fix bug of ocl::canny

fix bug of ocl::canny

/*M///////////////////////////////////////////////////////////////////////////////////////
//
//  IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
//
//  By downloading, copying, installing or using the software you agree to this license.
//  If you do not agree to this license, do not download, install,
//  copy or use the software.
//
//
//                           License Agreement
//                For Open Source Computer Vision Library
//
// Copyright (C) 2010-2012, Multicoreware, Inc., all rights reserved.
// Copyright (C) 2010-2012, Advanced Micro Devices, Inc., all rights reserved.
// Third party copyrights are property of their respective owners.
//
// @Authors
//    Peng Xiao, pengxiao@multicorewareinc.com
//
// Redistribution and use in source and binary forms, with or without modification,
// are permitted provided that the following conditions are met:
//
//   * Redistribution's of source code must retain the above copyright notice,
//     this list of conditions and the following disclaimer.
//
//   * Redistribution's in binary form must reproduce the above copyright notice,
//     this list of conditions and the following disclaimer in the documentation
//     and/or other oclMaterials provided with the distribution.
//
//   * The name of the copyright holders may not be used to endorse or promote products
//     derived from this software without specific prior written permission.
//
// This software is provided by the copyright holders and contributors as is and
// any express or implied warranties, including, but not limited to, the implied
// warranties of merchantability and fitness for a particular purpose are disclaimed.
// In no event shall the Intel Corporation or contributors be liable for any direct,
// indirect, incidental, special, exemplary, or consequential damages
// (including, but not limited to, procurement of substitute goods or services;
// loss of use, data, or profits; or business interruption) however caused
// and on any theory of liability, whether in contract, strict liability,
// or tort (including negligence or otherwise) arising in any way out of
// the use of this software, even if advised of the possibility of such damage.
//
//M*/

#pragma OPENCL EXTENSION cl_amd_printf : enable
#pragma OPENCL EXTENSION cl_khr_global_int32_base_atomics : enable
#pragma OPENCL EXTENSION cl_khr_local_int32_base_atomics : enable

#ifdef L2GRAD
inline float calc(int x, int y)
{
    return sqrt((float)(x * x + y * y));
}
#else
inline float calc(int x, int y)
{
    return (float)abs(x) + abs(y);
}
#endif //

// Smoothing perpendicular to the derivative direction with a triangle filter
// only support 3x3 Sobel kernel
// h (-1) =  1, h (0) =  2, h (1) =  1
// h'(-1) = -1, h'(0) =  0, h'(1) =  1
// thus sobel 2D operator can be calculated as:
// h'(x, y) = h'(x)h(y) for x direction
//
// src		input 8bit single channel image data
// dx_buf	output dx buffer
// dy_buf	output dy buffer
__kernel
    void calcSobelRowPass
    (
    __global const uchar * src,
    __global int * dx_buf,
    __global int * dy_buf,
    int rows,
    int cols,
    int src_step,
    int src_offset,
    int dx_buf_step,
    int dx_buf_offset,
    int dy_buf_step,
    int dy_buf_offset
    )
{
    //src_step   /= sizeof(*src);
    //src_offset /= sizeof(*src);
    dx_buf_step   /= sizeof(*dx_buf);
    dx_buf_offset /= sizeof(*dx_buf);
    dy_buf_step   /= sizeof(*dy_buf);
    dy_buf_offset /= sizeof(*dy_buf);

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    int lidx = get_local_id(0);
    int lidy = get_local_id(1);

    __local int smem[16][18];

    smem[lidy][lidx + 1] = src[gidx + gidy * src_step + src_offset];
    if(lidx == 0)
    {
        smem[lidy][0]  = src[max(gidx - 1,  0)        + gidy * src_step + src_offset];
        smem[lidy][17] = src[min(gidx + 16, cols - 1) + gidy * src_step + src_offset];
    }
    barrier(CLK_LOCAL_MEM_FENCE);

    if(gidy < rows)
    {

        if(gidx < cols)
        {
            dx_buf[gidx + gidy * dx_buf_step + dx_buf_offset] =
                -smem[lidy][lidx] + smem[lidy][lidx + 2];
            dy_buf[gidx + gidy * dy_buf_step + dy_buf_offset] =
                smem[lidy][lidx] + 2 * smem[lidy][lidx + 1] + smem[lidy][lidx + 2];
        }
    }
}

// calculate the magnitude of the filter pass combining both x and y directions
// This is the buffered version(3x3 sobel)
//
// dx_buf		dx buffer, calculated from calcSobelRowPass
// dy_buf		dy buffer, calculated from calcSobelRowPass
// dx			direvitive in x direction output
// dy			direvitive in y direction output
// mag			magnitude direvitive of xy output
__kernel
    void calcMagnitude_buf
    (
    __global const int * dx_buf,
    __global const int * dy_buf,
    __global int * dx,
    __global int * dy,
    __global float * mag,
    int rows,
    int cols,
    int dx_buf_step,
    int dx_buf_offset,
    int dy_buf_step,
    int dy_buf_offset,
    int dx_step,
    int dx_offset,
    int dy_step,
    int dy_offset,
    int mag_step,
    int mag_offset
    )
{
    dx_buf_step    /= sizeof(*dx_buf);
    dx_buf_offset  /= sizeof(*dx_buf);
    dy_buf_step    /= sizeof(*dy_buf);
    dy_buf_offset  /= sizeof(*dy_buf);
    dx_step    /= sizeof(*dx);
    dx_offset  /= sizeof(*dx);
    dy_step    /= sizeof(*dy);
    dy_offset  /= sizeof(*dy);
    mag_step   /= sizeof(*mag);
    mag_offset /= sizeof(*mag);

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    int lidx = get_local_id(0);
    int lidy = get_local_id(1);

