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Support non continuous, BORDER_REPLICATE
TODO: HAL-accelerated code
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@ -1382,12 +1382,14 @@ Sobel( src, dy, CV_16SC1, 0, 1, 3 );
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@param dx output image with first-order derivative in x.
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@param dy output image with first-order derivative in y.
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@param ksize size of Sobel kernel. It must be 3.
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@param borderType pixel extrapolation method, see cv::BorderTypes
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@sa Sobel
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*/
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CV_EXPORTS_W void spatialGradient( InputArray src, OutputArray dx,
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OutputArray dy, int ksize = 3 );
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OutputArray dy, int ksize = 3,
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int borderType = BORDER_DEFAULT );
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/** @brief Calculates the first x- or y- image derivative using Scharr operator.
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@ -7,18 +7,20 @@ using namespace testing;
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using std::tr1::make_tuple;
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using std::tr1::get;
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typedef std::tr1::tuple<Size, int> Size_Ksize_t;
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typedef perf::TestBaseWithParam<Size_Ksize_t> Size_Ksize;
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typedef std::tr1::tuple<Size, int, int> Size_Ksize_BorderType_t;
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typedef perf::TestBaseWithParam<Size_Ksize_BorderType_t> Size_Ksize_BorderType;
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PERF_TEST_P( Size_Ksize, spatialGradient,
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PERF_TEST_P( Size_Ksize_BorderType, spatialGradient,
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Combine(
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SZ_ALL_HD,
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Values( 3 )
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Values( 3 ),
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Values( BORDER_DEFAULT )
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)
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)
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{
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Size size = std::tr1::get<0>(GetParam());
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int ksize = std::tr1::get<1>(GetParam());
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int borderType = std::tr1::get<2>(GetParam());
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Mat src(size, CV_8UC1);
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Mat dx(size, CV_16SC1);
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@ -26,7 +28,7 @@ PERF_TEST_P( Size_Ksize, spatialGradient,
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declare.in(src, WARMUP_RNG).out(dx, dy);
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TEST_CYCLE() spatialGradient(src, dx, dy, ksize);
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TEST_CYCLE() spatialGradient(src, dx, dy, ksize, borderType);
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SANITY_CHECK(dx);
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SANITY_CHECK(dy);
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@ -46,128 +46,73 @@
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namespace cv
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{
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void spatialGradient( InputArray _src, OutputArray _dx, OutputArray _dy, int ksize )
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void spatialGradient( InputArray _src, OutputArray _dx, OutputArray _dy,
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int ksize, int borderType )
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{
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// Prepare InputArray src
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Mat src = _src.getMat();
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CV_Assert( !src.empty() );
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CV_Assert( src.isContinuous() );
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CV_Assert( src.type() == CV_8UC1 );
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CV_Assert( borderType == BORDER_DEFAULT || borderType == BORDER_REPLICATE );
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// Prepare OutputArrays dx, dy
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_dx.create( src.size(), CV_16SC1 );
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_dy.create( src.size(), CV_16SC1 );
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Mat dx = _dx.getMat(),
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dy = _dy.getMat();
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CV_Assert( dx.isContinuous() );
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CV_Assert( dy.isContinuous() );
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// TODO: Allow for other kernel sizes
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CV_Assert(ksize == 3);
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// Reference
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//Sobel( src, dx, CV_16SC1, 1, 0, ksize );
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//Sobel( src, dy, CV_16SC1, 0, 1, ksize );
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// Get dimensions
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int H = src.rows,
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W = src.cols,
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N = H * W;
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// Get raw pointers to input/output data
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uchar* p_src = src.ptr<uchar>(0);
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short* p_dx = dx.ptr<short>(0);
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short* p_dy = dy.ptr<short>(0);
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const int H = src.rows,
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W = src.cols;
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// Row, column indices
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int i, j;
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/* NOTE:
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*
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* Sobel-x: -1 0 1
