Refactoring and addition of CV_8UC3 to ocl_fastNlMeansDenoising
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@ -70,11 +70,11 @@ static bool ocl_calcAlmostDist2Weight(UMat & almostDist2Weight, int searchWindow
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static bool ocl_fastNlMeansDenoising(InputArray _src, OutputArray _dst, float h,
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int templateWindowSize, int searchWindowSize)
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{
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int type = _src.type(), cn = CV_MAT_CN(type);
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int type = _src.type(), depth = CV_MAT_DEPTH(type), cn = CV_MAT_CN(type);
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int ctaSize = ocl::Device::getDefault().isIntel() ? CTA_SIZE_INTEL : CTA_SIZE_DEFAULT;
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Size size = _src.size();
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if ( type != CV_8UC1 && type != CV_8UC2 && type != CV_8UC4 )
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if ( type != CV_8UC1 && type != CV_8UC2 && type != CV_8UC3 )
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return false;
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int templateWindowHalfWize = templateWindowSize / 2;
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@ -86,13 +86,15 @@ static bool ocl_fastNlMeansDenoising(InputArray _src, OutputArray _dst, float h,
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char cvt[2][40];
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String opts = format("-D OP_CALC_FASTNLMEANS -D TEMPLATE_SIZE=%d -D SEARCH_SIZE=%d"
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" -D uchar_t=%s -D int_t=%s -D BLOCK_COLS=%d -D BLOCK_ROWS=%d"
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" -D sample_t=%s -D pixel_t=%s -D int_t=%s"
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" -D BLOCK_COLS=%d -D BLOCK_ROWS=%d"
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" -D CTA_SIZE=%d -D TEMPLATE_SIZE2=%d -D SEARCH_SIZE2=%d"
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" -D convert_int_t=%s -D cn=%d -D convert_uchar_t=%s",
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templateWindowSize, searchWindowSize, ocl::typeToStr(type),
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ocl::typeToStr(CV_32SC(cn)), BLOCK_COLS, BLOCK_ROWS, ctaSize,
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templateWindowHalfWize, searchWindowHalfSize,
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ocl::convertTypeStr(CV_8U, CV_32S, cn, cvt[0]), cn,
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" -D convert_int_t=%s -D cn=%d -D convert_pixel_t=%s",
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templateWindowSize, searchWindowSize,
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ocl::typeToStr(depth), ocl::typeToStr(type), ocl::typeToStr(CV_32SC(cn)),
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BLOCK_COLS, BLOCK_ROWS,
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ctaSize, templateWindowHalfWize, searchWindowHalfSize,
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ocl::convertTypeStr(CV_8U, CV_32S, cn, cvt[0]), type == CV_8UC3 ? 4 : cn,
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ocl::convertTypeStr(CV_32S, CV_8U, cn, cvt[1]));
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ocl::Kernel k("fastNlMeansDenoising", ocl::photo::nlmeans_oclsrc, opts);
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@ -107,10 +109,22 @@ static bool ocl_fastNlMeansDenoising(InputArray _src, OutputArray _dst, float h,
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UMat srcex;
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int borderSize = searchWindowHalfSize + templateWindowHalfWize;
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copyMakeBorder(_src, srcex, borderSize, borderSize, borderSize, borderSize, BORDER_DEFAULT);
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if (type == CV_8UC3) {
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Mat src_rgb = _src.getMat(), src_rgba(size, CV_8UC4);
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int from_to[] = { 0,0, 1,1, 2,2 };
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mixChannels(&src_rgb, 1, &src_rgba, 1, from_to, 3);
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copyMakeBorder(src_rgba, srcex,
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borderSize, borderSize, borderSize, borderSize, BORDER_DEFAULT);
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}
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else
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copyMakeBorder(_src, srcex, borderSize, borderSize, borderSize, borderSize, BORDER_DEFAULT);
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_dst.create(size, type);
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UMat dst = _dst.getUMat();
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UMat dst;
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if (type == CV_8UC3)
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dst.create(size, CV_8UC4);
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else
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dst = _dst.getUMat();
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int searchWindowSizeSq = searchWindowSize * searchWindowSize;
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Size upColSumSize(size.width, searchWindowSizeSq * nblocksy);
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@ -123,7 +137,15 @@ static bool ocl_fastNlMeansDenoising(InputArray _src, OutputArray _dst, float h,
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ocl::KernelArg::PtrReadOnly(buffer), almostTemplateWindowSizeSqBinShift);
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size_t globalsize[2] = { nblocksx * ctaSize, nblocksy }, localsize[2] = { ctaSize, 1 };
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return k.run(2, globalsize, localsize, false);
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if (!k.run(2, globalsize, localsize, false)) return false;