    __local int sdx[18][16];
    __local int sdy[18][16];

    sdx[lidy + 1][lidx] = dx_buf[gidx + gidy * dx_buf_step + dx_buf_offset];
    sdy[lidy + 1][lidx] = dy_buf[gidx + gidy * dy_buf_step + dy_buf_offset];
    if(lidy == 0)
    {
        sdx[0][lidx]  = dx_buf[gidx + max(gidy - 1,  0)        * dx_buf_step + dx_buf_offset];
        sdx[17][lidx] = dx_buf[gidx + min(gidy + 16, rows - 1) * dx_buf_step + dx_buf_offset];

        sdy[0][lidx]  = dy_buf[gidx + max(gidy - 1,  0)        * dy_buf_step + dy_buf_offset];
        sdy[17][lidx] = dy_buf[gidx + min(gidy + 16, rows - 1) * dy_buf_step + dy_buf_offset];
    }
    barrier(CLK_LOCAL_MEM_FENCE);

    if(gidx < cols)
    {
        if(gidy < rows)
        {
            int x =  sdx[lidy][lidx] + 2 * sdx[lidy + 1][lidx] + sdx[lidy + 2][lidx];
            int y = -sdy[lidy][lidx] + sdy[lidy + 2][lidx];

            dx[gidx + gidy * dx_step + dx_offset] = x;
            dy[gidx + gidy * dy_step + dy_offset] = y;

            mag[(gidx + 1) + (gidy + 1) * mag_step + mag_offset] = calc(x, y);
        }
    }
}

// calculate the magnitude of the filter pass combining both x and y directions
// This is the non-buffered version(non-3x3 sobel)
//
// dx_buf		dx buffer, calculated from calcSobelRowPass
// dy_buf		dy buffer, calculated from calcSobelRowPass
// dx			direvitive in x direction output
// dy			direvitive in y direction output
// mag			magnitude direvitive of xy output
__kernel
    void calcMagnitude
    (
    __global const int * dx,
    __global const int * dy,
    __global float * mag,
    int rows,
    int cols,
    int dx_step,
    int dx_offset,
    int dy_step,
    int dy_offset,
    int mag_step,
    int mag_offset
    )
{
    dx_step    /= sizeof(*dx);
    dx_offset  /= sizeof(*dx);
    dy_step    /= sizeof(*dy);
    dy_offset  /= sizeof(*dy);
    mag_step   /= sizeof(*mag);
    mag_offset /= sizeof(*mag);

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    if(gidy < rows && gidx < cols)
    {
        mag[(gidx + 1) + (gidy + 1) * mag_step + mag_offset] =
            calc(
            dx[gidx + gidy * dx_step + dx_offset],
            dy[gidx + gidy * dy_step + dy_offset]
        );
    }
}

//////////////////////////////////////////////////////////////////////////////////////////
// 0.4142135623730950488016887242097 is tan(22.5)
#define CANNY_SHIFT 15
#define TG22        (int)(0.4142135623730950488016887242097*(1<<CANNY_SHIFT) + 0.5)

//First pass of edge detection and non-maximum suppression
// edgetype is set to for each pixel:
// 0 - below low thres, not an edge
// 1 - maybe an edge
// 2 - is an edge, either magnitude is greater than high thres, or
//     Given estimates of the image gradients, a search is then carried out
//     to determine if the gradient magnitude assumes a local maximum in the gradient direction.
//     if the rounded gradient angle is zero degrees (i.e. the edge is in the north-south direction) the point will be considered to be on the edge if its gradient magnitude is greater than the magnitudes in the west and east directions,
//     if the rounded gradient angle is 90 degrees (i.e. the edge is in the east-west direction) the point will be considered to be on the edge if its gradient magnitude is greater than the magnitudes in the north and south directions,
//     if the rounded gradient angle is 135 degrees (i.e. the edge is in the north east-south west direction) the point will be considered to be on the edge if its gradient magnitude is greater than the magnitudes in the north west and south east directions,
//     if the rounded gradient angle is 45 degrees (i.e. the edge is in the north west-south east direction)the point will be considered to be on the edge if its gradient magnitude is greater than the magnitudes in the north east and south west directions.
//
// dx, dy		direvitives of x and y direction
// mag			magnitudes calculated from calcMagnitude function
// map			output containing raw edge types
__kernel
    void calcMap
    (
    __global const int * dx,
    __global const int * dy,
    __global const float * mag,
    __global int * map,
    int rows,
    int cols,
    float low_thresh,
    float high_thresh,
    int dx_step,
    int dx_offset,
    int dy_step,
    int dy_offset,
    int mag_step,
    int mag_offset,
    int map_step,
    int map_offset
    )
{
    dx_step    /= sizeof(*dx);
    dx_offset  /= sizeof(*dx);
    dy_step    /= sizeof(*dy);
    dy_offset  /= sizeof(*dy);
    mag_step   /= sizeof(*mag);
    mag_offset /= sizeof(*mag);
    map_step   /= sizeof(*map);
    map_offset /= sizeof(*map);

    __local float smem[18][18];

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    int lidx = get_local_id(0);
    int lidy = get_local_id(1);

    int grp_idx = get_global_id(0) & 0xFFFFF0;
    int grp_idy = get_global_id(1) & 0xFFFFF0;

    int tid = lidx + lidy * 16;
    int lx = tid % 18;
    int ly = tid / 18;
    if(ly < 14)
    {
        smem[ly][lx] = mag[grp_idx + lx + (grp_idy + ly) * mag_step];
    }
    if(ly < 4 && grp_idy + ly + 14 <= rows && grp_idx + lx <= cols)
    {
        smem[ly + 14][lx] = mag[grp_idx + lx + (grp_idy + ly + 14) * mag_step];
    }

    barrier(CLK_LOCAL_MEM_FENCE);

    if(gidy < rows && gidx < cols)
    {
        int x = dx[gidx + gidy * dx_step];
        int y = dy[gidx + gidy * dy_step];
        const int s = (x ^ y) < 0 ? -1 : 1;
        const float m = smem[lidy + 1][lidx + 1];
        x = abs(x);
        y = abs(y);

        // 0 - the pixel can not belong to an edge
        // 1 - the pixel might belong to an edge
        // 2 - the pixel does belong to an edge
        int edge_type = 0;
        if(m > low_thresh)
        {
            const int tg22x = x * TG22;
            const int tg67x = tg22x + (x << (1 + CANNY_SHIFT));
            y <<= CANNY_SHIFT;
            if(y < tg22x)
            {
                if(m > smem[lidy + 1][lidx] && m >= smem[lidy + 1][lidx + 2])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
            else if (y > tg67x)
            {
                if(m > smem[lidy][lidx + 1]&& m >= smem[lidy + 2][lidx + 1])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
            else
            {
                if(m > smem[lidy][lidx + 1 - s]&& m > smem[lidy + 2][lidx + 1 + s])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
        }
        map[gidx + 1 + (gidy + 1) * map_step] = edge_type;
    }
}

