s1 = vx_load((const stype*)src + i + vtype::nlanes);
vtype s2 = vx_load((const stype*)src + i + 2*vtype::nlanes);
vtype s3 = vx_load((const stype*)src + i + 3*vtype::nlanes);
for (k = cn; k < _ksize; k += cn)
{
s0 = updateOp(s0, vx_load((const stype*)src + i + k));
s1 = updateOp(s1, vx_load((const stype*)src + i + k + vtype::nlanes));
s2 = updateOp(s2, vx_load((const stype*)src + i + k + 2*vtype::nlanes));
s3 = updateOp(s3, vx_load((const stype*)src + i + k + 3*vtype::nlanes));
}
v_store((stype*)dst + i, s0);
v_store((stype*)dst + i + vtype::nlanes, s1);
v_store((stype*)dst + i + 2*vtype::nlanes, s2);
v_store((stype*)dst + i + 3*vtype::nlanes, s3);
}
if( i <= width - 2*vtype::nlanes )
{
vtype s0 = vx_load((const stype*)src + i);
vtype s1 = vx_load((const stype*)src + i + vtype::nlanes);
for( k = cn; k < _ksize; k += cn )
{
s0 = updateOp(s0, vx_load((const stype*)src + i + k));
s1 = updateOp(s1, vx_load((const stype*)src + i + k + vtype::nlanes));
}
v_store((stype*)dst + i, s0);
v_store((stype*)dst + i + vtype::nlanes, s1);
i += 2*vtype::nlanes;
}
if( i <= width - vtype::nlanes )
{
vtype s = vx_load((const stype*)src + i);
for( k = cn; k < _ksize; k += cn )
s = updateOp(s, vx_load((const stype*)src + i + k));
v_store((stype*)dst + i, s);
i += vtype::nlanes;
}
if( i <= width - vtype::nlanes/2 )
{
vtype s = vx_load_low((const stype*)src + i);
for( k = cn; k < _ksize; k += cn )
s = updateOp(s, vx_load_low((const stype*)src + i + k));
v_store_low((stype*)dst + i, s);
i += vtype::nlanes/2;
}
return i - i % cn;
}
int ksize, anchor;
};
template<class VecUpdate> struct MorphColumnVec
{
typedef typename VecUpdate::vtype vtype;
typedef typename vtype::lane_type stype;
MorphColumnVec(int _ksize, int _anchor) : ksize(_ksize), anchor(_anchor) {}
int operator()(const uchar** _src, uchar* _dst, int dststep, int count, int width) const
{
int i = 0, k, _ksize = ksize;
VecUpdate updateOp;
for( i = 0; i < count + ksize - 1; i++ )
CV_Assert( ((size_t)_src[i] & (CV_SIMD_WIDTH-1)) == 0 );
const stype** src = (const stype**)_src;
stype* dst = (stype*)_dst;
dststep /= sizeof(dst[0]);
for( ; _ksize > 1 && count > 1; count -= 2, dst += dststep*2, src += 2 )
{
for( i = 0; i <= width - 4*vtype::nlanes; i += 4*vtype::nlanes)
{
const stype* sptr = src[1] + i;
vtype s0 = vx_load_aligned(sptr);
vtype s1 = vx_load_aligned(sptr + vtype::nlanes);
vtype s2 = vx_load_aligned(sptr + 2*vtype::nlanes);
vtype s3 = vx_load_aligned(sptr + 3*vtype::nlanes);
for( k = 2; k < _ksize; k++ )
{
sptr = src[k] + i;
s0 = updateOp(s0, vx_load_aligned(sptr));
s1 = updateOp(s1, vx_load_aligned(sptr + vtype::nlanes));
s2 = updateOp(s2, vx_load_aligned(sptr + 2*vtype::nlanes));
s3 = updateOp(s3, vx_load_aligned(sptr + 3*vtype::nlanes));
}
sptr = src[0] + i;
v_store(dst + i, updateOp(s0, vx_load_aligned(sptr)));
v_store(dst + i + vtype::nlanes, updateOp(s1, vx_load_aligned(sptr + vtype::nlanes)));
v_store(dst + i + 2*vtype::nlanes, updateOp(s2, vx_load_aligned(sptr + 2*vtype::nlanes)));
v_store(dst + i + 3*vtype::nlanes, updateOp(s3, vx_load_aligned(sptr + 3*vtype::nlanes)));
sptr = src[k] + i;
v_store(dst + dststep + i, updateOp(s0, vx_load_aligned(sptr)));
v_store(dst + dststep + i + vtype::nlanes, updateOp(s1, vx_load_aligned(sptr + vtype::nlanes)));
v_store(dst + dststep + i + 2*vtype::nlanes, updateOp(s2, vx_load_aligned(sptr + 2*vtype::nlanes)));
v_store(dst + dststep + i + 3*vtype::nlanes, updateOp(s3, vx_load_aligned(sptr + 3*vtype::nlanes)));
}
if( i <= width - 2*vtype::nlanes )
{
const stype* sptr = src[1] + i;
vtype s0 = vx_load_aligned(sptr);
vtype s1 = vx_load_aligned(sptr + vtype::nlanes);
for( k = 2; k < _ksize; k++ )
{
sptr = src[k] + i;
s0 = updateOp(s0, vx_load_aligned(sptr));
s1 = updateOp(s1, vx_load_aligned(sptr + vtype::nlanes));
}
sptr = src[0] + i;
v_store(dst + i, updateOp(s0, vx_load_aligned(sptr)));
v_store(dst + i + vtype::nlanes, updateOp(s1, vx_load_aligned(sptr + vtype::nlanes)));
sptr = src[k] + i;
v_store(dst + dststep + i, updateOp(s0, vx_load_aligned(sptr)));
v_store(dst + dststep + i + vtype::nlanes, updateOp(s1, vx_load_aligned(sptr + vtype::nlanes)));
i += 2*vtype::nlanes;
}
if( i <= width - vtype::nlanes )
{
vtype s0 = vx_load_aligned(src[1] + i);
for( k = 2; k < _ksize; k++ )
s0 = updateOp(s0, vx_load_aligned(src[k] + i));
v_store(dst + i, updateOp(s0, vx_load_aligned(src[0] + i)));
v_store(dst + dststep + i, updateOp(s0, vx_load_aligned(src[k] + i)));
i += vtype::nlanes;
}
if( i <= width - vtype::nlanes/2 )
{
vtype s0 = vx_load_low(src[1] + i);
for( k = 2; k < _ksize; k++ )
s0 = updateOp(s0, vx_load_low(src[k] + i));
v_store_low(dst + i, updateOp(s0, vx_load_low(src[0] + i)));
v_store_low(dst + dststep + i, updateOp(s0, vx_load_low(src[k] + i)));
i += vtype::nlanes/2;
}
}
for( ; count > 0; count--, dst += dststep, src++ )
{
for( i = 0; i <= width - 4*vtype::nlanes; i += 4*vtype::nlanes)
{
const stype* sptr = src[0] + i;
vtype s0 = vx_load_aligned(sptr);
vtype s1 = vx_load_aligned(sptr + vtype::nlanes);
vtype s2 = vx_load_aligned(sptr + 2*vtype::nlanes);
vtype s3 = vx_load_aligned(sptr + 3*vtype::nlanes);
for( k = 1; k < _ksize; k++ )
{
sptr = src[k] + i;
s0 = updateOp(s0, vx_load_aligned(sptr));
s1 = updateOp(s1, vx_load_aligned(sptr + vtype::nlanes));
s2 = updateOp(s2, vx_load_aligned(sptr + 2*vtype::nlanes));
s3 = updateOp(s3, vx_load_aligned(sptr + 3*vtype::nlanes));
}
v_store(dst + i, s0);
v_store(dst + i + vtype::nlanes, s1);
v_store(dst + i + 2*vtype::nlanes, s2);
v_store(dst + i + 3*vtype::nlanes, s3);
}
if( i <= width - 2*vtype::nlanes )
{
const stype* sptr = src[0] + i;
vtype s0 = vx_load_aligned(sptr);
vtype s1 = vx_load_aligned(sptr + vtype::nlanes);
for( k = 1; k < _ksize; k++ )
{
sptr = src[k] + i;
s0 = updateOp(s0, vx_load_aligned(sptr));
s1 = updateOp(s1, vx_load_aligned(sptr + vtype::nlanes));
}
v_store(dst + i, s0);
v_store(dst + i + vtype::nlanes, s1);
i += 2*vtype::nlanes;
}
if( i <= width - vtype::nlanes )
{
vtype s0 = vx_load_aligned(src[0] + i);
for( k = 1; k < _ksize; k++ )
s0 = updateOp(s0, vx_load_aligned(src[k] + i));
v_store(dst + i, s0);
i += vtype::nlanes;
}
if( i <= width - vtype::nlanes/2 )
{
vtype s0 = vx_load_low(src[0] + i);
for( k = 1; k < _ksize; k++ )
s0 = updateOp(s0, vx_load_low(src[k] + i));
v_store_low(dst + i, s0);
i += vtype::nlanes/2;
}
}
return i;
}
int ksize, anchor;
};
template<class VecUpdate> struct MorphVec
{
typedef typename VecUpdate::vtype vtype;
typedef typename vtype::lane_type stype;
int operator()(uchar** _src, int nz, uchar* _dst, int width) const
{
const stype** src = (const stype**)_src;
stype* dst = (stype*)_dst;
int i, k;
VecUpdate updateOp;
for( i = 0; i <= width - 4*vtype::nlanes; i += 4*vtype::nlanes )
{
const stype* sptr = src[0] + i;
vtype s0 = vx_load(sptr);
vtype s1 = vx_load(sptr + vtype::nlanes);
vtype s2 = vx_load(sptr + 2*vtype::nlanes);
vtype s3 = vx_load(sptr + 3*vtype::nlanes);
for( k = 1; k < nz; k++ )
{
sptr = src[k] + i;
s0 = updateOp(s0, vx_load(sptr));
s1 = updateOp(s1, vx_load(sptr + vtype::nlanes));
s2 = updateOp(s2, vx_load(sptr + 2*vtype::nlanes));
s3 = updateOp(s3, vx_load(sptr + 3*vtype::nlanes));
}
v_store(dst + i, s0);
v_store(dst + i + vtype::nlanes, s1);
v_store(dst + i + 2*vtype::nlanes, s2);
v_store(dst + i + 3*vtype::nlanes, s3);
}
if( i <= width - 2*vtype::nlanes )
{
const stype* sptr = src[0] + i;
vtype s0 = vx_load(sptr);
vtype s1 = vx_load(sptr + vtype::nlanes);
for( k = 1; k < nz; k++ )
{
sptr = src[k] + i;
s0 = updateOp(s0, vx_load(sptr));
s1 = updateOp(s1, vx_load(sptr + vtype::nlanes));
}
v_store(dst + i, s0);
v_store(dst + i + vtype::nlanes, s1);
i += 2*vtype::nlanes;
}
if( i <= width - vtype::nlanes )
{
vtype s0 = vx_load(src[0] + i);
for( k = 1; k < nz; k++ )
s0 = updateOp(s0, vx_load(src[k] + i));
v_store(dst + i, s0);
i += vtype::nlanes;
}
if( i <= width - vtype::nlanes/2 )
{
vtype s0 = vx_load_low(src[0] + i);
for( k = 1; k < nz; k++ )
s0 = updateOp(s0, vx_load_low(src[k] + i));
v_store_low(dst + i, s0);
i += vtype::nlanes/2;
}
return i;
}
};
template <typename T> struct VMin
{
typedef T vtype;