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if (type == CV_8UC3) {
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Mat dst_rgba = dst.getMat(ACCESS_READ), dst_rgb = _dst.getMat();
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int from_to[] = { 0,0, 1,1, 2,2 };
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mixChannels(&dst_rgba, 1, &dst_rgb, 1, from_to, 3);
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}
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return true;
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}
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static bool ocl_fastNlMeansDenoisingColored( InputArray _src, OutputArray _dst,
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@ -29,8 +29,11 @@ __kernel void calcAlmostDist2Weight(__global int * almostDist2Weight, int almost
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if (almostDist < almostMaxDist)
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{
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FT dist = almostDist * almostDist2ActualDistMultiplier;
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#ifdef ABS
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int weight = convert_int_sat_rte(fixedPointMult * exp(-dist*dist * den));
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#else
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int weight = convert_int_sat_rte(fixedPointMult * exp(-dist * den));
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#endif
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if (weight < WEIGHT_THRESHOLD * fixedPointMult)
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weight = 0;
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@ -44,21 +47,33 @@ __kernel void calcAlmostDist2Weight(__global int * almostDist2Weight, int almost
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#define SEARCH_SIZE_SQ (SEARCH_SIZE * SEARCH_SIZE)
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inline int calcDist(uchar_t a, uchar_t b)
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inline int calcDist(pixel_t a, pixel_t b)
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{
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#ifdef ABS
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int_t retval = convert_int_t(abs_diff(a, b));
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#else
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int_t diff = convert_int_t(a) - convert_int_t(b);
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int_t retval = diff * diff;
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#endif
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#if cn == 1
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return retval;
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#elif cn == 2
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return retval.x + retval.y;
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#elif cn == 3 || cn == 4 /* A is ignored */
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return retval.x + retval.y + retval.z;
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#else
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#error "cn should be either 1 or 2"
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#error "cn should be either 1, 2, 3 or 4"
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#endif
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}
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inline int calcDistUpDown(uchar_t down_value, uchar_t down_value_t, uchar_t up_value, uchar_t up_value_t)
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#ifdef ABS
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inline int calcDistUpDown(pixel_t down_value, pixel_t down_value_t, pixel_t up_value, pixel_t up_value_t)
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{
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return calcDist(down_value, down_value_t) - calcDist(up_value, up_value_t);
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}
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#else
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inline int calcDistUpDown(pixel_t down_value, pixel_t down_value_t, pixel_t up_value, pixel_t up_value_t)
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{
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int_t A = convert_int_t(down_value) - convert_int_t(down_value_t);
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int_t B = convert_int_t(up_value) - convert_int_t(up_value_t);
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@ -68,14 +83,17 @@ inline int calcDistUpDown(uchar_t down_value, uchar_t down_value_t, uchar_t up_v
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return retval;
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#elif cn == 2
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return retval.x + retval.y;
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#elif cn == 3 || cn == 4 /* A is ignored */
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return retval.x + retval.y + retval.z;
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#else
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#error "cn should be either 1 or 2"
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#error "cn should be either 1, 2, 3 or 4"
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#endif
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}
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#endif
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#define COND if (x == 0 && y == 0)
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inline void calcFirstElementInRow(__global const uchar * src, int src_step, int src_offset,
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inline void calcFirstElementInRow(__global const sample_t * src, int src_step, int src_offset,
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__local int * dists, int y, int x, int id,
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__global int * col_dists, __global int * up_col_dists)
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{