// non local memory version
__kernel
    void calcMap_2
    (
    __global const int * dx,
    __global const int * dy,
    __global const float * mag,
    __global int * map,
    int rows,
    int cols,
    float low_thresh,
    float high_thresh,
    int dx_step,
    int dx_offset,
    int dy_step,
    int dy_offset,
    int mag_step,
    int mag_offset,
    int map_step,
    int map_offset
    )
{
    dx_step    /= sizeof(*dx);
    dx_offset  /= sizeof(*dx);
    dy_step    /= sizeof(*dy);
    dy_offset  /= sizeof(*dy);
    mag_step   /= sizeof(*mag);
    mag_offset /= sizeof(*mag);
    map_step   /= sizeof(*map);
    map_offset /= sizeof(*map);

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    if(gidy < rows && gidx < cols)
    {
        int x = dx[gidx + gidy * dx_step];
        int y = dy[gidx + gidy * dy_step];
        const int s = (x ^ y) < 0 ? -1 : 1;
        const float m = mag[gidx + 1 + (gidy + 1) * mag_step];
        x = abs(x);
        y = abs(y);

        // 0 - the pixel can not belong to an edge
        // 1 - the pixel might belong to an edge
        // 2 - the pixel does belong to an edge
        int edge_type = 0;
        if(m > low_thresh)
        {
            const int tg22x = x * TG22;
            const int tg67x = tg22x + (x << (1 + CANNY_SHIFT));
            y <<= CANNY_SHIFT;
            if(y < tg22x)
            {
                if(m > mag[gidx + (gidy + 1) * mag_step] && m >= mag[gidx + 2 + (gidy + 1) * mag_step])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
            else if (y > tg67x)
            {
                if(m > mag[gidx + 1 + gidy* mag_step] && m >= mag[gidx + 1 + (gidy + 2) * mag_step])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
            else
            {
                if(m > mag[gidx + 1 - s + gidy * mag_step] && m > mag[gidx + 1 + s + (gidy + 2) * mag_step])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
        }
        map[gidx + 1 + (gidy + 1) * map_step] = edge_type;
    }
}

// [256, 1, 1] threaded, local memory version
__kernel
    void calcMap_3
    (
    __global const int * dx,
    __global const int * dy,
    __global const float * mag,
    __global int * map,
    int rows,
    int cols,
    float low_thresh,
    float high_thresh,
    int dx_step,
    int dx_offset,
    int dy_step,
    int dy_offset,
    int mag_step,
    int mag_offset,
    int map_step,
    int map_offset
    )
{
    dx_step    /= sizeof(*dx);
    dx_offset  /= sizeof(*dx);
    dy_step    /= sizeof(*dy);
    dy_offset  /= sizeof(*dy);
    mag_step   /= sizeof(*mag);
    mag_offset /= sizeof(*mag);
    map_step   /= sizeof(*map);
    map_offset /= sizeof(*map);

    __local float smem[18][18];

    int lidx = get_local_id(0) % 16;
    int lidy = get_local_id(0) / 16;

    int grp_pix = get_global_id(0); // identifies which pixel is processing currently in the target block
    int grp_ind = get_global_id(1); // identifies which block of pixels is currently processing

    int grp_idx = (grp_ind % (cols/16)) * 16;
    int grp_idy = (grp_ind / (cols/16)) * 16; //(grp_ind / (cols/16)) * 16

    int gidx = grp_idx + lidx;
    int gidy = grp_idy + lidy;

    int tid = get_global_id(0) % 256;
    int lx = tid % 18;
    int ly = tid / 18;
    if(ly < 14)
    {
        smem[ly][lx] = mag[grp_idx + lx + (grp_idy + ly) * mag_step];
    }
    if(ly < 4 && grp_idy + ly + 14 <= rows && grp_idx + lx <= cols)
    {
        smem[ly + 14][lx] = mag[grp_idx + lx + (grp_idy + ly + 14) * mag_step];
    }

    barrier(CLK_LOCAL_MEM_FENCE);

    if(gidy < rows && gidx < cols)
    {
        int x = dx[gidx + gidy * dx_step];
        int y = dy[gidx + gidy * dy_step];
        const int s = (x ^ y) < 0 ? -1 : 1;
        const float m = smem[lidy + 1][lidx + 1];
        x = abs(x);
        y = abs(y);

        // 0 - the pixel can not belong to an edge
        // 1 - the pixel might belong to an edge
        // 2 - the pixel does belong to an edge
        int edge_type = 0;
        if(m > low_thresh)
        {
            const int tg22x = x * TG22;
            const int tg67x = tg22x + (x << (1 + CANNY_SHIFT));
            y <<= CANNY_SHIFT;
            if(y < tg22x)
            {
                if(m > smem[lidy + 1][lidx] && m >= smem[lidy + 1][lidx + 2])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
            else if (y > tg67x)
            {
                if(m > smem[lidy][lidx + 1]&& m >= smem[lidy + 2][lidx + 1])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
            else
            {
                if(m > smem[lidy][lidx + 1 - s]&& m > smem[lidy + 2][lidx + 1 + s])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
        }
        map[gidx + 1 + (gidy + 1) * map_step] = edge_type;
    }
}

#undef CANNY_SHIFT
#undef TG22

//////////////////////////////////////////////////////////////////////////////////////////
// do Hysteresis for pixel whose edge type is 1
//
// If candidate pixel (edge type is 1) has a neighbour pixel (in 3x3 area) with type 2, it is believed to be part of an edge and
// marked as edge. Each thread will iterate for 16 times to connect local edges.
// Candidate pixel being identified as edge will then be tested if there is nearby potiential edge points. If there is, counter will
// be incremented by 1 and the point location is stored. These potiential candidates will be processed further in next kernel.
//
// map		raw edge type results calculated from calcMap.
// st		the potiential edge points found in this kernel call
// counter	the number of potiential edge points
__kernel
    void edgesHysteresisLocal
    (
    __global int * map,
    __global ushort2 * st,
    volatile __global unsigned int * counter,
    int rows,
    int cols,
    int map_step,
    int map_offset
    )
{
    map_step   /= sizeof(*map);
    map_offset /= sizeof(*map);