vtype operator()(const vtype& a, const vtype& b) const { return v_min(a,b); }
};
template <typename T> struct VMax
{
typedef T vtype;
vtype operator()(const vtype& a, const vtype& b) const { return v_max(a,b); }
};
typedef MorphRowVec<VMin<v_uint8> > ErodeRowVec8u;
typedef MorphRowVec<VMax<v_uint8> > DilateRowVec8u;
typedef MorphRowVec<VMin<v_uint16> > ErodeRowVec16u;
typedef MorphRowVec<VMax<v_uint16> > DilateRowVec16u;
typedef MorphRowVec<VMin<v_int16> > ErodeRowVec16s;
typedef MorphRowVec<VMax<v_int16> > DilateRowVec16s;
typedef MorphRowVec<VMin<v_float32> > ErodeRowVec32f;
typedef MorphRowVec<VMax<v_float32> > DilateRowVec32f;
typedef MorphColumnVec<VMin<v_uint8> > ErodeColumnVec8u;
typedef MorphColumnVec<VMax<v_uint8> > DilateColumnVec8u;
typedef MorphColumnVec<VMin<v_uint16> > ErodeColumnVec16u;
typedef MorphColumnVec<VMax<v_uint16> > DilateColumnVec16u;
typedef MorphColumnVec<VMin<v_int16> > ErodeColumnVec16s;
typedef MorphColumnVec<VMax<v_int16> > DilateColumnVec16s;
typedef MorphColumnVec<VMin<v_float32> > ErodeColumnVec32f;
typedef MorphColumnVec<VMax<v_float32> > DilateColumnVec32f;
typedef MorphVec<VMin<v_uint8> > ErodeVec8u;
typedef MorphVec<VMax<v_uint8> > DilateVec8u;
typedef MorphVec<VMin<v_uint16> > ErodeVec16u;
typedef MorphVec<VMax<v_uint16> > DilateVec16u;
typedef MorphVec<VMin<v_int16> > ErodeVec16s;
typedef MorphVec<VMax<v_int16> > DilateVec16s;
typedef MorphVec<VMin<v_float32> > ErodeVec32f;
typedef MorphVec<VMax<v_float32> > DilateVec32f;
#else
typedef MorphRowNoVec ErodeRowVec8u;
typedef MorphRowNoVec DilateRowVec8u;
typedef MorphColumnNoVec ErodeColumnVec8u;
typedef MorphColumnNoVec DilateColumnVec8u;
typedef MorphRowNoVec ErodeRowVec16u;
typedef MorphRowNoVec DilateRowVec16u;
typedef MorphRowNoVec ErodeRowVec16s;
typedef MorphRowNoVec DilateRowVec16s;
typedef MorphRowNoVec ErodeRowVec32f;
typedef MorphRowNoVec DilateRowVec32f;
typedef MorphColumnNoVec ErodeColumnVec16u;
typedef MorphColumnNoVec DilateColumnVec16u;
typedef MorphColumnNoVec ErodeColumnVec16s;
typedef MorphColumnNoVec DilateColumnVec16s;
typedef MorphColumnNoVec ErodeColumnVec32f;
typedef MorphColumnNoVec DilateColumnVec32f;
typedef MorphNoVec ErodeVec8u;
typedef MorphNoVec DilateVec8u;
typedef MorphNoVec ErodeVec16u;
typedef MorphNoVec DilateVec16u;
typedef MorphNoVec ErodeVec16s;
typedef MorphNoVec DilateVec16s;
typedef MorphNoVec ErodeVec32f;
typedef MorphNoVec DilateVec32f;
#endif
typedef MorphRowNoVec ErodeRowVec64f;
typedef MorphRowNoVec DilateRowVec64f;
typedef MorphColumnNoVec ErodeColumnVec64f;
typedef MorphColumnNoVec DilateColumnVec64f;
typedef MorphNoVec ErodeVec64f;
typedef MorphNoVec DilateVec64f;
template<class Op, class VecOp> struct MorphRowFilter : public BaseRowFilter
{
typedef typename Op::rtype T;
MorphRowFilter( int _ksize, int _anchor ) : vecOp(_ksize, _anchor)
{
ksize = _ksize;
anchor = _anchor;
}
void operator()(const uchar* src, uchar* dst, int width, int cn) CV_OVERRIDE
{
int i, j, k, _ksize = ksize*cn;
const T* S = (const T*)src;
Op op;
T* D = (T*)dst;
if( _ksize == cn )
{
for( i = 0; i < width*cn; i++ )
D[i] = S[i];
return;
}
int i0 = vecOp(src, dst, width, cn);
width *= cn;
for( k = 0; k < cn; k++, S++, D++ )
{
for( i = i0; i <= width - cn*2; i += cn*2 )
{
const T* s = S + i;
T m = s[cn];
for( j = cn*2; j < _ksize; j += cn )
m = op(m, s[j]);
D[i] = op(m, s[0]);
D[i+cn] = op(m, s[j]);
}
for( ; i < width; i += cn )
{
const T* s = S + i;
T m = s[0];
for( j = cn; j < _ksize; j += cn )
m = op(m, s[j]);
D[i] = m;
}
}
}
VecOp vecOp;
};
template<class Op, class VecOp> struct MorphColumnFilter : public BaseColumnFilter
{
typedef typename Op::rtype T;
MorphColumnFilter( int _ksize, int _anchor ) : vecOp(_ksize, _anchor)
{
ksize = _ksize;
anchor = _anchor;
}
void operator()(const uchar** _src, uchar* dst, int dststep, int count, int width) CV_OVERRIDE
{
int i, k, _ksize = ksize;
const T** src = (const T**)_src;
T* D = (T*)dst;
Op op;
int i0 = vecOp(_src, dst, dststep, count, width);
dststep /= sizeof(D[0]);
for( ; _ksize > 1 && count > 1; count -= 2, D += dststep*2, src += 2 )
{
i = i0;
#if CV_ENABLE_UNROLLED
for( ; i <= width - 4; i += 4 )
{
const T* sptr = src[1] + i;
T s0 = sptr[0], s1 = sptr[1], s2 = sptr[2], s3 = sptr[3];
for( k = 2; k < _ksize; k++ )
{
sptr = src[k] + i;
s0 = op(s0, sptr[0]); s1 = op(s1, sptr[1]);
s2 = op(s2, sptr[2]); s3 = op(s3, sptr[3]);
}
sptr = src[0] + i;
D[i] = op(s0, sptr[0]);
D[i+1] = op(s1, sptr[1]);
D[i+2] = op(s2, sptr[2]);
D[i+3] = op(s3, sptr[3]);
sptr = src[k] + i;
D[i+dststep] = op(s0, sptr[0]);
D[i+dststep+1] = op(s1, sptr[1]);
D[i+dststep+2] = op(s2, sptr[2]);
D[i+dststep+3] = op(s3, sptr[3]);
}
#endif
for( ; i < width; i++ )
{
T s0 = src[1][i];
for( k = 2; k < _ksize; k++ )
s0 = op(s0, src[k][i]);
D[i] = op(s0, src[0][i]);
D[i+dststep] = op(s0, src[k][i]);
}
}
for( ; count > 0; count--, D += dststep, src++ )
{
i = i0;
#if CV_ENABLE_UNROLLED
for( ; i <= width - 4; i += 4 )
{
const T* sptr = src[0] + i;
T s0 = sptr[0], s1 = sptr[1], s2 = sptr[2], s3 = sptr[3];
for( k = 1; k < _ksize; k++ )
{
sptr = src[k] + i;
s0 = op(s0, sptr[0]); s1 = op(s1, sptr[1]);
s2 = op(s2, sptr[2]); s3 = op(s3, sptr[3]);
}
D[i] = s0; D[i+1] = s1;
D[i+2] = s2; D[i+3] = s3;
}
#endif
for( ; i < width; i++ )
{
T s0 = src[0][i];
for( k = 1; k < _ksize; k++ )
s0 = op(s0, src[k][i]);
D[i] = s0;
}
}
}
VecOp vecOp;
};
template<class Op, class VecOp> struct MorphFilter : BaseFilter
{
typedef typename Op::rtype T;
MorphFilter( const Mat& _kernel, Point _anchor )
{
anchor = _anchor;
ksize = _kernel.size();
CV_Assert( _kernel.type() == CV_8U );
std::vector<uchar> coeffs; // we do not really the values of non-zero
// kernel elements, just their locations
preprocess2DKernel( _kernel, coords, coeffs );
ptrs.resize( coords.size() );
}
void operator()(const uchar** src, uchar* dst, int dststep, int count, int width, int cn) CV_OVERRIDE
{
const Point* pt = &coords[0];
const T** kp = (const T**)&ptrs[0];
int i, k, nz = (int)coords.size();
Op op;
width *= cn;
for( ; count > 0; count--, dst += dststep, src++ )
{
T* D = (T*)dst;
for( k = 0; k < nz; k++ )
kp[k] = (const T*)src[pt[k].y] + pt[k].x*cn;
i = vecOp(&ptrs[0], nz, dst, width);
#if CV_ENABLE_UNROLLED
for( ; i <= width - 4; i += 4 )
{
const T* sptr = kp[0] + i;
T s0 = sptr[0], s1 = sptr[1], s2 = sptr[2], s3 = sptr[3];
for( k = 1; k < nz; k++ )
{
sptr = kp[k] + i;
s0 = op(s0, sptr[0]); s1 = op(s1, sptr[1]);
s2 = op(s2, sptr[2]); s3 = op(s3, sptr[3]);
}
D[i] = s0; D[i+1] = s1;
D[i+2] = s2; D[i+3] = s3;
}
#endif
for( ; i < width; i++ )
{
T s0 = kp[0][i];
for( k = 1; k < nz; k++ )
s0 = op(s0, kp[k][i]);
D[i] = s0;
}
}
}
std::vector<Point> coords;
std::vector<uchar*> ptrs;
VecOp vecOp;
};
}
/////////////////////////////////// External Interface ///////////////////////////////////// /////////////////////////////////// External Interface /////////////////////////////////////
cv::Ptr<cv::BaseRowFilter> cv::getMorphologyRowFilter(int op, int type, int ksize, int anchor) Ptr<BaseRowFilter> getMorphologyRowFilter(int op, int type, int ksize, int anchor)
{ {
int depth = CV_MAT_DEPTH(type); CV_INSTRUMENT_REGION();
if( anchor < 0 )
anchor = ksize/2;
CV_Assert( op == MORPH_ERODE || op == MORPH_DILATE );
if( op == MORPH_ERODE )
{
if( depth == CV_8U )
return makePtr<MorphRowFilter<MinOp<uchar>,
ErodeRowVec8u> >(ksize, anchor);
if( depth == CV_16U )
return makePtr<MorphRowFilter<MinOp<ushort>,
ErodeRowVec16u> >(ksize, anchor);
if( depth == CV_16S )
return makePtr<MorphRowFilter<MinOp<short>,
ErodeRowVec16s> >(ksize, anchor);
if( depth == CV_32F )
return makePtr<MorphRowFilter<MinOp<float>,
ErodeRowVec32f> >(ksize, anchor);
if( depth == CV_64F )
return makePtr<MorphRowFilter<MinOp<double>,
ErodeRowVec64f> >(ksize, anchor);
}
else
{
if( depth == CV_8U )
return makePtr<MorphRowFilter<MaxOp<uchar>,
DilateRowVec8u> >(ksize, anchor);
if( depth == CV_16U )
return makePtr<MorphRowFilter<MaxOp<ushort>,
DilateRowVec16u> >(ksize, anchor);
if( depth == CV_16S )
return makePtr<MorphRowFilter<MaxOp<short>,
DilateRowVec16s> >(ksize, anchor);
if( depth == CV_32F )
return makePtr<MorphRowFilter<MaxOp<float>,