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* -2 0 2
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* -1 0 1
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*
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* Sobel-y: -1 -2 -1
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* 0 0 0
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* 1 2 1
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*/
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// Store pointers to rows of input/output data
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// Padded by two rows for border handling
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uchar* P_src[H+2];
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short* P_dx [H+2];
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short* P_dy [H+2];
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// No-SSE
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int idx;
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int i_top = 0, // Case for H == 1 && W == 1 && BORDER_REPLICATE
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i_bottom = H - 1,
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j_offl = 0, // j offset from 0th pixel to reach -1st pixel
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j_offr = 0; // j offset from W-1th pixel to reach Wth pixel
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p_dx[0] = 0; // Top-left corner
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p_dy[0] = 0;
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p_dx[W-1] = 0; // Top-right corner
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p_dy[W-1] = 0;
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p_dx[N-1] = 0; // Bottom-right corner
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p_dy[N-1] = 0;
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p_dx[N-W] = 0; // Bottom-left corner
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p_dy[N-W] = 0;
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// Handle special case: column matrix
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if ( W == 1 )
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if ( borderType == BORDER_DEFAULT ) // Equiv. to BORDER_REFLECT_101
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{
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for ( i = 1; i < H - 1; i++ )
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if ( H > 1 )
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{
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p_dx[i] = 0;
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p_dy[i] = 4*(p_src[i + 1] - p_src[i - 1]); // Should be 2?! 4 makes tests pass
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i_top = 1;
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i_bottom = H - 2;
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}
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return;
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}
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// Handle special case: row matrix
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if ( H == 1 )
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{
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for ( j = 1; j < W - 1; j++ )
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if ( W > 1 )
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{
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p_dx[j] = 4*(p_src[j + 1] - p_src[j - 1]); // Should be 2?! 4 makes tests pass
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p_dy[j] = 0;
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j_offl = 1;
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j_offr = -1;
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}
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return;
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}
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// Do top row
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for ( j = 1; j < W - 1; j++ )
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P_src[0] = src.ptr<uchar>(i_top); // Mirrored top border
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P_src[H+1] = src.ptr<uchar>(i_bottom); // Mirrored bottom border
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for ( i = 0; i < H; i++ )
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{
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idx = j;
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p_dx[idx] = -(p_src[idx+W-1] + 2*p_src[idx-1] + p_src[idx+W-1]) +
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(p_src[idx+W+1] + 2*p_src[idx+1] + p_src[idx+W+1]);
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p_dy[idx] = 0;
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P_src[i+1] = src.ptr<uchar>(i);
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P_dx [i] = dx.ptr<short>(i);
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P_dy [i] = dy.ptr<short>(i);
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}
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// Do right column
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idx = 2*W - 1;
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for ( i = 1; i < H - 1; i++ )
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{
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p_dx[idx] = 0;
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p_dy[idx] = -(p_src[idx-W-1] + 2*p_src[idx-W] + p_src[idx-W-1]) +
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(p_src[idx+W-1] + 2*p_src[idx+W] + p_src[idx+W-1]);
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idx += W;
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}
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// Pointer to row vectors
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uchar *p_src, *c_src, *n_src; // previous, current, next row
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short *c_dx, *c_dy;
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// Do bottom row
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idx = N - W + 1;
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for ( j = 1; j < W - 1; j++ )
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{
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p_dx[idx] = -(p_src[idx-W-1] + 2*p_src[idx-1] + p_src[idx-W-1]) +
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(p_src[idx-W+1] + 2*p_src[idx+1] + p_src[idx-W+1]);
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p_dy[idx] = 0;
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idx++;
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}
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// Do left column
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idx = W;
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for ( i = 1; i < H - 1; i++ )