    __local int smem[18][18];

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    int lidx = get_local_id(0);
    int lidy = get_local_id(1);

    int grp_idx = get_global_id(0) & 0xFFFFF0;
    int grp_idy = get_global_id(1) & 0xFFFFF0;

    int tid = lidx + lidy * 16;
    int lx = tid % 18;
    int ly = tid / 18;
    if(ly < 14)
    {
        smem[ly][lx] = map[grp_idx + lx + (grp_idy + ly) * map_step + map_offset];
    }
    if(ly < 4 && grp_idy + ly + 14 <= rows && grp_idx + lx <= cols)
    {
        smem[ly + 14][lx] = map[grp_idx + lx + (grp_idy + ly + 14) * map_step + map_offset];
    }

    barrier(CLK_LOCAL_MEM_FENCE);

    if(gidy < rows && gidx < cols)
    {
        int n;

#pragma unroll
        for (int k = 0; k < 16; ++k)
        {
            n = 0;

            if (smem[lidy + 1][lidx + 1] == 1)
            {
                n += smem[lidy    ][lidx    ] == 2;
                n += smem[lidy    ][lidx + 1] == 2;
                n += smem[lidy    ][lidx + 2] == 2;

                n += smem[lidy + 1][lidx    ] == 2;
                n += smem[lidy + 1][lidx + 2] == 2;

                n += smem[lidy + 2][lidx    ] == 2;
                n += smem[lidy + 2][lidx + 1] == 2;
                n += smem[lidy + 2][lidx + 2] == 2;
            }

            if (n > 0)
                smem[lidy + 1][lidx + 1] = 2;
        }

        const int e = smem[lidy + 1][lidx + 1];
        map[gidx + 1 + (gidy + 1) * map_step] = e;

        n = 0;
        if(e == 2)
        {
            n += smem[lidy    ][lidx    ] == 1;
            n += smem[lidy    ][lidx + 1] == 1;
            n += smem[lidy    ][lidx + 2] == 1;

            n += smem[lidy + 1][lidx    ] == 1;
            n += smem[lidy + 1][lidx + 2] == 1;

            n += smem[lidy + 2][lidx    ] == 1;
            n += smem[lidy + 2][lidx + 1] == 1;
            n += smem[lidy + 2][lidx + 2] == 1;
        }

        if(n > 0)
        {
            unsigned int ind = atomic_inc(counter);
            st[ind] = (ushort2)(gidx + 1, gidy + 1);
        }
    }
}

__constant int c_dx[8] = {-1,  0,  1, -1, 1, -1, 0, 1};
__constant c_dy[8] = {-1, -1, -1,  0, 0,  1, 1, 1};

#define stack_size 512
__kernel
    void edgesHysteresisGlobal
    (
    __global int * map,
    __global ushort2 * st1,
    __global ushort2 * st2,
    volatile __global int * counter,
    int rows,
    int cols,
    int count,
    int map_step,
    int map_offset
    )
{

    map_step   /= sizeof(*map);
    map_offset /= sizeof(*map);

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    int lidx = get_local_id(0);
    int lidy = get_local_id(1);

    int grp_idx = get_group_id(0);
    int grp_idy = get_group_id(1);

    volatile __local unsigned int s_counter;
    __local unsigned int s_ind;

    __local ushort2 s_st[stack_size];

    if(gidx + gidy == 0)
    {
        *counter = 0;
    }
    barrier(CLK_GLOBAL_MEM_FENCE);

    if(lidx == 0)
    {
        s_counter = 0;
    }
    barrier(CLK_LOCAL_MEM_FENCE);

    int ind = grp_idy * get_num_groups(0) + grp_idx;

    if(ind < count)
    {
        ushort2 pos = st1[ind];
        if (pos.x > 0 && pos.x <= cols && pos.y > 0 && pos.y <= rows)
        {
            if (lidx < 8)
            {
                pos.x += c_dx[lidx];
                pos.y += c_dy[lidx];

                if (map[pos.x + pos.y * map_step] == 1)
                {
                    map[pos.x + pos.y * map_step] = 2;

                    ind = atomic_inc(&s_counter);

                    s_st[ind] = pos;
                }
            }
            barrier(CLK_LOCAL_MEM_FENCE);

            while (s_counter > 0 && s_counter <= stack_size - get_num_groups(0))
            {
                const int subTaskIdx = lidx >> 3;
                const int portion = min(s_counter, get_num_groups(0) >> 3);

                pos.x = pos.y = 0;

                if (subTaskIdx < portion)
                    pos = s_st[s_counter - 1 - subTaskIdx];
                barrier(CLK_LOCAL_MEM_FENCE);

                if (lidx == 0)
                    s_counter -= portion;
                barrier(CLK_LOCAL_MEM_FENCE);

                if (pos.x > 0 && pos.x <= cols && pos.y > 0 && pos.y <= rows)
                {
                    pos.x += c_dx[lidx & 7];
                    pos.y += c_dy[lidx & 7];

                    if (map[pos.x + map_offset + pos.y * map_step] == 1)
                    {
                        map[pos.x + map_offset + pos.y * map_step] = 2;

                        ind = atomic_inc(&s_counter);

                        s_st[ind] = pos;
                    }
                }
                barrier(CLK_LOCAL_MEM_FENCE);
            }

            if (s_counter > 0)
            {
                if (lidx == 0)
                {
                    ind = atomic_add(counter, s_counter);
                    s_ind = ind - s_counter;
                }
                barrier(CLK_LOCAL_MEM_FENCE);

                ind = s_ind;

                for (int i = lidx; i < s_counter; i += get_num_groups(0))
                {
                    st2[ind + i] = s_st[i];
                }
            }
        }
    }
}
#undef stack_size

//Get the edge result. egde type of value 2 will be marked as an edge point and set to 255. Otherwise 0.
// map		edge type mappings
// dst		edge output
__kernel
    void getEdges
    (
    __global const int * map,
    __global uchar * dst,
    int rows,
    int cols,
    int map_step,
    int map_offset,
    int dst_step,
    int dst_offset
    )
{
    map_step   /= sizeof(*map);
    map_offset /= sizeof(*map);
    //dst_step   /= sizeof(*dst);
    //dst_offset /= sizeof(*dst);

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    if(gidy < rows && gidx < cols)
    {
        //dst[gidx + gidy * dst_step] = map[gidx + 1 + (gidy + 1) * map_step] == 2 ? 255: 0;
        dst[gidx + gidy * dst_step] = (uchar)(-(map[gidx + 1 + (gidy + 1) * map_step] / 2));
    }
}