DilateRowVec32f> >(ksize, anchor);
if( depth == CV_64F )
return makePtr<MorphRowFilter<MaxOp<double>,
DilateRowVec64f> >(ksize, anchor);
}
CV_Error_( CV_StsNotImplemented, ("Unsupported data type (=%d)", type)); CV_CPU_DISPATCH(getMorphologyRowFilter, (op, type, ksize, anchor),
CV_CPU_DISPATCH_MODES_ALL);
} }
cv::Ptr<cv::BaseColumnFilter> cv::getMorphologyColumnFilter(int op, int type, int ksize, int anchor) Ptr<BaseColumnFilter> getMorphologyColumnFilter(int op, int type, int ksize, int anchor)
{ {
int depth = CV_MAT_DEPTH(type); CV_INSTRUMENT_REGION();
if( anchor < 0 )
anchor = ksize/2;
CV_Assert( op == MORPH_ERODE || op == MORPH_DILATE );
if( op == MORPH_ERODE )
{
if( depth == CV_8U )
return makePtr<MorphColumnFilter<MinOp<uchar>,
ErodeColumnVec8u> >(ksize, anchor);
if( depth == CV_16U )
return makePtr<MorphColumnFilter<MinOp<ushort>,
ErodeColumnVec16u> >(ksize, anchor);
if( depth == CV_16S )
return makePtr<MorphColumnFilter<MinOp<short>,
ErodeColumnVec16s> >(ksize, anchor);
if( depth == CV_32F )
return makePtr<MorphColumnFilter<MinOp<float>,
ErodeColumnVec32f> >(ksize, anchor);
if( depth == CV_64F )
return makePtr<MorphColumnFilter<MinOp<double>,
ErodeColumnVec64f> >(ksize, anchor);
}
else
{
if( depth == CV_8U )
return makePtr<MorphColumnFilter<MaxOp<uchar>,
DilateColumnVec8u> >(ksize, anchor);
if( depth == CV_16U )
return makePtr<MorphColumnFilter<MaxOp<ushort>,
DilateColumnVec16u> >(ksize, anchor);
if( depth == CV_16S )
return makePtr<MorphColumnFilter<MaxOp<short>,
DilateColumnVec16s> >(ksize, anchor);
if( depth == CV_32F )
return makePtr<MorphColumnFilter<MaxOp<float>,
DilateColumnVec32f> >(ksize, anchor);
if( depth == CV_64F )
return makePtr<MorphColumnFilter<MaxOp<double>,
DilateColumnVec64f> >(ksize, anchor);
}
CV_Error_( CV_StsNotImplemented, ("Unsupported data type (=%d)", type)); CV_CPU_DISPATCH(getMorphologyColumnFilter, (op, type, ksize, anchor),
CV_CPU_DISPATCH_MODES_ALL);
} }
cv::Ptr<cv::BaseFilter> cv::getMorphologyFilter(int op, int type, InputArray _kernel, Point anchor) Ptr<BaseFilter> getMorphologyFilter(int op, int type, InputArray _kernel, Point anchor)
{ {
Mat kernel = _kernel.getMat(); CV_INSTRUMENT_REGION();
int depth = CV_MAT_DEPTH(type);
anchor = normalizeAnchor(anchor, kernel.size());
CV_Assert( op == MORPH_ERODE || op == MORPH_DILATE );
if( op == MORPH_ERODE )
{
if( depth == CV_8U )
return makePtr<MorphFilter<MinOp<uchar>, ErodeVec8u> >(kernel, anchor);
if( depth == CV_16U )
return makePtr<MorphFilter<MinOp<ushort>, ErodeVec16u> >(kernel, anchor);
if( depth == CV_16S )
return makePtr<MorphFilter<MinOp<short>, ErodeVec16s> >(kernel, anchor);
if( depth == CV_32F )
return makePtr<MorphFilter<MinOp<float>, ErodeVec32f> >(kernel, anchor);
if( depth == CV_64F )
return makePtr<MorphFilter<MinOp<double>, ErodeVec64f> >(kernel, anchor);
}
else
{
if( depth == CV_8U )
return makePtr<MorphFilter<MaxOp<uchar>, DilateVec8u> >(kernel, anchor);
if( depth == CV_16U )
return makePtr<MorphFilter<MaxOp<ushort>, DilateVec16u> >(kernel, anchor);
if( depth == CV_16S )
return makePtr<MorphFilter<MaxOp<short>, DilateVec16s> >(kernel, anchor);
if( depth == CV_32F )
return makePtr<MorphFilter<MaxOp<float>, DilateVec32f> >(kernel, anchor);
if( depth == CV_64F )
return makePtr<MorphFilter<MaxOp<double>, DilateVec64f> >(kernel, anchor);
}
CV_Error_( CV_StsNotImplemented, ("Unsupported data type (=%d)", type)); Mat kernel = _kernel.getMat();
CV_CPU_DISPATCH(getMorphologyFilter, (op, type, kernel, anchor),
CV_CPU_DISPATCH_MODES_ALL);
} }
cv::Ptr<cv::FilterEngine> cv::createMorphologyFilter( int op, int type, InputArray _kernel, Ptr<FilterEngine> createMorphologyFilter(
Point anchor, int _rowBorderType, int _columnBorderType, int op, int type, InputArray _kernel,
const Scalar& _borderValue ) Point anchor, int _rowBorderType, int _columnBorderType,
const Scalar& _borderValue)
{ {
Mat kernel = _kernel.getMat(); Mat kernel = _kernel.getMat();
anchor = normalizeAnchor(anchor, kernel.size()); anchor = normalizeAnchor(anchor, kernel.size());
...@@ -862,7 +132,7 @@ cv::Ptr<cv::FilterEngine> cv::createMorphologyFilter( int op, int type, InputArr ...@@ -862,7 +132,7 @@ cv::Ptr<cv::FilterEngine> cv::createMorphologyFilter( int op, int type, InputArr
} }
cv::Mat cv::getStructuringElement(int shape, Size ksize, Point anchor) Mat getStructuringElement(int shape, Size ksize, Point anchor)
{ {
int i, j; int i, j;
int r = 0, c = 0; int r = 0, c = 0;
...@@ -915,9 +185,6 @@ cv::Mat cv::getStructuringElement(int shape, Size ksize, Point anchor) ...@@ -915,9 +185,6 @@ cv::Mat cv::getStructuringElement(int shape, Size ksize, Point anchor)
return elem; return elem;
} }
namespace cv
{
// ===== 1. replacement implementation // ===== 1. replacement implementation
static bool halMorph(int op, int src_type, int dst_type, static bool halMorph(int op, int src_type, int dst_type,
...@@ -1732,9 +999,7 @@ static void morphOp( int op, InputArray _src, OutputArray _dst, ...@@ -1732,9 +999,7 @@ static void morphOp( int op, InputArray _src, OutputArray _dst,
(src.isSubmatrix() && !isolated)); (src.isSubmatrix() && !isolated));
} }
} void erode( InputArray src, OutputArray dst, InputArray kernel,
void cv::erode( InputArray src, OutputArray dst, InputArray kernel,
Point anchor, int iterations, Point anchor, int iterations,
int borderType, const Scalar& borderValue ) int borderType, const Scalar& borderValue )
{ {
...@@ -1744,7 +1009,7 @@ void cv::erode( InputArray src, OutputArray dst, InputArray kernel, ...@@ -1744,7 +1009,7 @@ void cv::erode( InputArray src, OutputArray dst, InputArray kernel,
} }
void cv::dilate( InputArray src, OutputArray dst, InputArray kernel, void dilate( InputArray src, OutputArray dst, InputArray kernel,
Point anchor, int iterations, Point anchor, int iterations,
int borderType, const Scalar& borderValue ) int borderType, const Scalar& borderValue )
{ {
...@@ -1755,8 +1020,6 @@ void cv::dilate( InputArray src, OutputArray dst, InputArray kernel, ...@@ -1755,8 +1020,6 @@ void cv::dilate( InputArray src, OutputArray dst, InputArray kernel,
#ifdef HAVE_OPENCL #ifdef HAVE_OPENCL
namespace cv {
static bool ocl_morphologyEx(InputArray _src, OutputArray _dst, int op, static bool ocl_morphologyEx(InputArray _src, OutputArray _dst, int op,
InputArray kernel, Point anchor, int iterations, InputArray kernel, Point anchor, int iterations,
int borderType, const Scalar& borderValue) int borderType, const Scalar& borderValue)
...@@ -1813,13 +1076,11 @@ static bool ocl_morphologyEx(InputArray _src, OutputArray _dst, int op, ...@@ -1813,13 +1076,11 @@ static bool ocl_morphologyEx(InputArray _src, OutputArray _dst, int op,
return true; return true;
} }
}
#endif #endif
#define IPP_DISABLE_MORPH_ADV 1 #define IPP_DISABLE_MORPH_ADV 1
#ifdef HAVE_IPP #ifdef HAVE_IPP
#if !IPP_DISABLE_MORPH_ADV #if !IPP_DISABLE_MORPH_ADV
namespace cv {
static bool ipp_morphologyEx(int op, InputArray _src, OutputArray _dst, static bool ipp_morphologyEx(int op, InputArray _src, OutputArray _dst,
InputArray _kernel, InputArray _kernel,
Point anchor, int iterations, Point anchor, int iterations,
...@@ -1884,11 +1145,10 @@ static bool ipp_morphologyEx(int op, InputArray _src, OutputArray _dst, ...@@ -1884,11 +1145,10 @@ static bool ipp_morphologyEx(int op, InputArray _src, OutputArray _dst,
return false; return false;
#endif #endif
} }
}
#endif #endif
#endif #endif
void cv::morphologyEx( InputArray _src, OutputArray _dst, int op, void morphologyEx( InputArray _src, OutputArray _dst, int op,
InputArray _kernel, Point anchor, int iterations, InputArray _kernel, Point anchor, int iterations,
int borderType, const Scalar& borderValue ) int borderType, const Scalar& borderValue )
{ {
...@@ -1985,6 +1245,8 @@ void cv::morphologyEx( InputArray _src, OutputArray _dst, int op, ...@@ -1985,6 +1245,8 @@ void cv::morphologyEx( InputArray _src, OutputArray _dst, int op,
} }
} }
} // namespace cv
CV_IMPL IplConvKernel * CV_IMPL IplConvKernel *
cvCreateStructuringElementEx( int cols, int rows, cvCreateStructuringElementEx( int cols, int rows,
int anchorX, int anchorY, int anchorX, int anchorY,
......