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@ -87,9 +105,9 @@ inline void calcFirstElementInRow(__global const uchar * src, int src_step, int
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{
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int dist = 0, value;
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__global const uchar_t * src_template = (__global const uchar_t *)(src +
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__global const pixel_t * src_template = (__global const pixel_t *)(src +
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mad24(sy + i / SEARCH_SIZE, src_step, mad24(cn, sx + i % SEARCH_SIZE, src_offset)));
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__global const uchar_t * src_current = (__global const uchar_t *)(src + mad24(y, src_step, mad24(cn, x, src_offset)));
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__global const pixel_t * src_current = (__global const pixel_t *)(src + mad24(y, src_step, mad24(cn, x, src_offset)));
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__global int * col_dists_current = col_dists + i * TEMPLATE_SIZE;
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#pragma unroll
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@ -107,8 +125,8 @@ inline void calcFirstElementInRow(__global const uchar * src, int src_step, int
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dist += value;
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}
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src_current = (__global const uchar_t *)((__global const uchar *)src_current + src_step);
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src_template = (__global const uchar_t *)((__global const uchar *)src_template + src_step);
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src_current = (__global const pixel_t *)((__global const sample_t *)src_current + src_step);
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src_template = (__global const pixel_t *)((__global const sample_t *)src_template + src_step);
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}
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#pragma unroll
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@ -120,7 +138,7 @@ inline void calcFirstElementInRow(__global const uchar * src, int src_step, int
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}
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}
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inline void calcElementInFirstRow(__global const uchar * src, int src_step, int src_offset,
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inline void calcElementInFirstRow(__global const sample_t * src, int src_step, int src_offset,
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__local int * dists, int y, int x0, int x, int id, int first,
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__global int * col_dists, __global int * up_col_dists)
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{
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@ -130,8 +148,8 @@ inline void calcElementInFirstRow(__global const uchar * src, int src_step, int
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for (int i = id; i < SEARCH_SIZE_SQ; i += CTA_SIZE)
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{
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__global const uchar_t * src_current = (__global const uchar_t *)(src + mad24(y, src_step, mad24(cn, x, src_offset)));
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__global const uchar_t * src_template = (__global const uchar_t *)(src +
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__global const pixel_t * src_current = (__global const pixel_t *)(src + mad24(y, src_step, mad24(cn, x, src_offset)));
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__global const pixel_t * src_template = (__global const pixel_t *)(src +
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mad24(sy + i / SEARCH_SIZE, src_step, mad24(cn, sx + i % SEARCH_SIZE, src_offset)));
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__global int * col_dists_current = col_dists + TEMPLATE_SIZE * i;
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@ -142,8 +160,8 @@ inline void calcElementInFirstRow(__global const uchar * src, int src_step, int
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{
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col_dist += calcDist(src_current[0], src_template[0]);
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src_current = (__global const uchar_t *)((__global const uchar *)src_current + src_step);
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src_template = (__global const uchar_t *)((__global const uchar *)src_template + src_step);
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src_current = (__global const pixel_t *)((__global const sample_t *)src_current + src_step);
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src_template = (__global const pixel_t *)((__global const sample_t *)src_template + src_step);
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}
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dists[i] += col_dist - col_dists_current[first];
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@ -152,7 +170,7 @@ inline void calcElementInFirstRow(__global const uchar * src, int src_step, int
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}
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}
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inline void calcElement(__global const uchar * src, int src_step, int src_offset,
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inline void calcElement(__global const sample_t * src, int src_step, int src_offset,
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__local int * dists, int y, int x0, int x, int id, int first,
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__global int * col_dists, __global int * up_col_dists)
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{
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@ -160,8 +178,8 @@ inline void calcElement(__global const uchar * src, int src_step, int src_offset
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int sy_up = y - TEMPLATE_SIZE2 - 1;