/*M///////////////////////////////////////////////////////////////////////////////////////
//
//  IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
//
//  By downloading, copying, installing or using the software you agree to this license.
//  If you do not agree to this license, do not download, install,
//  copy or use the software.
//
//
//                           License Agreement
//                For Open Source Computer Vision Library
//
// Copyright (C) 2010-2012, Multicoreware, Inc., all rights reserved.
// Copyright (C) 2010-2012, Advanced Micro Devices, Inc., all rights reserved.
// Third party copyrights are property of their respective owners.
//
// @Authors
//    Peng Xiao, pengxiao@multicorewareinc.com
//
// Redistribution and use in source and binary forms, with or without modification,
// are permitted provided that the following conditions are met:
//
//   * Redistribution's of source code must retain the above copyright notice,
//     this list of conditions and the following disclaimer.
//
//   * Redistribution's in binary form must reproduce the above copyright notice,
//     this list of conditions and the following disclaimer in the documentation
//     and/or other oclMaterials provided with the distribution.
//
//   * The name of the copyright holders may not be used to endorse or promote products
//     derived from this software without specific prior written permission.
//
// This software is provided by the copyright holders and contributors as is and
// any express or implied warranties, including, but not limited to, the implied
// warranties of merchantability and fitness for a particular purpose are disclaimed.
// In no event shall the Intel Corporation or contributors be liable for any direct,
// indirect, incidental, special, exemplary, or consequential damages
// (including, but not limited to, procurement of substitute goods or services;
// loss of use, data, or profits; or business interruption) however caused
// and on any theory of liability, whether in contract, strict liability,
// or tort (including negligence or otherwise) arising in any way out of
// the use of this software, even if advised of the possibility of such damage.
//
//M*/

#pragma OPENCL EXTENSION cl_amd_printf : enable
#pragma OPENCL EXTENSION cl_khr_global_int32_base_atomics : enable
#pragma OPENCL EXTENSION cl_khr_local_int32_base_atomics : enable

#ifdef L2GRAD
inline float calc(int x, int y)
{
    return sqrt((float)(x * x + y * y));
}
#else
inline float calc(int x, int y)
{
    return (float)abs(x) + abs(y);
}
#endif //

// Smoothing perpendicular to the derivative direction with a triangle filter
// only support 3x3 Sobel kernel
// h (-1) =  1, h (0) =  2, h (1) =  1
// h'(-1) = -1, h'(0) =  0, h'(1) =  1
// thus sobel 2D operator can be calculated as:
// h'(x, y) = h'(x)h(y) for x direction
//
// src		input 8bit single channel image data
// dx_buf	output dx buffer
// dy_buf	output dy buffer
__kernel
    void calcSobelRowPass
    (
    __global const uchar * src,
    __global int * dx_buf,
    __global int * dy_buf,
    int rows,
    int cols,
    int src_step,
    int src_offset,
    int dx_buf_step,
    int dx_buf_offset,
    int dy_buf_step,
    int dy_buf_offset
    )
{
    //src_step   /= sizeof(*src);
    //src_offset /= sizeof(*src);
    dx_buf_step   /= sizeof(*dx_buf);
    dx_buf_offset /= sizeof(*dx_buf);
    dy_buf_step   /= sizeof(*dy_buf);
    dy_buf_offset /= sizeof(*dy_buf);

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    int lidx = get_local_id(0);
    int lidy = get_local_id(1);

    __local int smem[16][18];

    if(gidy < rows)
    {
        smem[lidy][lidx + 1] = src[gidx + gidy * src_step + src_offset];
        if(lidx == 0)
        {
            smem[lidy][0]  = src[max(gidx - 1,  0)        + gidy * src_step + src_offset];
            smem[lidy][17] = src[min(gidx + 16, cols - 1) + gidy * src_step + src_offset];
        }
        barrier(CLK_LOCAL_MEM_FENCE);
        if(gidx < cols)
        {
            dx_buf[gidx + gidy * dx_buf_step + dx_buf_offset] =
                -smem[lidy][lidx] + smem[lidy][lidx + 2];
            dy_buf[gidx + gidy * dy_buf_step + dy_buf_offset] =
                smem[lidy][lidx] + 2 * smem[lidy][lidx + 1] + smem[lidy][lidx + 2];
        }
    }
}

// calculate the magnitude of the filter pass combining both x and y directions
// This is the buffered version(3x3 sobel)
//
// dx_buf		dx buffer, calculated from calcSobelRowPass
// dy_buf		dy buffer, calculated from calcSobelRowPass
// dx			direvitive in x direction output
// dy			direvitive in y direction output
// mag			magnitude direvitive of xy output
__kernel
    void calcMagnitude_buf
    (
    __global const int * dx_buf,
    __global const int * dy_buf,
    __global int * dx,
    __global int * dy,
    __global float * mag,
    int rows,
    int cols,
    int dx_buf_step,
    int dx_buf_offset,
    int dy_buf_step,
    int dy_buf_offset,
    int dx_step,
    int dx_offset,
    int dy_step,
    int dy_offset,
    int mag_step,
    int mag_offset
    )
{
    dx_buf_step    /= sizeof(*dx_buf);
    dx_buf_offset  /= sizeof(*dx_buf);
    dy_buf_step    /= sizeof(*dy_buf);
    dy_buf_offset  /= sizeof(*dy_buf);
    dx_step    /= sizeof(*dx);
    dx_offset  /= sizeof(*dx);
    dy_step    /= sizeof(*dy);
    dy_offset  /= sizeof(*dy);
    mag_step   /= sizeof(*mag);
    mag_offset /= sizeof(*mag);

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    int lidx = get_local_id(0);
    int lidy = get_local_id(1);