modules/imgproc/src/morph.simd.hpp
View file @ 2c07c671
...@@ -42,21 +42,22 @@ ...@@ -42,21 +42,22 @@
#include "precomp.hpp" #include "precomp.hpp"
#include <limits.h> #include <limits.h>
#include "opencl_kernels_imgproc.hpp"
#include <iostream>
#include "hal_replacement.hpp"
#include "opencv2/core/hal/intrin.hpp" #include "opencv2/core/hal/intrin.hpp"
#include <opencv2/core/utils/configuration.private.hpp>
/****************************************************************************************\ /****************************************************************************************\
Basic Morphological Operations: Erosion & Dilation Basic Morphological Operations: Erosion & Dilation
\****************************************************************************************/ \****************************************************************************************/
using namespace std; namespace cv {
CV_CPU_OPTIMIZATION_NAMESPACE_BEGIN
// forward declarations
Ptr<BaseRowFilter> getMorphologyRowFilter(int op, int type, int ksize, int anchor);
Ptr<BaseColumnFilter> getMorphologyColumnFilter(int op, int type, int ksize, int anchor);
Ptr<BaseFilter> getMorphologyFilter(int op, int type, const Mat& kernel, Point anchor);
namespace cv #ifndef CV_CPU_OPTIMIZATION_DECLARATIONS_ONLY
{
namespace {
template<typename T> struct MinOp template<typename T> struct MinOp
{ {
typedef T type1; typedef T type1;
...@@ -73,6 +74,9 @@ template<typename T> struct MaxOp ...@@ -73,6 +74,9 @@ template<typename T> struct MaxOp
T operator ()(const T a, const T b) const { return std::max(a, b); } T operator ()(const T a, const T b) const { return std::max(a, b); }
}; };
#if !defined(CV_SIMD) // min/max operation are usually fast enough (without using of control flow 'if' statements)
#undef CV_MIN_8U #undef CV_MIN_8U
#undef CV_MAX_8U #undef CV_MAX_8U
#define CV_MIN_8U(a,b) ((a) - CV_FAST_CAST_8U((a) - (b))) #define CV_MIN_8U(a,b) ((a) - CV_FAST_CAST_8U((a) - (b)))
...@@ -81,6 +85,10 @@ template<typename T> struct MaxOp ...@@ -81,6 +85,10 @@ template<typename T> struct MaxOp
template<> inline uchar MinOp<uchar>::operator ()(const uchar a, const uchar b) const { return CV_MIN_8U(a, b); } template<> inline uchar MinOp<uchar>::operator ()(const uchar a, const uchar b) const { return CV_MIN_8U(a, b); }
template<> inline uchar MaxOp<uchar>::operator ()(const uchar a, const uchar b) const { return CV_MAX_8U(a, b); } template<> inline uchar MaxOp<uchar>::operator ()(const uchar a, const uchar b) const { return CV_MAX_8U(a, b); }
#endif
struct MorphRowNoVec struct MorphRowNoVec
{ {
MorphRowNoVec(int, int) {} MorphRowNoVec(int, int) {}
...@@ -107,6 +115,8 @@ template<class VecUpdate> struct MorphRowVec ...@@ -107,6 +115,8 @@ template<class VecUpdate> struct MorphRowVec
MorphRowVec(int _ksize, int _anchor) : ksize(_ksize), anchor(_anchor) {} MorphRowVec(int _ksize, int _anchor) : ksize(_ksize), anchor(_anchor) {}
int operator()(const uchar* src, uchar* dst, int width, int cn) const int operator()(const uchar* src, uchar* dst, int width, int cn) const
{ {
CV_INSTRUMENT_REGION();
int i, k, _ksize = ksize*cn; int i, k, _ksize = ksize*cn;
width *= cn; width *= cn;
VecUpdate updateOp; VecUpdate updateOp;
...@@ -173,6 +183,8 @@ template<class VecUpdate> struct MorphColumnVec ...@@ -173,6 +183,8 @@ template<class VecUpdate> struct MorphColumnVec
MorphColumnVec(int _ksize, int _anchor) : ksize(_ksize), anchor(_anchor) {} MorphColumnVec(int _ksize, int _anchor) : ksize(_ksize), anchor(_anchor) {}
int operator()(const uchar** _src, uchar* _dst, int dststep, int count, int width) const int operator()(const uchar** _src, uchar* _dst, int dststep, int count, int width) const
{ {
CV_INSTRUMENT_REGION();
int i = 0, k, _ksize = ksize; int i = 0, k, _ksize = ksize;
VecUpdate updateOp; VecUpdate updateOp;
...@@ -332,6 +344,8 @@ template<class VecUpdate> struct MorphVec ...@@ -332,6 +344,8 @@ template<class VecUpdate> struct MorphVec
typedef typename vtype::lane_type stype; typedef typename vtype::lane_type stype;
int operator()(uchar** _src, int nz, uchar* _dst, int width) const int operator()(uchar** _src, int nz, uchar* _dst, int width) const
{ {
CV_INSTRUMENT_REGION();
const stype** src = (const stype**)_src; const stype** src = (const stype**)_src;
stype* dst = (stype*)_dst; stype* dst = (stype*)_dst;
int i, k; int i, k;
...@@ -483,6 +497,8 @@ template<class Op, class VecOp> struct MorphRowFilter : public BaseRowFilter ...@@ -483,6 +497,8 @@ template<class Op, class VecOp> struct MorphRowFilter : public BaseRowFilter
void operator()(const uchar* src, uchar* dst, int width, int cn) CV_OVERRIDE void operator()(const uchar* src, uchar* dst, int width, int cn) CV_OVERRIDE
{ {
CV_INSTRUMENT_REGION();
int i, j, k, _ksize = ksize*cn; int i, j, k, _ksize = ksize*cn;
const T* S = (const T*)src; const T* S = (const T*)src;
Op op; Op op;
...@@ -537,6 +553,8 @@ template<class Op, class VecOp> struct MorphColumnFilter : public BaseColumnFilt ...@@ -537,6 +553,8 @@ template<class Op, class VecOp> struct MorphColumnFilter : public BaseColumnFilt
void operator()(const uchar** _src, uchar* dst, int dststep, int count, int width) CV_OVERRIDE void operator()(const uchar** _src, uchar* dst, int dststep, int count, int width) CV_OVERRIDE
{ {
CV_INSTRUMENT_REGION();
int i, k, _ksize = ksize; int i, k, _ksize = ksize;
const T** src = (const T**)_src; const T** src = (const T**)_src;
T* D = (T*)dst; T* D = (T*)dst;
...@@ -638,6 +656,8 @@ template<class Op, class VecOp> struct MorphFilter : BaseFilter ...@@ -638,6 +656,8 @@ template<class Op, class VecOp> struct MorphFilter : BaseFilter
void operator()(const uchar** src, uchar* dst, int dststep, int count, int width, int cn) CV_OVERRIDE void operator()(const uchar** src, uchar* dst, int dststep, int count, int width, int cn) CV_OVERRIDE
{ {
CV_INSTRUMENT_REGION();
const Point* pt = &coords[0]; const Point* pt = &coords[0];
const T** kp = (const T**)&ptrs[0]; const T** kp = (const T**)&ptrs[0];
int i, k, nz = (int)coords.size(); int i, k, nz = (int)coords.size();
...@@ -684,12 +704,14 @@ template<class Op, class VecOp> struct MorphFilter : BaseFilter ...@@ -684,12 +704,14 @@ template<class Op, class VecOp> struct MorphFilter : BaseFilter
VecOp vecOp; VecOp vecOp;
}; };
} } // namespace anon
/////////////////////////////////// External Interface ///////////////////////////////////// /////////////////////////////////// External Interface /////////////////////////////////////
cv::Ptr<cv::BaseRowFilter> cv::getMorphologyRowFilter(int op, int type, int ksize, int anchor) Ptr<BaseRowFilter> getMorphologyRowFilter(int op, int type, int ksize, int anchor)
{ {
CV_INSTRUMENT_REGION();
int depth = CV_MAT_DEPTH(type); int depth = CV_MAT_DEPTH(type);
if( anchor < 0 ) if( anchor < 0 )
anchor = ksize/2; anchor = ksize/2;
...@@ -734,8 +756,10 @@ cv::Ptr<cv::BaseRowFilter> cv::getMorphologyRowFilter(int op, int type, int ksiz ...@@ -734,8 +756,10 @@ cv::Ptr<cv::BaseRowFilter> cv::getMorphologyRowFilter(int op, int type, int ksiz
CV_Error_( CV_StsNotImplemented, ("Unsupported data type (=%d)", type)); CV_Error_( CV_StsNotImplemented, ("Unsupported data type (=%d)", type));
} }
cv::Ptr<cv::BaseColumnFilter> cv::getMorphologyColumnFilter(int op, int type, int ksize, int anchor) Ptr<BaseColumnFilter> getMorphologyColumnFilter(int op, int type, int ksize, int anchor)
{ {
CV_INSTRUMENT_REGION();
int depth = CV_MAT_DEPTH(type); int depth = CV_MAT_DEPTH(type);
if( anchor < 0 ) if( anchor < 0 )
anchor = ksize/2; anchor = ksize/2;
...@@ -780,10 +804,10 @@ cv::Ptr<cv::BaseColumnFilter> cv::getMorphologyColumnFilter(int op, int type, in ...@@ -780,10 +804,10 @@ cv::Ptr<cv::BaseColumnFilter> cv::getMorphologyColumnFilter(int op, int type, in
CV_Error_( CV_StsNotImplemented, ("Unsupported data type (=%d)", type)); CV_Error_( CV_StsNotImplemented, ("Unsupported data type (=%d)", type));
} }
Ptr<BaseFilter> getMorphologyFilter(int op, int type, const Mat& kernel, Point anchor)
cv::Ptr<cv::BaseFilter> cv::getMorphologyFilter(int op, int type, InputArray _kernel, Point anchor)
{ {
Mat kernel = _kernel.getMat(); CV_INSTRUMENT_REGION();
int depth = CV_MAT_DEPTH(type); int depth = CV_MAT_DEPTH(type);
anchor = normalizeAnchor(anchor, kernel.size()); anchor = normalizeAnchor(anchor, kernel.size());
CV_Assert( op == MORPH_ERODE || op == MORPH_DILATE ); CV_Assert( op == MORPH_ERODE || op == MORPH_DILATE );
...@@ -817,1279 +841,6 @@ cv::Ptr<cv::BaseFilter> cv::getMorphologyFilter(int op, int type, InputArray _ke ...@@ -817,1279 +841,6 @@ cv::Ptr<cv::BaseFilter> cv::getMorphologyFilter(int op, int type, InputArray _ke
CV_Error_( CV_StsNotImplemented, ("Unsupported data type (=%d)", type)); CV_Error_( CV_StsNotImplemented, ("Unsupported data type (=%d)", type));
} }
cv::Ptr<cv::FilterEngine> cv::createMorphologyFilter( int op, int type, InputArray _kernel,
Point anchor, int _rowBorderType, int _columnBorderType,
const Scalar& _borderValue )
{
Mat kernel = _kernel.getMat();
anchor = normalizeAnchor(anchor, kernel.size());
Ptr<BaseRowFilter> rowFilter;
Ptr<BaseColumnFilter> columnFilter;
Ptr<BaseFilter> filter2D;
if( countNonZero(kernel) == kernel.rows*kernel.cols )
{
// rectangular structuring element
rowFilter = getMorphologyRowFilter(op, type, kernel.cols, anchor.x);
columnFilter = getMorphologyColumnFilter(op, type, kernel.rows, anchor.y);
}
else
filter2D = getMorphologyFilter(op, type, kernel, anchor);
Scalar borderValue = _borderValue;
if( (_rowBorderType == BORDER_CONSTANT || _columnBorderType == BORDER_CONSTANT) &&
borderValue == morphologyDefaultBorderValue() )
{
int depth = CV_MAT_DEPTH(type);
CV_Assert( depth == CV_8U || depth == CV_16U || depth == CV_16S ||
depth == CV_32F || depth == CV_64F );
if( op == MORPH_ERODE )
borderValue = Scalar::all( depth == CV_8U ? (double)UCHAR_MAX :
depth == CV_16U ? (double)USHRT_MAX :
depth == CV_16S ? (double)SHRT_MAX :
depth == CV_32F ? (double)FLT_MAX : DBL_MAX);
else
borderValue = Scalar::all( depth == CV_8U || depth == CV_16U ?