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{
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p_dx[idx] = 0;
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p_dy[idx] = -(p_src[idx-W+1] + 2*p_src[idx-W] + p_src[idx-W+1]) +
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(p_src[idx+W+1] + 2*p_src[idx+W] + p_src[idx+W+1]);
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idx += W;
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}
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// Do Inner area
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int j_start = 0;
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/*
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#if CV_SIMD128
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// Characters in variable names have the following meanings:
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// u: unsigned char
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@ -260,16 +205,39 @@ void spatialGradient( InputArray _src, OutputArray _dx, OutputArray _dy, int ksi
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}
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}
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#else
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for ( i = 1; i < H - 1; i++ )
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for ( j = 1; j < W - 1; j++ )
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*/
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/* NOTE:
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*
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* Sobel-x: -1 0 1
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* -2 0 2
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* -1 0 1
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*
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* Sobel-y: -1 -2 -1
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* 0 0 0
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* 1 2 1
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*/
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int j_p, j_n;
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for ( i = 0; i < H; i++ )
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{
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idx = i*W + j;
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p_dx[idx] = -(p_src[idx-W-1] + 2*p_src[idx-1] + p_src[idx+W-1]) +
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(p_src[idx-W+1] + 2*p_src[idx+1] + p_src[idx+W+1]);
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p_dy[idx] = -(p_src[idx-W-1] + 2*p_src[idx-W] + p_src[idx-W+1]) +
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(p_src[idx+W-1] + 2*p_src[idx+W] + p_src[idx+W+1]);
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p_src = P_src[i]; c_src = P_src[i+1]; n_src = P_src[i+2];
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c_dx = P_dx [i];
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c_dy = P_dy [i];
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for ( j = j_start; j < W; j++ )
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{
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j_p = j - 1;
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j_n = j + 1;
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if ( j_p < 0 ) j_p = j + j_offl;
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if ( j_n >= W ) j_n = j + j_offr;
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c_dx[j] = -(p_src[j_p] + c_src[j_p] + c_src[j_p] + n_src[j_p]) +
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(p_src[j_n] + c_src[j_n] + c_src[j_n] + n_src[j_n]);
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c_dy[j] = -(p_src[j_p] + p_src[j] + p_src[j] + p_src[j_n]) +
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(n_src[j_p] + n_src[j] + n_src[j] + n_src[j_n]);
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}
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}
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#endif
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//#endif
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}
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@ -587,19 +587,17 @@ void CV_SpatialGradientTest::get_test_array_types_and_sizes( int test_case_idx,
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// Outputs are only CV_16SC1 for now
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types[OUTPUT][0] = types[OUTPUT][1] = types[REF_OUTPUT][0]
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= types[REF_OUTPUT][1] = CV_16SC1;
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= types[REF_OUTPUT][1] = CV_16SC1;
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ksize = 3;
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border = BORDER_DEFAULT; // TODO: Add BORDER_REPLICATE
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}
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void CV_SpatialGradientTest::run_func()
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{
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Mat dx, dy;
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spatialGradient( test_mat[INPUT][0].clone(), dx, dy, ksize );
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test_mat[OUTPUT][0] = dx;
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test_mat[OUTPUT][1] = dy;
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spatialGradient( test_mat[INPUT][0], test_mat[OUTPUT][0],
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test_mat[OUTPUT][1], ksize, border );
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}
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void CV_SpatialGradientTest::prepare_to_validation( int /*test_case_idx*/ )
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@ -607,10 +605,12 @@ void CV_SpatialGradientTest::prepare_to_validation( int /*test_case_idx*/ )
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int dx, dy;
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dx = 1; dy = 0;
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Sobel( test_mat[INPUT][0], test_mat[REF_OUTPUT][0], CV_16SC1, dx, dy, ksize );
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Sobel( test_mat[INPUT][0], test_mat[REF_OUTPUT][0], CV_16SC1, dx, dy, ksize,
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1, 0, border );
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dx = 0; dy = 1;
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Sobel( test_mat[INPUT][0], test_mat[REF_OUTPUT][1], CV_16SC1, dx, dy, ksize );
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Sobel( test_mat[INPUT][0], test_mat[REF_OUTPUT][1], CV_16SC1, dx, dy, ksize,
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1, 0, border );
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}
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