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int sy_down = y + TEMPLATE_SIZE2;
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uchar_t up_value = *(__global const uchar_t *)(src + mad24(sy_up, src_step, mad24(cn, sx, src_offset)));
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uchar_t down_value = *(__global const uchar_t *)(src + mad24(sy_down, src_step, mad24(cn, sx, src_offset)));
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pixel_t up_value = *(__global const pixel_t *)(src + mad24(sy_up, src_step, mad24(cn, sx, src_offset)));
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pixel_t down_value = *(__global const pixel_t *)(src + mad24(sy_down, src_step, mad24(cn, sx, src_offset)));
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sx -= SEARCH_SIZE2;
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sy_up -= SEARCH_SIZE2;
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@ -171,8 +189,8 @@ inline void calcElement(__global const uchar * src, int src_step, int src_offset
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{
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int wx = i % SEARCH_SIZE, wy = i / SEARCH_SIZE;
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uchar_t up_value_t = *(__global const uchar_t *)(src + mad24(sy_up + wy, src_step, mad24(cn, sx + wx, src_offset)));
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uchar_t down_value_t = *(__global const uchar_t *)(src + mad24(sy_down + wy, src_step, mad24(cn, sx + wx, src_offset)));
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pixel_t up_value_t = *(__global const pixel_t *)(src + mad24(sy_up + wy, src_step, mad24(cn, sx + wx, src_offset)));
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pixel_t down_value_t = *(__global const pixel_t *)(src + mad24(sy_down + wy, src_step, mad24(cn, sx + wx, src_offset)));
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__global int * col_dists_current = col_dists + mad24(i, TEMPLATE_SIZE, first);
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__global int * up_col_dists_current = up_col_dists + mad24(x0, SEARCH_SIZE_SQ, i);
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@ -185,9 +203,9 @@ inline void calcElement(__global const uchar * src, int src_step, int src_offset
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}
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}
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inline void convolveWindow(__global const uchar * src, int src_step, int src_offset,
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inline void convolveWindow(__global const sample_t * src, int src_step, int src_offset,
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__local int * dists, __global const int * almostDist2Weight,
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__global uchar * dst, int dst_step, int dst_offset,
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__global sample_t * dst, int dst_step, int dst_offset,
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int y, int x, int id, __local int * weights_local,
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__local int_t * weighted_sum_local, int almostTemplateWindowSizeSqBinShift)
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{
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@ -197,7 +215,7 @@ inline void convolveWindow(__global const uchar * src, int src_step, int src_off
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for (int i = id; i < SEARCH_SIZE_SQ; i += CTA_SIZE)
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{
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int src_index = mad24(sy + i / SEARCH_SIZE, src_step, mad24(i % SEARCH_SIZE + sx, cn, src_offset));
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int_t src_value = convert_int_t(*(__global const uchar_t *)(src + src_index));
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int_t src_value = convert_int_t(*(__global const pixel_t *)(src + src_index));
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int almostAvgDist = dists[i] >> almostTemplateWindowSizeSqBinShift;
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int weight = almostDist2Weight[almostAvgDist];
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@ -228,13 +246,13 @@ inline void convolveWindow(__global const uchar * src, int src_step, int src_off
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weighted_sum_local[2] + weighted_sum_local[3];
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int weights_local_0 = weights_local[0] + weights_local[1] + weights_local[2] + weights_local[3];
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*(__global uchar_t *)(dst + dst_index) = convert_uchar_t(weighted_sum_local_0 / (int_t)(weights_local_0));
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*(__global pixel_t *)(dst + dst_index) = convert_pixel_t(weighted_sum_local_0 / (int_t)(weights_local_0));
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}
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}
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__kernel void fastNlMeansDenoising(__global const uchar * src, int src_step, int src_offset,
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__global uchar * dst, int dst_step, int dst_offset, int dst_rows, int dst_cols,
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__global const int * almostDist2Weight, __global uchar * buffer,
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__kernel void fastNlMeansDenoising(__global const sample_t * src, int src_step, int src_offset,
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__global sample_t * dst, int dst_step, int dst_offset, int dst_rows, int dst_cols,
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__global const int * almostDist2Weight, __global sample_t * buffer,
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int almostTemplateWindowSizeSqBinShift)
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{
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int block_x = get_group_id(0), nblocks_x = get_num_groups(0);
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