0. :
depth == CV_16S ? (double)SHRT_MIN :
depth == CV_32F ? (double)-FLT_MAX : -DBL_MAX);
}
return makePtr<FilterEngine>(filter2D, rowFilter, columnFilter,
type, type, type, _rowBorderType, _columnBorderType, borderValue );
}
cv::Mat cv::getStructuringElement(int shape, Size ksize, Point anchor)
{
int i, j;
int r = 0, c = 0;
double inv_r2 = 0;
CV_Assert( shape == MORPH_RECT || shape == MORPH_CROSS || shape == MORPH_ELLIPSE );
anchor = normalizeAnchor(anchor, ksize);
if( ksize == Size(1,1) )
shape = MORPH_RECT;
if( shape == MORPH_ELLIPSE )
{
r = ksize.height/2;
c = ksize.width/2;
inv_r2 = r ? 1./((double)r*r) : 0;
}
Mat elem(ksize, CV_8U);
for( i = 0; i < ksize.height; i++ )
{
uchar* ptr = elem.ptr(i);
int j1 = 0, j2 = 0;
if( shape == MORPH_RECT || (shape == MORPH_CROSS && i == anchor.y) )
j2 = ksize.width;
else if( shape == MORPH_CROSS )
j1 = anchor.x, j2 = j1 + 1;
else
{
int dy = i - r;
if( std::abs(dy) <= r )
{
int dx = saturate_cast<int>(c*std::sqrt((r*r - dy*dy)*inv_r2));
j1 = std::max( c - dx, 0 );
j2 = std::min( c + dx + 1, ksize.width );
}
}
for( j = 0; j < j1; j++ )
ptr[j] = 0;
for( ; j < j2; j++ )
ptr[j] = 1;
for( ; j < ksize.width; j++ )
ptr[j] = 0;
}
return elem;
}
namespace cv
{
// ===== 1. replacement implementation
static bool halMorph(int op, int src_type, int dst_type,
uchar * src_data, size_t src_step,
uchar * dst_data, size_t dst_step,
int width, int height,
int roi_width, int roi_height, int roi_x, int roi_y,
int roi_width2, int roi_height2, int roi_x2, int roi_y2,
int kernel_type, uchar * kernel_data, size_t kernel_step,
int kernel_width, int kernel_height, int anchor_x, int anchor_y,
int borderType, const double borderValue[4], int iterations, bool isSubmatrix)
{
cvhalFilter2D * ctx;
int res = cv_hal_morphInit(&ctx, op, src_type, dst_type, width, height,
kernel_type, kernel_data, kernel_step, kernel_width, kernel_height,
anchor_x, anchor_y,
borderType, borderValue,
iterations, isSubmatrix, src_data == dst_data);
if (res != CV_HAL_ERROR_OK)
return false;
res = cv_hal_morph(ctx, src_data, src_step, dst_data, dst_step, width, height,
roi_width, roi_height,
roi_x, roi_y,
roi_width2, roi_height2,
roi_x2, roi_y2);
bool success = (res == CV_HAL_ERROR_OK);
res = cv_hal_morphFree(ctx);
if (res != CV_HAL_ERROR_OK)
return false;
return success;
}
// ===== 2. IPP implementation
#ifdef HAVE_IPP
#ifdef HAVE_IPP_IW
static inline IwiMorphologyType ippiGetMorphologyType(int morphOp)
{
return morphOp == MORPH_ERODE ? iwiMorphErode :
morphOp == MORPH_DILATE ? iwiMorphDilate :
morphOp == MORPH_OPEN ? iwiMorphOpen :
morphOp == MORPH_CLOSE ? iwiMorphClose :
morphOp == MORPH_GRADIENT ? iwiMorphGradient :
morphOp == MORPH_TOPHAT ? iwiMorphTophat :
morphOp == MORPH_BLACKHAT ? iwiMorphBlackhat : (IwiMorphologyType)-1;
}
#endif
static bool ippMorph(int op, int src_type, int dst_type,
const uchar * src_data, size_t src_step,
uchar * dst_data, size_t dst_step,
int width, int height,
int roi_width, int roi_height, int roi_x, int roi_y,
int roi_width2, int roi_height2, int roi_x2, int roi_y2,
int kernel_type, uchar * kernel_data, size_t kernel_step,
int kernel_width, int kernel_height, int anchor_x, int anchor_y,
int borderType, const double borderValue[4], int iterations, bool isSubmatrix)
{
#ifdef HAVE_IPP_IW
CV_INSTRUMENT_REGION_IPP();
#if IPP_VERSION_X100 < 201800
// Problem with SSE42 optimizations performance
if(cv::ipp::getIppTopFeatures() == ippCPUID_SSE42)
return false;
// Different mask flipping
if(op == MORPH_GRADIENT)
return false;
// Integer overflow bug
if(src_step >= IPP_MAX_32S ||
src_step*height >= IPP_MAX_32S)
return false;
#endif
#if IPP_VERSION_X100 < 201801
// Problem with AVX512 optimizations performance
if(cv::ipp::getIppTopFeatures()&ippCPUID_AVX512F)
return false;
// Multiple iterations on small mask is not effective in current integration
// Implace imitation for 3x3 kernel is not efficient
// Advanced morphology for small mask introduces degradations
if((iterations > 1 || src_data == dst_data || (op != MORPH_ERODE && op != MORPH_DILATE)) && kernel_width*kernel_height < 25)
return false;
// Skip even mask sizes for advanced morphology since they can produce out of spec writes
if((op != MORPH_ERODE && op != MORPH_DILATE) && (!(kernel_width&1) || !(kernel_height&1)))
return false;
#endif
IppAutoBuffer<Ipp8u> kernelTempBuffer;
::ipp::IwiBorderSize iwBorderSize;
::ipp::IwiBorderSize iwBorderSize2;
::ipp::IwiBorderType iwBorderType;
::ipp::IwiBorderType iwBorderType2;
::ipp::IwiImage iwMask;
::ipp::IwiImage iwInter;
::ipp::IwiSize initSize(width, height);
::ipp::IwiSize kernelSize(kernel_width, kernel_height);
IppDataType type = ippiGetDataType(CV_MAT_DEPTH(src_type));
int channels = CV_MAT_CN(src_type);
IwiMorphologyType morphType = ippiGetMorphologyType(op);
CV_UNUSED(isSubmatrix);
if((int)morphType < 0)
return false;
if(iterations > 1 && morphType != iwiMorphErode && morphType != iwiMorphDilate)
return false;
if(src_type != dst_type)
return false;
if(!ippiCheckAnchor(anchor_x, anchor_y, kernel_width, kernel_height))
return false;
try
{
::ipp::IwiImage iwSrc(initSize, type, channels, ::ipp::IwiBorderSize(roi_x, roi_y, roi_width-roi_x-width, roi_height-roi_y-height), (void*)src_data, src_step);
::ipp::IwiImage iwDst(initSize, type, channels, ::ipp::IwiBorderSize(roi_x2, roi_y2, roi_width2-roi_x2-width, roi_height2-roi_y2-height), (void*)dst_data, dst_step);
iwBorderSize = ::ipp::iwiSizeToBorderSize(kernelSize);
iwBorderType = ippiGetBorder(iwSrc, borderType, iwBorderSize);
if(!iwBorderType)
return false;
if(iterations > 1)
{
// Check dst border for second and later iterations
iwBorderSize2 = ::ipp::iwiSizeToBorderSize(kernelSize);
iwBorderType2 = ippiGetBorder(iwDst, borderType, iwBorderSize2);
if(!iwBorderType2)
return false;
}
if(morphType != iwiMorphErode && morphType != iwiMorphDilate && morphType != iwiMorphGradient)
{
// For now complex morphology support only InMem around all sides. This will be improved later.
if((iwBorderType&ippBorderInMem) && (iwBorderType&ippBorderInMem) != ippBorderInMem)
return false;
if((iwBorderType&ippBorderInMem) == ippBorderInMem)
{
iwBorderType &= ~ippBorderInMem;
iwBorderType &= ippBorderFirstStageInMem;
}
}
if(iwBorderType.StripFlags() == ippBorderConst)
{
if(Vec<double, 4>(borderValue) == morphologyDefaultBorderValue())
iwBorderType.SetType(ippBorderDefault);
else
iwBorderType.m_value = ::ipp::IwValueFloat(borderValue[0], borderValue[1], borderValue[2], borderValue[3]);
}
iwMask.Init(ippiSize(kernel_width, kernel_height), ippiGetDataType(CV_MAT_DEPTH(kernel_type)), CV_MAT_CN(kernel_type), 0, kernel_data, kernel_step);
::ipp::IwiImage iwMaskLoc = iwMask;
if(morphType == iwiMorphDilate)
{
iwMaskLoc.Alloc(iwMask.m_size, iwMask.m_dataType, iwMask.m_channels);
::ipp::iwiMirror(iwMask, iwMaskLoc, ippAxsBoth);
iwMask = iwMaskLoc;
}
if(iterations > 1)
{
// OpenCV uses in mem border from dst for two and more iterations, so we need to keep this border in intermediate image
iwInter.Alloc(initSize, type, channels, iwBorderSize2);
::ipp::IwiImage *pSwap[2] = {&iwInter, &iwDst};
CV_INSTRUMENT_FUN_IPP(::ipp::iwiFilterMorphology, iwSrc, iwInter, morphType, iwMask, ::ipp::IwDefault(), iwBorderType);
// Copy border only
{
if(iwBorderSize2.top)
{
::ipp::IwiRoi borderRoi(-iwBorderSize2.left, -iwBorderSize2.top, iwDst.m_size.width+iwBorderSize2.left+iwBorderSize2.right, iwBorderSize2.top);
::ipp::IwiImage iwInterRoi = iwInter.GetRoiImage(borderRoi);
::ipp::iwiCopy(iwDst.GetRoiImage(borderRoi), iwInterRoi);
}
if(iwBorderSize2.bottom)
{
::ipp::IwiRoi borderRoi(-iwBorderSize2.left, iwDst.m_size.height, iwDst.m_size.width+iwBorderSize2.left+iwBorderSize2.right, iwBorderSize2.bottom);
::ipp::IwiImage iwInterRoi = iwInter.GetRoiImage(borderRoi);
::ipp::iwiCopy(iwDst.GetRoiImage(borderRoi), iwInterRoi);
}
if(iwBorderSize2.left)
{
::ipp::IwiRoi borderRoi(-iwBorderSize2.left, 0, iwBorderSize2.left, iwDst.m_size.height);
::ipp::IwiImage iwInterRoi = iwInter.GetRoiImage(borderRoi);
::ipp::iwiCopy(iwDst.GetRoiImage(borderRoi), iwInterRoi);
}
if(iwBorderSize2.right)
{
::ipp::IwiRoi borderRoi(iwDst.m_size.width, 0, iwBorderSize2.left, iwDst.m_size.height);
::ipp::IwiImage iwInterRoi = iwInter.GetRoiImage(borderRoi);
::ipp::iwiCopy(iwDst.GetRoiImage(borderRoi), iwInterRoi);
}
}
iwBorderType2.SetType(iwBorderType);
for(int i = 0; i < iterations-1; i++)
CV_INSTRUMENT_FUN_IPP(::ipp::iwiFilterMorphology, *pSwap[i&0x1], *pSwap[(i+1)&0x1], morphType, iwMask, ::ipp::IwDefault(), iwBorderType2);
if(iterations&0x1)
CV_INSTRUMENT_FUN_IPP(::ipp::iwiCopy, iwInter, iwDst);
}
else
{
if(src_data == dst_data)
{
iwInter.Alloc(initSize, type, channels);
CV_INSTRUMENT_FUN_IPP(::ipp::iwiFilterMorphology, iwSrc, iwInter, morphType, iwMask, ::ipp::IwDefault(), iwBorderType);
CV_INSTRUMENT_FUN_IPP(::ipp::iwiCopy, iwInter, iwDst);
}
else
CV_INSTRUMENT_FUN_IPP(::ipp::iwiFilterMorphology, iwSrc, iwDst, morphType, iwMask, ::ipp::IwDefault(), iwBorderType);
}
}
catch(const ::ipp::IwException &)
{
return false;
}
return true;
#else
CV_UNUSED(op); CV_UNUSED(src_type); CV_UNUSED(dst_type); CV_UNUSED(src_data); CV_UNUSED(src_step); CV_UNUSED(dst_data);
CV_UNUSED(dst_step); CV_UNUSED(width); CV_UNUSED(height); CV_UNUSED(roi_width); CV_UNUSED(roi_height);
CV_UNUSED(roi_x); CV_UNUSED(roi_y); CV_UNUSED(roi_width2); CV_UNUSED(roi_height2); CV_UNUSED(roi_x2); CV_UNUSED(roi_y2);
CV_UNUSED(kernel_type); CV_UNUSED(kernel_data); CV_UNUSED(kernel_step); CV_UNUSED(kernel_width); CV_UNUSED(kernel_height);
CV_UNUSED(anchor_x); CV_UNUSED(anchor_y); CV_UNUSED(borderType); CV_UNUSED(borderValue); CV_UNUSED(iterations);
CV_UNUSED(isSubmatrix);
return false;