    __local int sdx[18][16];
    __local int sdy[18][16];

    if(gidx < cols)
    {
        sdx[lidy + 1][lidx] = dx_buf[gidx + gidy * dx_buf_step + dx_buf_offset];
        sdy[lidy + 1][lidx] = dy_buf[gidx + gidy * dy_buf_step + dy_buf_offset];
        if(lidy == 0)
        {
            sdx[0][lidx]  = dx_buf[gidx + max(gidy - 1,  0)        * dx_buf_step + dx_buf_offset];
            sdx[17][lidx] = dx_buf[gidx + min(gidy + 16, rows - 1) * dx_buf_step + dx_buf_offset];

            sdy[0][lidx]  = dy_buf[gidx + max(gidy - 1,  0)        * dy_buf_step + dy_buf_offset];
            sdy[17][lidx] = dy_buf[gidx + min(gidy + 16, rows - 1) * dy_buf_step + dy_buf_offset];
        }
        barrier(CLK_LOCAL_MEM_FENCE);

        if(gidy < rows)
        {
            int x =  sdx[lidy][lidx] + 2 * sdx[lidy + 1][lidx] + sdx[lidy + 2][lidx];
            int y = -sdy[lidy][lidx] + sdy[lidy + 2][lidx];

            dx[gidx + gidy * dx_step + dx_offset] = x;
            dy[gidx + gidy * dy_step + dy_offset] = y;

            mag[(gidx + 1) + (gidy + 1) * mag_step + mag_offset] = calc(x, y);
        }
    }
}

// calculate the magnitude of the filter pass combining both x and y directions
// This is the non-buffered version(non-3x3 sobel)
//
// dx_buf		dx buffer, calculated from calcSobelRowPass
// dy_buf		dy buffer, calculated from calcSobelRowPass
// dx			direvitive in x direction output
// dy			direvitive in y direction output
// mag			magnitude direvitive of xy output
__kernel
    void calcMagnitude
    (
    __global const int * dx,
    __global const int * dy,
    __global float * mag,
    int rows,
    int cols,
    int dx_step,
    int dx_offset,
    int dy_step,
    int dy_offset,
    int mag_step,
    int mag_offset
    )
{
    dx_step    /= sizeof(*dx);
    dx_offset  /= sizeof(*dx);
    dy_step    /= sizeof(*dy);
    dy_offset  /= sizeof(*dy);
    mag_step   /= sizeof(*mag);
    mag_offset /= sizeof(*mag);

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    if(gidy < rows && gidx < cols)
    {
        mag[(gidx + 1) + (gidy + 1) * mag_step + mag_offset] =
            calc(
            dx[gidx + gidy * dx_step + dx_offset],
            dy[gidx + gidy * dy_step + dy_offset]
        );
    }
}

//////////////////////////////////////////////////////////////////////////////////////////
// 0.4142135623730950488016887242097 is tan(22.5)
#define CANNY_SHIFT 15
#define TG22        (int)(0.4142135623730950488016887242097*(1<<CANNY_SHIFT) + 0.5)

//First pass of edge detection and non-maximum suppression
// edgetype is set to for each pixel:
// 0 - below low thres, not an edge
// 1 - maybe an edge
// 2 - is an edge, either magnitude is greater than high thres, or
//     Given estimates of the image gradients, a search is then carried out
//     to determine if the gradient magnitude assumes a local maximum in the gradient direction.
//     if the rounded gradient angle is zero degrees (i.e. the edge is in the north-south direction) the point will be considered to be on the edge if its gradient magnitude is greater than the magnitudes in the west and east directions,
//     if the rounded gradient angle is 90 degrees (i.e. the edge is in the east-west direction) the point will be considered to be on the edge if its gradient magnitude is greater than the magnitudes in the north and south directions,
//     if the rounded gradient angle is 135 degrees (i.e. the edge is in the north east-south west direction) the point will be considered to be on the edge if its gradient magnitude is greater than the magnitudes in the north west and south east directions,
//     if the rounded gradient angle is 45 degrees (i.e. the edge is in the north west-south east direction)the point will be considered to be on the edge if its gradient magnitude is greater than the magnitudes in the north east and south west directions.
//
// dx, dy		direvitives of x and y direction
// mag			magnitudes calculated from calcMagnitude function
// map			output containing raw edge types
__kernel
    void calcMap
    (
    __global const int * dx,
    __global const int * dy,
    __global const float * mag,
    __global int * map,
    int rows,
    int cols,
    float low_thresh,
    float high_thresh,
    int dx_step,
    int dx_offset,
    int dy_step,
    int dy_offset,
    int mag_step,
    int mag_offset,
    int map_step,
    int map_offset
    )
{
    dx_step    /= sizeof(*dx);
    dx_offset  /= sizeof(*dx);
    dy_step    /= sizeof(*dy);
    dy_offset  /= sizeof(*dy);
    mag_step   /= sizeof(*mag);
    mag_offset /= sizeof(*mag);
    map_step   /= sizeof(*map);
    map_offset /= sizeof(*map);

    __local float smem[18][18];

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    int lidx = get_local_id(0);
    int lidy = get_local_id(1);

    int grp_idx = get_global_id(0) & 0xFFFFF0;
    int grp_idy = get_global_id(1) & 0xFFFFF0;

    int tid = lidx + lidy * 16;
    int lx = tid % 18;
    int ly = tid / 18;
    if(ly < 14)
    {
        smem[ly][lx] = mag[grp_idx + lx + (grp_idy + ly) * mag_step];
    }
    if(ly < 4 && grp_idy + ly + 14 <= rows && grp_idx + lx <= cols)
    {
        smem[ly + 14][lx] = mag[grp_idx + lx + (grp_idy + ly + 14) * mag_step];
    }

    barrier(CLK_LOCAL_MEM_FENCE);

    if(gidy < rows && gidx < cols)
    {
        int x = dx[gidx + gidy * dx_step];
        int y = dy[gidx + gidy * dy_step];
        const int s = (x ^ y) < 0 ? -1 : 1;
        const float m = smem[lidy + 1][lidx + 1];
        x = abs(x);
        y = abs(y);

        // 0 - the pixel can not belong to an edge
        // 1 - the pixel might belong to an edge
        // 2 - the pixel does belong to an edge
        int edge_type = 0;
        if(m > low_thresh)
        {
            const int tg22x = x * TG22;
            const int tg67x = tg22x + (x << (1 + CANNY_SHIFT));
            y <<= CANNY_SHIFT;
            if(y < tg22x)
            {
                if(m > smem[lidy + 1][lidx] && m >= smem[lidy + 1][lidx + 2])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
            else if (y > tg67x)
            {
                if(m > smem[lidy][lidx + 1]&& m >= smem[lidy + 2][lidx + 1])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
            else
            {
                if(m > smem[lidy][lidx + 1 - s]&& m > smem[lidy + 2][lidx + 1 + s])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
        }
        map[gidx + 1 + (gidy + 1) * map_step] = edge_type;
    }
}