#endif
};
#endif // HAVE_IPP
// ===== 3. Fallback implementation
static void ocvMorph(int op, int src_type, int dst_type,
uchar * src_data, size_t src_step,
uchar * dst_data, size_t dst_step,
int width, int height,
int roi_width, int roi_height, int roi_x, int roi_y,
int roi_width2, int roi_height2, int roi_x2, int roi_y2,
int kernel_type, uchar * kernel_data, size_t kernel_step,
int kernel_width, int kernel_height, int anchor_x, int anchor_y,
int borderType, const double borderValue[4], int iterations)
{
Mat kernel(Size(kernel_width, kernel_height), kernel_type, kernel_data, kernel_step);
Point anchor(anchor_x, anchor_y);
Vec<double, 4> borderVal(borderValue);
Ptr<FilterEngine> f = createMorphologyFilter(op, src_type, kernel, anchor, borderType, borderType, borderVal);
Mat src(Size(width, height), src_type, src_data, src_step);
Mat dst(Size(width, height), dst_type, dst_data, dst_step);
{
Point ofs(roi_x, roi_y);
Size wsz(roi_width, roi_height);
f->apply( src, dst, wsz, ofs );
}
{
Point ofs(roi_x2, roi_y2);
Size wsz(roi_width2, roi_height2);
for( int i = 1; i < iterations; i++ )
f->apply( dst, dst, wsz, ofs );
}
}
// ===== HAL interface implementation
namespace hal {
CV_DEPRECATED Ptr<Morph> Morph::create(int , int , int , int , int ,
int , uchar * , size_t ,
int , int ,
int , int ,
int , const double *,
int , bool , bool ) { return Ptr<hal::Morph>(); }
void morph(int op, int src_type, int dst_type,
uchar * src_data, size_t src_step,
uchar * dst_data, size_t dst_step,
int width, int height,
int roi_width, int roi_height, int roi_x, int roi_y,
int roi_width2, int roi_height2, int roi_x2, int roi_y2,
int kernel_type, uchar * kernel_data, size_t kernel_step,
int kernel_width, int kernel_height, int anchor_x, int anchor_y,
int borderType, const double borderValue[4], int iterations, bool isSubmatrix)
{
{
bool res = halMorph(op, src_type, dst_type, src_data, src_step, dst_data, dst_step, width, height,
roi_width, roi_height, roi_x, roi_y,
roi_width2, roi_height2, roi_x2, roi_y2,
kernel_type, kernel_data, kernel_step,
kernel_width, kernel_height, anchor_x, anchor_y,
borderType, borderValue, iterations, isSubmatrix);
if (res)
return;
}
CV_IPP_RUN_FAST(ippMorph(op, src_type, dst_type, src_data, src_step, dst_data, dst_step, width, height,
roi_width, roi_height, roi_x, roi_y,
roi_width2, roi_height2, roi_x2, roi_y2,
kernel_type, kernel_data, kernel_step,
kernel_width, kernel_height, anchor_x, anchor_y,
borderType, borderValue, iterations, isSubmatrix));
ocvMorph(op, src_type, dst_type, src_data, src_step, dst_data, dst_step, width, height,
roi_width, roi_height, roi_x, roi_y,
roi_width2, roi_height2, roi_x2, roi_y2,
kernel_type, kernel_data, kernel_step,
kernel_width, kernel_height, anchor_x, anchor_y,
borderType, borderValue, iterations);
}
} // cv::hal
#ifdef HAVE_OPENCL
#define ROUNDUP(sz, n) ((sz) + (n) - 1 - (((sz) + (n) - 1) % (n)))
static bool ocl_morph3x3_8UC1( InputArray _src, OutputArray _dst, InputArray _kernel, Point anchor,
int op, int actual_op = -1, InputArray _extraMat = noArray())
{
int type = _src.type(), depth = CV_MAT_DEPTH(type), cn = CV_MAT_CN(type);
Size ksize = _kernel.size();
Mat kernel8u;
String processing;
bool haveExtraMat = !_extraMat.empty();
CV_Assert(actual_op <= 3 || haveExtraMat);
_kernel.getMat().convertTo(kernel8u, CV_8U);
for (int y = 0; y < kernel8u.rows; ++y)
for (int x = 0; x < kernel8u.cols; ++x)
if (kernel8u.at<uchar>(y, x) != 0)
processing += format("PROCESS(%d,%d)", y, x);
if (anchor.x < 0)
anchor.x = ksize.width / 2;
if (anchor.y < 0)
anchor.y = ksize.height / 2;
if (actual_op < 0)
actual_op = op;
if (type != CV_8UC1 ||
!((_src.offset() == 0) && (_src.step() % 4 == 0)) ||
!((_src.cols() % 16 == 0) && (_src.rows() % 2 == 0)) ||
!(anchor.x == 1 && anchor.y == 1) ||
!(ksize.width == 3 && ksize.height == 3))
return false;
Size size = _src.size();
size_t globalsize[2] = { 0, 0 };
size_t localsize[2] = { 0, 0 };
globalsize[0] = size.width / 16;
globalsize[1] = size.height / 2;
static const char * const op2str[] = { "OP_ERODE", "OP_DILATE", NULL, NULL, "OP_GRADIENT", "OP_TOPHAT", "OP_BLACKHAT" };
String opts = format("-D PROCESS_ELEM_=%s -D %s%s", processing.c_str(), op2str[op],
actual_op == op ? "" : cv::format(" -D %s", op2str[actual_op]).c_str());
ocl::Kernel k;
k.create("morph3x3_8UC1_cols16_rows2", cv::ocl::imgproc::morph3x3_oclsrc, opts);
if (k.empty())
return false;
UMat src = _src.getUMat();
_dst.create(size, CV_MAKETYPE(depth, cn));
if (!(_dst.offset() == 0 && _dst.step() % 4 == 0))
return false;
UMat dst = _dst.getUMat();
UMat extraMat = _extraMat.getUMat();
int idxArg = k.set(0, ocl::KernelArg::PtrReadOnly(src));
idxArg = k.set(idxArg, (int)src.step);
idxArg = k.set(idxArg, ocl::KernelArg::PtrWriteOnly(dst));
idxArg = k.set(idxArg, (int)dst.step);
idxArg = k.set(idxArg, (int)dst.rows);
idxArg = k.set(idxArg, (int)dst.cols);
if (haveExtraMat)
{
idxArg = k.set(idxArg, ocl::KernelArg::ReadOnlyNoSize(extraMat));
}
return k.run(2, globalsize, (localsize[0] == 0) ? NULL : localsize, false);
}
static bool ocl_morphSmall( InputArray _src, OutputArray _dst, InputArray _kernel, Point anchor, int borderType,
int op, int actual_op = -1, InputArray _extraMat = noArray())
{
const ocl::Device & dev = ocl::Device::getDefault();
int type = _src.type(), depth = CV_MAT_DEPTH(type), cn = CV_MAT_CN(type), esz = CV_ELEM_SIZE(type);
bool doubleSupport = dev.doubleFPConfig() > 0;
if (cn > 4 || (!doubleSupport && depth == CV_64F) ||
_src.offset() % esz != 0 || _src.step() % esz != 0)
return false;
bool haveExtraMat = !_extraMat.empty();
CV_Assert(actual_op <= 3 || haveExtraMat);
Size ksize = _kernel.size();
if (anchor.x < 0)
anchor.x = ksize.width / 2;
if (anchor.y < 0)
anchor.y = ksize.height / 2;
Size size = _src.size(), wholeSize;
bool isolated = (borderType & BORDER_ISOLATED) != 0;
borderType &= ~BORDER_ISOLATED;
int wdepth = depth, wtype = type;
if (depth == CV_8U)
{
wdepth = CV_32S;
wtype = CV_MAKETYPE(wdepth, cn);
}
char cvt[2][40];
const char * const borderMap[] = { "BORDER_CONSTANT", "BORDER_REPLICATE",
"BORDER_REFLECT", 0, "BORDER_REFLECT_101" };
size_t globalsize[2] = { (size_t)size.width, (size_t)size.height };
UMat src = _src.getUMat();
if (!isolated)
{
Point ofs;
src.locateROI(wholeSize, ofs);
}
int h = isolated ? size.height : wholeSize.height;
int w = isolated ? size.width : wholeSize.width;
if (w < ksize.width || h < ksize.height)
return false;
// Figure out what vector size to use for loading the pixels.
int pxLoadNumPixels = cn != 1 || size.width % 4 ? 1 : 4;
int pxLoadVecSize = cn * pxLoadNumPixels;
// Figure out how many pixels per work item to compute in X and Y
// directions. Too many and we run out of registers.
int pxPerWorkItemX = 1, pxPerWorkItemY = 1;
if (cn <= 2 && ksize.width <= 4 && ksize.height <= 4)
{
pxPerWorkItemX = size.width % 8 ? size.width % 4 ? size.width % 2 ? 1 : 2 : 4 : 8;
pxPerWorkItemY = size.height % 2 ? 1 : 2;
}
else if (cn < 4 || (ksize.width <= 4 && ksize.height <= 4))
{
pxPerWorkItemX = size.width % 2 ? 1 : 2;
pxPerWorkItemY = size.height % 2 ? 1 : 2;
}
globalsize[0] = size.width / pxPerWorkItemX;
globalsize[1] = size.height / pxPerWorkItemY;
// Need some padding in the private array for pixels
int privDataWidth = ROUNDUP(pxPerWorkItemX + ksize.width - 1, pxLoadNumPixels);
// Make the global size a nice round number so the runtime can pick
// from reasonable choices for the workgroup size
const int wgRound = 256;
globalsize[0] = ROUNDUP(globalsize[0], wgRound);
if (actual_op < 0)
actual_op = op;
// build processing
String processing;
Mat kernel8u;
_kernel.getMat().convertTo(kernel8u, CV_8U);
for (int y = 0; y < kernel8u.rows; ++y)
for (int x = 0; x < kernel8u.cols; ++x)
if (kernel8u.at<uchar>(y, x) != 0)
processing += format("PROCESS(%d,%d)", y, x);
static const char * const op2str[] = { "OP_ERODE", "OP_DILATE", NULL, NULL, "OP_GRADIENT", "OP_TOPHAT", "OP_BLACKHAT" };
String opts = format("-D cn=%d "
"-D ANCHOR_X=%d -D ANCHOR_Y=%d -D KERNEL_SIZE_X=%d -D KERNEL_SIZE_Y=%d "
"-D PX_LOAD_VEC_SIZE=%d -D PX_LOAD_NUM_PX=%d -D DEPTH_%d "
"-D PX_PER_WI_X=%d -D PX_PER_WI_Y=%d -D PRIV_DATA_WIDTH=%d -D %s -D %s "
"-D PX_LOAD_X_ITERATIONS=%d -D PX_LOAD_Y_ITERATIONS=%d "
"-D srcT=%s -D srcT1=%s -D dstT=srcT -D dstT1=srcT1 -D WT=%s -D WT1=%s "
"-D convertToWT=%s -D convertToDstT=%s -D PX_LOAD_FLOAT_VEC_CONV=convert_%s -D PROCESS_ELEM_=%s -D %s%s",
cn, anchor.x, anchor.y, ksize.width, ksize.height,
pxLoadVecSize, pxLoadNumPixels, depth,
pxPerWorkItemX, pxPerWorkItemY, privDataWidth, borderMap[borderType],
isolated ? "BORDER_ISOLATED" : "NO_BORDER_ISOLATED",
privDataWidth / pxLoadNumPixels, pxPerWorkItemY + ksize.height - 1,
ocl::typeToStr(type), ocl::typeToStr(depth),
haveExtraMat ? ocl::typeToStr(wtype):"srcT",//to prevent overflow - WT
haveExtraMat ? ocl::typeToStr(wdepth):"srcT1",//to prevent overflow - WT1
haveExtraMat ? ocl::convertTypeStr(depth, wdepth, cn, cvt[0]) : "noconvert",//to prevent overflow - src to WT
haveExtraMat ? ocl::convertTypeStr(wdepth, depth, cn, cvt[1]) : "noconvert",//to prevent overflow - WT to dst
ocl::typeToStr(CV_MAKE_TYPE(haveExtraMat ? wdepth : depth, pxLoadVecSize)), //PX_LOAD_FLOAT_VEC_CONV
processing.c_str(), op2str[op],
actual_op == op ? "" : cv::format(" -D %s", op2str[actual_op]).c_str());
ocl::Kernel kernel("filterSmall", cv::ocl::imgproc::filterSmall_oclsrc, opts);
if (kernel.empty())
return false;
_dst.create(size, type);
UMat dst = _dst.getUMat();
UMat source;
if(src.u != dst.u)
source = src;
else
{
Point ofs;
int cols = src.cols, rows = src.rows;
src.locateROI(wholeSize, ofs);
src.adjustROI(ofs.y, wholeSize.height - rows - ofs.y, ofs.x, wholeSize.width - cols - ofs.x);
src.copyTo(source);
src.adjustROI(-ofs.y, -wholeSize.height + rows + ofs.y, -ofs.x, -wholeSize.width + cols + ofs.x);
source.adjustROI(-ofs.y, -wholeSize.height + rows + ofs.y, -ofs.x, -wholeSize.width + cols + ofs.x);
source.locateROI(wholeSize, ofs);
}
UMat extraMat = _extraMat.getUMat();
int idxArg = kernel.set(0, ocl::KernelArg::PtrReadOnly(source));
idxArg = kernel.set(idxArg, (int)source.step);
int srcOffsetX = (int)((source.offset % source.step) / source.elemSize());
int srcOffsetY = (int)(source.offset / source.step);
int srcEndX = isolated ? srcOffsetX + size.width : wholeSize.width;
int srcEndY = isolated ? srcOffsetY + size.height : wholeSize.height;
idxArg = kernel.set(idxArg, srcOffsetX);
idxArg = kernel.set(idxArg, srcOffsetY);
idxArg = kernel.set(idxArg, srcEndX);
idxArg = kernel.set(idxArg, srcEndY);
idxArg = kernel.set(idxArg, ocl::KernelArg::WriteOnly(dst));
if (haveExtraMat)
{
idxArg = kernel.set(idxArg, ocl::KernelArg::ReadOnlyNoSize(extraMat));
}
return kernel.run(2, globalsize, NULL, false);
}
static bool ocl_morphOp(InputArray _src, OutputArray _dst, InputArray _kernel,
Point anchor, int iterations, int op, int borderType,
const Scalar &, int actual_op = -1, InputArray _extraMat = noArray())
{
const ocl::Device & dev = ocl::Device::getDefault();
int type = _src.type(), depth = CV_MAT_DEPTH(type), cn = CV_MAT_CN(type);
Mat kernel = _kernel.getMat();
Size ksize = !kernel.empty() ? kernel.size() : Size(3, 3), ssize = _src.size();
bool doubleSupport = dev.doubleFPConfig() > 0;
if ((depth == CV_64F && !doubleSupport) || borderType != BORDER_CONSTANT)
return false;
bool haveExtraMat = !_extraMat.empty();
CV_Assert(actual_op <= 3 || haveExtraMat);
if (kernel.empty())
{
ksize = Size(1+iterations*2,1+iterations*2);
kernel = getStructuringElement(MORPH_RECT, ksize);
anchor = Point(iterations, iterations);
iterations = 1;
CV_DbgAssert(ksize == kernel.size());
}
else if( iterations > 1 && countNonZero(kernel) == kernel.rows*kernel.cols )
{
ksize = Size(ksize.width + (iterations-1)*(ksize.width-1),
ksize.height + (iterations-1)*(ksize.height-1));
anchor = Point(anchor.x*iterations, anchor.y*iterations);
kernel = getStructuringElement(MORPH_RECT, ksize, anchor);
iterations = 1;
CV_DbgAssert(ksize == kernel.size());
}
static bool param_use_morph_special_kernels = utils::getConfigurationParameterBool("OPENCV_OPENCL_IMGPROC_MORPH_SPECIAL_KERNEL",
#ifndef __APPLE__
true
#else
false
#endif
);
int esz = CV_ELEM_SIZE(type);
// try to use OpenCL kernel adopted for small morph kernel
if (param_use_morph_special_kernels && dev.isIntel() &&
((ksize.width < 5 && ksize.height < 5 && esz <= 4) ||
(ksize.width == 5 && ksize.height == 5 && cn == 1)) &&
(iterations == 1)
)
{
if (ocl_morph3x3_8UC1(_src, _dst, kernel, anchor, op, actual_op, _extraMat))
return true;
if (ocl_morphSmall(_src, _dst, kernel, anchor, borderType, op, actual_op, _extraMat))
return true;
}
if (iterations == 0 || kernel.rows*kernel.cols == 1)
{
_src.copyTo(_dst);
return true;
}
#ifdef __ANDROID__
size_t localThreads[2] = { 16, 8 };
#else
size_t localThreads[2] = { 16, 16 };
#endif
size_t globalThreads[2] = { (size_t)ssize.width, (size_t)ssize.height };
#ifdef __APPLE__
if( actual_op != MORPH_ERODE && actual_op != MORPH_DILATE )
localThreads[0] = localThreads[1] = 4;
#endif
if (localThreads[0]*localThreads[1] * 2 < (localThreads[0] + ksize.width - 1) * (localThreads[1] + ksize.height - 1))
return false;
#ifdef __ANDROID__
if (dev.isNVidia())
return false;
#endif
// build processing
String processing;
Mat kernel8u;
kernel.convertTo(kernel8u, CV_8U);
for (int y = 0; y < kernel8u.rows; ++y)
for (int x = 0; x < kernel8u.cols; ++x)
if (kernel8u.at<uchar>(y, x) != 0)
processing += format("PROCESS(%d,%d)", y, x);
static const char * const op2str[] = { "OP_ERODE", "OP_DILATE", NULL, NULL, "OP_GRADIENT", "OP_TOPHAT", "OP_BLACKHAT" };
char cvt[2][50];
int wdepth = std::max(depth, CV_32F), scalarcn = cn == 3 ? 4 : cn;
if (actual_op < 0)
actual_op = op;
std::vector<ocl::Kernel> kernels(iterations);
for (int i = 0; i < iterations; i++)
{
int current_op = iterations == i + 1 ? actual_op : op;
String buildOptions = format("-D RADIUSX=%d -D RADIUSY=%d -D LSIZE0=%d -D LSIZE1=%d -D %s%s"
" -D PROCESS_ELEMS=%s -D T=%s -D DEPTH_%d -D cn=%d -D T1=%s"
" -D convertToWT=%s -D convertToT=%s -D ST=%s%s",
anchor.x, anchor.y, (int)localThreads[0], (int)localThreads[1], op2str[op],
doubleSupport ? " -D DOUBLE_SUPPORT" : "", processing.c_str(),
ocl::typeToStr(type), depth, cn, ocl::typeToStr(depth),
ocl::convertTypeStr(depth, wdepth, cn, cvt[0]),
ocl::convertTypeStr(wdepth, depth, cn, cvt[1]),
ocl::typeToStr(CV_MAKE_TYPE(depth, scalarcn)),
current_op == op ? "" : cv::format(" -D %s", op2str[current_op]).c_str());
kernels[i].create("morph", ocl::imgproc::morph_oclsrc, buildOptions);
if (kernels[i].empty())
return false;
}
UMat src = _src.getUMat(), extraMat = _extraMat.getUMat();
_dst.create(src.size(), src.type());
UMat dst = _dst.getUMat();
if (iterations == 1 && src.u != dst.u)
{
Size wholesize;
Point ofs;
src.locateROI(wholesize, ofs);
int wholecols = wholesize.width, wholerows = wholesize.height;
if (haveExtraMat)
kernels[0].args(ocl::KernelArg::ReadOnlyNoSize(src), ocl::KernelArg::WriteOnlyNoSize(dst),
ofs.x, ofs.y, src.cols, src.rows, wholecols, wholerows,
ocl::KernelArg::ReadOnlyNoSize(extraMat));
else
kernels[0].args(ocl::KernelArg::ReadOnlyNoSize(src), ocl::KernelArg::WriteOnlyNoSize(dst),
ofs.x, ofs.y, src.cols, src.rows, wholecols, wholerows);
return kernels[0].run(2, globalThreads, localThreads, false);
}
for (int i = 0; i < iterations; i++)
{
UMat source;
Size wholesize;
Point ofs;
if (i == 0)
{
int cols = src.cols, rows = src.rows;
src.locateROI(wholesize, ofs);
src.adjustROI(ofs.y, wholesize.height - rows - ofs.y, ofs.x, wholesize.width - cols - ofs.x);
if(src.u != dst.u)
source = src;
else
src.copyTo(source);
src.adjustROI(-ofs.y, -wholesize.height + rows + ofs.y, -ofs.x, -wholesize.width + cols + ofs.x);
source.adjustROI(-ofs.y, -wholesize.height + rows + ofs.y, -ofs.x, -wholesize.width + cols + ofs.x);
}
else
{
int cols = dst.cols, rows = dst.rows;
dst.locateROI(wholesize, ofs);
dst.adjustROI(ofs.y, wholesize.height - rows - ofs.y, ofs.x, wholesize.width - cols - ofs.x);
dst.copyTo(source);
dst.adjustROI(-ofs.y, -wholesize.height + rows + ofs.y, -ofs.x, -wholesize.width + cols + ofs.x);
source.adjustROI(-ofs.y, -wholesize.height + rows + ofs.y, -ofs.x, -wholesize.width + cols + ofs.x);
}
source.locateROI(wholesize, ofs);
if (haveExtraMat && iterations == i + 1)
kernels[i].args(ocl::KernelArg::ReadOnlyNoSize(source), ocl::KernelArg::WriteOnlyNoSize(dst),
ofs.x, ofs.y, source.cols, source.rows, wholesize.width, wholesize.height,
ocl::KernelArg::ReadOnlyNoSize(extraMat));
else
kernels[i].args(ocl::KernelArg::ReadOnlyNoSize(source), ocl::KernelArg::WriteOnlyNoSize(dst),
ofs.x, ofs.y, source.cols, source.rows, wholesize.width, wholesize.height);
if (!kernels[i].run(2, globalThreads, localThreads, false))
return false;
}
return true;
}
#endif #endif
CV_CPU_OPTIMIZATION_NAMESPACE_END
static void morphOp( int op, InputArray _src, OutputArray _dst, } // namespace
InputArray _kernel,
Point anchor, int iterations,
int borderType, const Scalar& borderValue )
{
CV_INSTRUMENT_REGION();
Mat kernel = _kernel.getMat();
Size ksize = !kernel.empty() ? kernel.size() : Size(3,3);
anchor = normalizeAnchor(anchor, ksize);
CV_OCL_RUN(_dst.isUMat() && _src.dims() <= 2 && _src.channels() <= 4 &&
borderType == cv::BORDER_CONSTANT && borderValue == morphologyDefaultBorderValue() &&
(op == MORPH_ERODE || op == MORPH_DILATE) &&
anchor.x == ksize.width >> 1 && anchor.y == ksize.height >> 1,
ocl_morphOp(_src, _dst, kernel, anchor, iterations, op, borderType, borderValue) )
if (iterations == 0 || kernel.rows*kernel.cols == 1)
{
_src.copyTo(_dst);
return;
}
if (kernel.empty())
{
kernel = getStructuringElement(MORPH_RECT, Size(1+iterations*2,1+iterations*2));
anchor = Point(iterations, iterations);
iterations = 1;
}
else if( iterations > 1 && countNonZero(kernel) == kernel.rows*kernel.cols )
{
anchor = Point(anchor.x*iterations, anchor.y*iterations);
kernel = getStructuringElement(MORPH_RECT,
Size(ksize.width + (iterations-1)*(ksize.width-1),
ksize.height + (iterations-1)*(ksize.height-1)),
anchor);
iterations = 1;
}
Mat src = _src.getMat();
_dst.create( src.size(), src.type() );
Mat dst = _dst.getMat();
Point s_ofs;
Size s_wsz(src.cols, src.rows);
Point d_ofs;
Size d_wsz(dst.cols, dst.rows);
bool isolated = (borderType&BORDER_ISOLATED)?true:false;
borderType = (borderType&~BORDER_ISOLATED);
if(!isolated)
{
src.locateROI(s_wsz, s_ofs);
dst.locateROI(d_wsz, d_ofs);
}
hal::morph(op, src.type(), dst.type(),
src.data, src.step,
dst.data, dst.step,
src.cols, src.rows,
s_wsz.width, s_wsz.height, s_ofs.x, s_ofs.y,
d_wsz.width, d_wsz.height, d_ofs.x, d_ofs.y,
kernel.type(), kernel.data, kernel.step, kernel.cols, kernel.rows, anchor.x, anchor.y,
borderType, borderValue.val, iterations,
(src.isSubmatrix() && !isolated));
}
}
void cv::erode( InputArray src, OutputArray dst, InputArray kernel,
Point anchor, int iterations,
int borderType, const Scalar& borderValue )
{
CV_INSTRUMENT_REGION();
morphOp( MORPH_ERODE, src, dst, kernel, anchor, iterations, borderType, borderValue );
}
void cv::dilate( InputArray src, OutputArray dst, InputArray kernel,
Point anchor, int iterations,
int borderType, const Scalar& borderValue )
{
CV_INSTRUMENT_REGION();
morphOp( MORPH_DILATE, src, dst, kernel, anchor, iterations, borderType, borderValue );
}
#ifdef HAVE_OPENCL
namespace cv {