// non local memory version
__kernel
    void calcMap_2
    (
    __global const int * dx,
    __global const int * dy,
    __global const float * mag,
    __global int * map,
    int rows,
    int cols,
    float low_thresh,
    float high_thresh,
    int dx_step,
    int dx_offset,
    int dy_step,
    int dy_offset,
    int mag_step,
    int mag_offset,
    int map_step,
    int map_offset
    )
{
    dx_step    /= sizeof(*dx);
    dx_offset  /= sizeof(*dx);
    dy_step    /= sizeof(*dy);
    dy_offset  /= sizeof(*dy);
    mag_step   /= sizeof(*mag);
    mag_offset /= sizeof(*mag);
    map_step   /= sizeof(*map);
    map_offset /= sizeof(*map);

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    if(gidy < rows && gidx < cols)
    {
        int x = dx[gidx + gidy * dx_step];
        int y = dy[gidx + gidy * dy_step];
        const int s = (x ^ y) < 0 ? -1 : 1;
        const float m = mag[gidx + 1 + (gidy + 1) * mag_step];
        x = abs(x);
        y = abs(y);

        // 0 - the pixel can not belong to an edge
        // 1 - the pixel might belong to an edge
        // 2 - the pixel does belong to an edge
        int edge_type = 0;
        if(m > low_thresh)
        {
            const int tg22x = x * TG22;
            const int tg67x = tg22x + (x << (1 + CANNY_SHIFT));
            y <<= CANNY_SHIFT;
            if(y < tg22x)
            {
                if(m > mag[gidx + (gidy + 1) * mag_step] && m >= mag[gidx + 2 + (gidy + 1) * mag_step])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
            else if (y > tg67x)
            {
                if(m > mag[gidx + 1 + gidy* mag_step] && m >= mag[gidx + 1 + (gidy + 2) * mag_step])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
            else
            {
                if(m > mag[gidx + 1 - s + gidy * mag_step] && m > mag[gidx + 1 + s + (gidy + 2) * mag_step])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
        }
        map[gidx + 1 + (gidy + 1) * map_step] = edge_type;
    }
}

// [256, 1, 1] threaded, local memory version
__kernel
    void calcMap_3
    (
    __global const int * dx,
    __global const int * dy,
    __global const float * mag,
    __global int * map,
    int rows,
    int cols,
    float low_thresh,
    float high_thresh,
    int dx_step,
    int dx_offset,
    int dy_step,
    int dy_offset,
    int mag_step,
    int mag_offset,
    int map_step,
    int map_offset
    )
{
    dx_step    /= sizeof(*dx);
    dx_offset  /= sizeof(*dx);
    dy_step    /= sizeof(*dy);
    dy_offset  /= sizeof(*dy);
    mag_step   /= sizeof(*mag);
    mag_offset /= sizeof(*mag);
    map_step   /= sizeof(*map);
    map_offset /= sizeof(*map);

    __local float smem[18][18];

    int lidx = get_local_id(0) % 16;
    int lidy = get_local_id(0) / 16;

    int grp_pix = get_global_id(0); // identifies which pixel is processing currently in the target block
    int grp_ind = get_global_id(1); // identifies which block of pixels is currently processing

    int grp_idx = (grp_ind % (cols/16)) * 16;
    int grp_idy = (grp_ind / (cols/16)) * 16; //(grp_ind / (cols/16)) * 16

    int gidx = grp_idx + lidx;
    int gidy = grp_idy + lidy;

    int tid = get_global_id(0) % 256;
    int lx = tid % 18;
    int ly = tid / 18;
    if(ly < 14)
    {
        smem[ly][lx] = mag[grp_idx + lx + (grp_idy + ly) * mag_step];
    }
    if(ly < 4 && grp_idy + ly + 14 <= rows && grp_idx + lx <= cols)
    {
        smem[ly + 14][lx] = mag[grp_idx + lx + (grp_idy + ly + 14) * mag_step];
    }

    barrier(CLK_LOCAL_MEM_FENCE);

    if(gidy < rows && gidx < cols)
    {
        int x = dx[gidx + gidy * dx_step];
        int y = dy[gidx + gidy * dy_step];
        const int s = (x ^ y) < 0 ? -1 : 1;
        const float m = smem[lidy + 1][lidx + 1];
        x = abs(x);
        y = abs(y);

        // 0 - the pixel can not belong to an edge
        // 1 - the pixel might belong to an edge
        // 2 - the pixel does belong to an edge
        int edge_type = 0;
        if(m > low_thresh)
        {
            const int tg22x = x * TG22;
            const int tg67x = tg22x + (x << (1 + CANNY_SHIFT));
            y <<= CANNY_SHIFT;
            if(y < tg22x)
            {
                if(m > smem[lidy + 1][lidx] && m >= smem[lidy + 1][lidx + 2])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
            else if (y > tg67x)
            {
                if(m > smem[lidy][lidx + 1]&& m >= smem[lidy + 2][lidx + 1])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
            else
            {
                if(m > smem[lidy][lidx + 1 - s]&& m > smem[lidy + 2][lidx + 1 + s])
                {
                    edge_type = 1 + (int)(m > high_thresh);
                }
            }
        }
        map[gidx + 1 + (gidy + 1) * map_step] = edge_type;
    }
}

#undef CANNY_SHIFT
#undef TG22

//////////////////////////////////////////////////////////////////////////////////////////
// do Hysteresis for pixel whose edge type is 1
//
// If candidate pixel (edge type is 1) has a neighbour pixel (in 3x3 area) with type 2, it is believed to be part of an edge and
// marked as edge. Each thread will iterate for 16 times to connect local edges.
// Candidate pixel being identified as edge will then be tested if there is nearby potiential edge points. If there is, counter will
// be incremented by 1 and the point location is stored. These potiential candidates will be processed further in next kernel.
//
// map		raw edge type results calculated from calcMap.
// st		the potiential edge points found in this kernel call
// counter	the number of potiential edge points
__kernel
    void edgesHysteresisLocal
    (
    __global int * map,
    __global ushort2 * st,
    volatile __global unsigned int * counter,
    int rows,
    int cols,
    int map_step,
    int map_offset
    )
{
    map_step   /= sizeof(*map);
    map_offset /= sizeof(*map);