static bool ocl_morphologyEx(InputArray _src, OutputArray _dst, int op,
InputArray kernel, Point anchor, int iterations,
int borderType, const Scalar& borderValue)
{
_dst.createSameSize(_src, _src.type());
bool submat = _dst.isSubmatrix();
UMat temp;
_OutputArray _temp = submat ? _dst : _OutputArray(temp);
switch( op )
{
case MORPH_ERODE:
if (!ocl_morphOp( _src, _dst, kernel, anchor, iterations, MORPH_ERODE, borderType, borderValue ))
return false;
break;
case MORPH_DILATE:
if (!ocl_morphOp( _src, _dst, kernel, anchor, iterations, MORPH_DILATE, borderType, borderValue ))
return false;
break;
case MORPH_OPEN:
if (!ocl_morphOp( _src, _temp, kernel, anchor, iterations, MORPH_ERODE, borderType, borderValue ))
return false;
if (!ocl_morphOp( _temp, _dst, kernel, anchor, iterations, MORPH_DILATE, borderType, borderValue ))
return false;
break;
case MORPH_CLOSE:
if (!ocl_morphOp( _src, _temp, kernel, anchor, iterations, MORPH_DILATE, borderType, borderValue ))
return false;
if (!ocl_morphOp( _temp, _dst, kernel, anchor, iterations, MORPH_ERODE, borderType, borderValue ))
return false;
break;
case MORPH_GRADIENT:
if (!ocl_morphOp( _src, temp, kernel, anchor, iterations, MORPH_ERODE, borderType, borderValue ))
return false;
if (!ocl_morphOp( _src, _dst, kernel, anchor, iterations, MORPH_DILATE, borderType, borderValue, MORPH_GRADIENT, temp ))
return false;
break;
case MORPH_TOPHAT:
if (!ocl_morphOp( _src, _temp, kernel, anchor, iterations, MORPH_ERODE, borderType, borderValue ))
return false;
if (!ocl_morphOp( _temp, _dst, kernel, anchor, iterations, MORPH_DILATE, borderType, borderValue, MORPH_TOPHAT, _src ))
return false;
break;
case MORPH_BLACKHAT:
if (!ocl_morphOp( _src, _temp, kernel, anchor, iterations, MORPH_DILATE, borderType, borderValue ))
return false;
if (!ocl_morphOp( _temp, _dst, kernel, anchor, iterations, MORPH_ERODE, borderType, borderValue, MORPH_BLACKHAT, _src ))
return false;
break;
default:
CV_Error( CV_StsBadArg, "unknown morphological operation" );
}
return true;
}
}
#endif
#define IPP_DISABLE_MORPH_ADV 1
#ifdef HAVE_IPP
#if !IPP_DISABLE_MORPH_ADV
namespace cv {
static bool ipp_morphologyEx(int op, InputArray _src, OutputArray _dst,
InputArray _kernel,
Point anchor, int iterations,
int borderType, const Scalar& borderValue)
{
#if defined HAVE_IPP_IW
Mat kernel = _kernel.getMat();
Size ksize = !kernel.empty() ? kernel.size() : Size(3,3);
anchor = normalizeAnchor(anchor, ksize);
if (iterations == 0 || kernel.rows*kernel.cols == 1)
{
_src.copyTo(_dst);
return true;
}
if (kernel.empty())
{
kernel = getStructuringElement(MORPH_RECT, Size(1+iterations*2,1+iterations*2));
anchor = Point(iterations, iterations);
iterations = 1;
}
else if( iterations > 1 && countNonZero(kernel) == kernel.rows*kernel.cols )
{
anchor = Point(anchor.x*iterations, anchor.y*iterations);
kernel = getStructuringElement(MORPH_RECT,
Size(ksize.width + (iterations-1)*(ksize.width-1),
ksize.height + (iterations-1)*(ksize.height-1)),
anchor);
iterations = 1;
}
Mat src = _src.getMat();
_dst.create( src.size(), src.type() );
Mat dst = _dst.getMat();
Point s_ofs;
Size s_wsz(src.cols, src.rows);
Point d_ofs;
Size d_wsz(dst.cols, dst.rows);
bool isolated = (borderType&BORDER_ISOLATED)?true:false;
borderType = (borderType&~BORDER_ISOLATED);
if(!isolated)
{
src.locateROI(s_wsz, s_ofs);
dst.locateROI(d_wsz, d_ofs);
}
return ippMorph(op, src.type(), dst.type(),
src.data, src.step,
dst.data, dst.step,
src.cols, src.rows,
s_wsz.width, s_wsz.height, s_ofs.x, s_ofs.y,
d_wsz.width, d_wsz.height, d_ofs.x, d_ofs.y,
kernel.type(), kernel.data, kernel.step, kernel.cols, kernel.rows, anchor.x, anchor.y,
borderType, borderValue.val, iterations,
(src.isSubmatrix() && !isolated));
#else
CV_UNUSED(op); CV_UNUSED(_src); CV_UNUSED(_dst); CV_UNUSED(_kernel); CV_UNUSED(anchor);
CV_UNUSED(iterations); CV_UNUSED(borderType); CV_UNUSED(borderValue);
return false;
#endif
}
}
#endif
#endif
void cv::morphologyEx( InputArray _src, OutputArray _dst, int op,
InputArray _kernel, Point anchor, int iterations,
int borderType, const Scalar& borderValue )
{
CV_INSTRUMENT_REGION();
Mat kernel = _kernel.getMat();
if (kernel.empty())
{
kernel = getStructuringElement(MORPH_RECT, Size(3,3), Point(1,1));
}
#ifdef HAVE_OPENCL
Size ksize = kernel.size();
anchor = normalizeAnchor(anchor, ksize);
CV_OCL_RUN(_dst.isUMat() && _src.dims() <= 2 && _src.channels() <= 4 &&
anchor.x == ksize.width >> 1 && anchor.y == ksize.height >> 1 &&
borderType == cv::BORDER_CONSTANT && borderValue == morphologyDefaultBorderValue(),
ocl_morphologyEx(_src, _dst, op, kernel, anchor, iterations, borderType, borderValue))
#endif
Mat src = _src.getMat(), temp;
_dst.create(src.size(), src.type());
Mat dst = _dst.getMat();
#if !IPP_DISABLE_MORPH_ADV
CV_IPP_RUN_FAST(ipp_morphologyEx(op, src, dst, kernel, anchor, iterations, borderType, borderValue));
#endif
switch( op )
{
case MORPH_ERODE:
erode( src, dst, kernel, anchor, iterations, borderType, borderValue );
break;
case MORPH_DILATE:
dilate( src, dst, kernel, anchor, iterations, borderType, borderValue );
break;
case MORPH_OPEN:
erode( src, dst, kernel, anchor, iterations, borderType, borderValue );
dilate( dst, dst, kernel, anchor, iterations, borderType, borderValue );
break;
case MORPH_CLOSE:
dilate( src, dst, kernel, anchor, iterations, borderType, borderValue );
erode( dst, dst, kernel, anchor, iterations, borderType, borderValue );
break;
case MORPH_GRADIENT:
erode( src, temp, kernel, anchor, iterations, borderType, borderValue );
dilate( src, dst, kernel, anchor, iterations, borderType, borderValue );
dst -= temp;
break;
case MORPH_TOPHAT:
if( src.data != dst.data )
temp = dst;
erode( src, temp, kernel, anchor, iterations, borderType, borderValue );
dilate( temp, temp, kernel, anchor, iterations, borderType, borderValue );
dst = src - temp;
break;
case MORPH_BLACKHAT:
if( src.data != dst.data )
temp = dst;
dilate( src, temp, kernel, anchor, iterations, borderType, borderValue );
erode( temp, temp, kernel, anchor, iterations, borderType, borderValue );
dst = temp - src;
break;
case MORPH_HITMISS:
CV_Assert(src.type() == CV_8UC1);
if(countNonZero(kernel) <=0)
{
src.copyTo(dst);
break;
}
{
Mat k1, k2, e1, e2;
k1 = (kernel == 1);
k2 = (kernel == -1);
if (countNonZero(k1) <= 0)
e1 = Mat(src.size(), src.type(), Scalar(255));
else
erode(src, e1, k1, anchor, iterations, borderType, borderValue);
if (countNonZero(k2) <= 0)
e2 = Mat(src.size(), src.type(), Scalar(255));
else
{
Mat src_complement;
bitwise_not(src, src_complement);
erode(src_complement, e2, k2, anchor, iterations, borderType, borderValue);
}
dst = e1 & e2;
}
break;
default:
CV_Error( CV_StsBadArg, "unknown morphological operation" );
}
}
CV_IMPL IplConvKernel *
cvCreateStructuringElementEx( int cols, int rows,
int anchorX, int anchorY,
int shape, int *values )
{
cv::Size ksize = cv::Size(cols, rows);
cv::Point anchor = cv::Point(anchorX, anchorY);
CV_Assert( cols > 0 && rows > 0 && anchor.inside(cv::Rect(0,0,cols,rows)) &&
(shape != CV_SHAPE_CUSTOM || values != 0));
int i, size = rows * cols;
int element_size = sizeof(IplConvKernel) + size*sizeof(int);
IplConvKernel *element = (IplConvKernel*)cvAlloc(element_size + 32);
element->nCols = cols;
element->nRows = rows;
element->anchorX = anchorX;
element->anchorY = anchorY;
element->nShiftR = shape < CV_SHAPE_ELLIPSE ? shape : CV_SHAPE_CUSTOM;
element->values = (int*)(element + 1);
if( shape == CV_SHAPE_CUSTOM )
{
for( i = 0; i < size; i++ )
element->values[i] = values[i];
}
else
{
cv::Mat elem = cv::getStructuringElement(shape, ksize, anchor);
for( i = 0; i < size; i++ )
element->values[i] = elem.ptr()[i];
}
return element;
}
CV_IMPL void
cvReleaseStructuringElement( IplConvKernel ** element )
{
if( !element )
CV_Error( CV_StsNullPtr, "" );
cvFree( element );
}
static void convertConvKernel( const IplConvKernel* src, cv::Mat& dst, cv::Point& anchor )
{
if(!src)
{
anchor = cv::Point(1,1);
dst.release();
return;
}
anchor = cv::Point(src->anchorX, src->anchorY);
dst.create(src->nRows, src->nCols, CV_8U);
int i, size = src->nRows*src->nCols;
for( i = 0; i < size; i++ )
dst.ptr()[i] = (uchar)(src->values[i] != 0);
}
CV_IMPL void
cvErode( const CvArr* srcarr, CvArr* dstarr, IplConvKernel* element, int iterations )
{
cv::Mat src = cv::cvarrToMat(srcarr), dst = cv::cvarrToMat(dstarr), kernel;
CV_Assert( src.size() == dst.size() && src.type() == dst.type() );
cv::Point anchor;
convertConvKernel( element, kernel, anchor );
cv::erode( src, dst, kernel, anchor, iterations, cv::BORDER_REPLICATE );
}
CV_IMPL void
cvDilate( const CvArr* srcarr, CvArr* dstarr, IplConvKernel* element, int iterations )
{
cv::Mat src = cv::cvarrToMat(srcarr), dst = cv::cvarrToMat(dstarr), kernel;
CV_Assert( src.size() == dst.size() && src.type() == dst.type() );
cv::Point anchor;
convertConvKernel( element, kernel, anchor );
cv::dilate( src, dst, kernel, anchor, iterations, cv::BORDER_REPLICATE );
}
CV_IMPL void
cvMorphologyEx( const void* srcarr, void* dstarr, void*,
IplConvKernel* element, int op, int iterations )
{
cv::Mat src = cv::cvarrToMat(srcarr), dst = cv::cvarrToMat(dstarr), kernel;
CV_Assert( src.size() == dst.size() && src.type() == dst.type() );
cv::Point anchor;
IplConvKernel* temp_element = NULL;
if (!element)
{
temp_element = cvCreateStructuringElementEx(3, 3, 1, 1, CV_SHAPE_RECT);
} else {
temp_element = element;
}
convertConvKernel( temp_element, kernel, anchor );
if (!element)
{
cvReleaseStructuringElement(&temp_element);
}
cv::morphologyEx( src, dst, op, kernel, anchor, iterations, cv::BORDER_REPLICATE );
}
/* End of file. */
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