    __local int smem[18][18];

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    int lidx = get_local_id(0);
    int lidy = get_local_id(1);

    int grp_idx = get_global_id(0) & 0xFFFFF0;
    int grp_idy = get_global_id(1) & 0xFFFFF0;

    int tid = lidx + lidy * 16;
    int lx = tid % 18;
    int ly = tid / 18;
    if(ly < 14)
    {
        smem[ly][lx] = map[grp_idx + lx + (grp_idy + ly) * map_step + map_offset];
    }
    if(ly < 4 && grp_idy + ly + 14 <= rows && grp_idx + lx <= cols)
    {
        smem[ly + 14][lx] = map[grp_idx + lx + (grp_idy + ly + 14) * map_step + map_offset];
    }

    barrier(CLK_LOCAL_MEM_FENCE);

    if(gidy < rows && gidx < cols)
    {
        int n;

#pragma unroll
        for (int k = 0; k < 16; ++k)
        {
            n = 0;

            if (smem[lidy + 1][lidx + 1] == 1)
            {
                n += smem[lidy    ][lidx    ] == 2;
                n += smem[lidy    ][lidx + 1] == 2;
                n += smem[lidy    ][lidx + 2] == 2;

                n += smem[lidy + 1][lidx    ] == 2;
                n += smem[lidy + 1][lidx + 2] == 2;

                n += smem[lidy + 2][lidx    ] == 2;
                n += smem[lidy + 2][lidx + 1] == 2;
                n += smem[lidy + 2][lidx + 2] == 2;
            }

            if (n > 0)
                smem[lidy + 1][lidx + 1] = 2;
        }

        const int e = smem[lidy + 1][lidx + 1];
        map[gidx + 1 + (gidy + 1) * map_step] = e;

        n = 0;
        if(e == 2)
        {
            n += smem[lidy    ][lidx    ] == 1;
            n += smem[lidy    ][lidx + 1] == 1;
            n += smem[lidy    ][lidx + 2] == 1;

            n += smem[lidy + 1][lidx    ] == 1;
            n += smem[lidy + 1][lidx + 2] == 1;

            n += smem[lidy + 2][lidx    ] == 1;
            n += smem[lidy + 2][lidx + 1] == 1;
            n += smem[lidy + 2][lidx + 2] == 1;
        }

        if(n > 0)
        {
            unsigned int ind = atomic_inc(counter);
            st[ind] = (ushort2)(gidx + 1, gidy + 1);
        }
    }
}

__constant int c_dx[8] = {-1,  0,  1, -1, 1, -1, 0, 1};
__constant c_dy[8] = {-1, -1, -1,  0, 0,  1, 1, 1};

#define stack_size 512
__kernel
    void edgesHysteresisGlobal
    (
    __global int * map,
    __global ushort2 * st1,
    __global ushort2 * st2,
    volatile __global int * counter,
    int rows,
    int cols,
    int count,
    int map_step,
    int map_offset
    )
{

    map_step   /= sizeof(*map);
    map_offset /= sizeof(*map);

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    int lidx = get_local_id(0);
    int lidy = get_local_id(1);

    int grp_idx = get_group_id(0);
    int grp_idy = get_group_id(1);

    volatile __local unsigned int s_counter;
    __local unsigned int s_ind;

    __local ushort2 s_st[stack_size];

    if(gidx + gidy == 0)
    {
        *counter = 0;
    }
    barrier(CLK_GLOBAL_MEM_FENCE);

    if(lidx == 0)
    {
        s_counter = 0;
    }
    barrier(CLK_LOCAL_MEM_FENCE);

    int ind = grp_idy * get_num_groups(0) + grp_idx;

    if(ind < count)
    {
        ushort2 pos = st1[ind];
        if (pos.x > 0 && pos.x <= cols && pos.y > 0 && pos.y <= rows)
        {
            if (lidx < 8)
            {
                pos.x += c_dx[lidx];
                pos.y += c_dy[lidx];

                if (map[pos.x + pos.y * map_step] == 1)
                {
                    map[pos.x + pos.y * map_step] = 2;

                    ind = atomic_inc(&s_counter);

                    s_st[ind] = pos;
                }
            }
            barrier(CLK_LOCAL_MEM_FENCE);

            while (s_counter > 0 && s_counter <= stack_size - get_num_groups(0))
            {
                const int subTaskIdx = lidx >> 3;
                const int portion = min(s_counter, get_num_groups(0) >> 3);

                pos.x = pos.y = 0;

                if (subTaskIdx < portion)
                    pos = s_st[s_counter - 1 - subTaskIdx];
                barrier(CLK_LOCAL_MEM_FENCE);

                if (lidx == 0)
                    s_counter -= portion;
                barrier(CLK_LOCAL_MEM_FENCE);

                if (pos.x > 0 && pos.x <= cols && pos.y > 0 && pos.y <= rows)
                {
                    pos.x += c_dx[lidx & 7];
                    pos.y += c_dy[lidx & 7];

                    if (map[pos.x + map_offset + pos.y * map_step] == 1)
                    {
                        map[pos.x + map_offset + pos.y * map_step] = 2;

                        ind = atomic_inc(&s_counter);

                        s_st[ind] = pos;
                    }
                }
                barrier(CLK_LOCAL_MEM_FENCE);
            }

            if (s_counter > 0)
            {
                if (lidx == 0)
                {
                    ind = atomic_add(counter, s_counter);
                    s_ind = ind - s_counter;
                }
                barrier(CLK_LOCAL_MEM_FENCE);

                ind = s_ind;

                for (int i = lidx; i < s_counter; i += get_num_groups(0))
                {
                    st2[ind + i] = s_st[i];
                }
            }
        }
    }
}
#undef stack_size

//Get the edge result. egde type of value 2 will be marked as an edge point and set to 255. Otherwise 0.
// map		edge type mappings
// dst		edge output
__kernel
    void getEdges
    (
    __global const int * map,
    __global uchar * dst,
    int rows,
    int cols,
    int map_step,
    int map_offset,
    int dst_step,
    int dst_offset
    )
{
    map_step   /= sizeof(*map);
    map_offset /= sizeof(*map);
    //dst_step   /= sizeof(*dst);
    //dst_offset /= sizeof(*dst);

    int gidx = get_global_id(0);
    int gidy = get_global_id(1);

    if(gidy < rows && gidx < cols)
    {
        //dst[gidx + gidy * dst_step] = map[gidx + 1 + (gidy + 1) * map_step] == 2 ? 255: 0;
        dst[gidx + gidy * dst_step] = (uchar)(-(map[gidx + 1 + (gidy + 1) * map_step] / 2));
    }
}