2013-04-20 00:34:37 +08:00
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/*M///////////////////////////////////////////////////////////////////////////////////////
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//
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// IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
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//
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// By downloading, copying, installing or using the software you agree to this license.
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// If you do not agree to this license, do not download, install,
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// copy or use the software.
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//
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//
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// License Agreement
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// For Open Source Computer Vision Library
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//
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// Copyright (C) 2010-2012, Multicoreware, Inc., all rights reserved.
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// Copyright (C) 2010-2012, Institute Of Software Chinese Academy Of Science, all rights reserved.
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// Copyright (C) 2010-2012, Advanced Micro Devices, Inc., all rights reserved.
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// Third party copyrights are property of their respective owners.
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//
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// @Authors
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// Jia Haipeng, jiahaipeng95@gmail.com
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// Jin Ma, jin@multicorewareinc.com
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// Redistribution and use in source and binary forms, with or without modification,
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// are permitted provided that the following conditions are met:
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//
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// * Redistribution's of source code must retain the above copyright notice,
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// this list of conditions and the following disclaimer.
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//
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// * Redistribution's in binary form must reproduce the above copyright notice,
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// this list of conditions and the following disclaimer in the documentation
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2013-10-25 22:00:46 +08:00
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// and/or other materials provided with the distribution.
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2013-04-20 00:34:37 +08:00
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//
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// * The name of the copyright holders may not be used to endorse or promote products
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// derived from this software without specific prior written permission.
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//
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// This software is provided by the copyright holders and contributors "as is" and
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// any express or implied warranties, including, but not limited to, the implied
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// warranties of merchantability and fitness for a particular purpose are disclaimed.
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// In no event shall the Intel Corporation or contributors be liable for any direct,
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// indirect, incidental, special, exemplary, or consequential damages
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// (including, but not limited to, procurement of substitute goods or services;
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// loss of use, data, or profits; or business interruption) however caused
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// and on any theory of liability, whether in contract, strict liability,
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// or tort (including negligence or otherwise) arising in any way out of
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// the use of this software, even if advised of the possibility of such damage.
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//
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//M*/
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#include "precomp.hpp"
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2013-09-27 20:41:25 +08:00
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#include "opencl_kernels.hpp"
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2013-04-20 00:34:37 +08:00
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using namespace cv;
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using namespace cv::ocl;
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namespace cv
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{
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namespace ocl
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{
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namespace stereoCSBP
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{
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2013-09-25 17:42:56 +08:00
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static inline int divUp(int total, int grain)
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{
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return (total + grain - 1) / grain;
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}
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2013-04-20 00:34:37 +08:00
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static string get_kernel_name(string kernel_name, int data_type)
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{
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stringstream idxStr;
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if(data_type == CV_16S)
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idxStr << "0";
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else
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idxStr << "1";
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kernel_name += idxStr.str();
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return kernel_name;
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}
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using cv::ocl::StereoConstantSpaceBP;
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//////////////////////////////////////////////////////////////////////////////////
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/////////////////////////////////init_data_cost//////////////////////////////////
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//////////////////////////////////////////////////////////////////////////////////
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static void init_data_cost_caller(const oclMat &left, const oclMat &right, oclMat &temp,
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StereoConstantSpaceBP &rthis,
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int msg_step, int h, int w, int level)
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{
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Context *clCxt = left.clCxt;
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int data_type = rthis.msg_type;
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int channels = left.oclchannels();
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string kernelName = get_kernel_name("init_data_cost_", data_type);
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cl_kernel kernel = openCLGetKernelFromSource(clCxt, &stereocsbp, kernelName);
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//size_t blockSize = 256;
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size_t localThreads[] = {32, 8 ,1};
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2013-09-25 17:42:56 +08:00
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size_t globalThreads[] = {divUp(w, localThreads[0]) *localThreads[0],
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divUp(h, localThreads[1]) *localThreads[1],
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1
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};
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2013-04-20 00:34:37 +08:00
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int cdisp_step1 = msg_step * h;
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openCLVerifyKernel(clCxt, kernel, localThreads);
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openCLSafeCall(clSetKernelArg(kernel, 0, sizeof(cl_mem), (void *)&temp.data));
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openCLSafeCall(clSetKernelArg(kernel, 1, sizeof(cl_mem), (void *)&left.data));
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openCLSafeCall(clSetKernelArg(kernel, 2, sizeof(cl_mem), (void *)&right.data));
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openCLSafeCall(clSetKernelArg(kernel, 3, sizeof(cl_int), (void *)&h));
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openCLSafeCall(clSetKernelArg(kernel, 4, sizeof(cl_int), (void *)&w));
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openCLSafeCall(clSetKernelArg(kernel, 5, sizeof(cl_int), (void *)&level));
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openCLSafeCall(clSetKernelArg(kernel, 6, sizeof(cl_int), (void *)&channels));
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openCLSafeCall(clSetKernelArg(kernel, 7, sizeof(cl_int), (void *)&msg_step));
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openCLSafeCall(clSetKernelArg(kernel, 8, sizeof(cl_float), (void *)&rthis.data_weight));
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openCLSafeCall(clSetKernelArg(kernel, 9, sizeof(cl_float), (void *)&rthis.max_data_term));
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openCLSafeCall(clSetKernelArg(kernel, 10, sizeof(cl_int), (void *)&cdisp_step1));
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openCLSafeCall(clSetKernelArg(kernel, 11, sizeof(cl_int), (void *)&rthis.min_disp_th));
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openCLSafeCall(clSetKernelArg(kernel, 12, sizeof(cl_int), (void *)&left.step));
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openCLSafeCall(clSetKernelArg(kernel, 13, sizeof(cl_int), (void *)&rthis.ndisp));
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2013-09-20 23:19:52 +08:00
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openCLSafeCall(clEnqueueNDRangeKernel(*(cl_command_queue*)getClCommandQueuePtr(), kernel, 2, NULL,
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2013-04-20 00:34:37 +08:00
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globalThreads, localThreads, 0, NULL, NULL));
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2013-09-20 23:19:52 +08:00
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clFinish(*(cl_command_queue*)getClCommandQueuePtr());
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2013-04-20 00:34:37 +08:00
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openCLSafeCall(clReleaseKernel(kernel));
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}
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static void init_data_cost_reduce_caller(const oclMat &left, const oclMat &right, oclMat &temp,
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StereoConstantSpaceBP &rthis,
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int msg_step, int h, int w, int level)
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{
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Context *clCxt = left.clCxt;
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int data_type = rthis.msg_type;
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int channels = left.oclchannels();
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int win_size = (int)std::pow(2.f, level);
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string kernelName = get_kernel_name("init_data_cost_reduce_", data_type);
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cl_kernel kernel = openCLGetKernelFromSource(clCxt, &stereocsbp, kernelName);
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const int threadsNum = 256;
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//size_t blockSize = threadsNum;
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size_t localThreads[3] = {win_size, 1, threadsNum / win_size};
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2013-09-16 19:11:56 +08:00
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size_t globalThreads[3] = { w *localThreads[0],
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2013-04-20 00:34:37 +08:00
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h * divUp(rthis.ndisp, localThreads[2]) *localThreads[1], 1 * localThreads[2]
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};
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int local_mem_size = threadsNum * sizeof(float);
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int cdisp_step1 = msg_step * h;
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openCLVerifyKernel(clCxt, kernel, localThreads);
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openCLSafeCall(clSetKernelArg(kernel, 0, sizeof(cl_mem), (void *)&temp.data));
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openCLSafeCall(clSetKernelArg(kernel, 1, sizeof(cl_mem), (void *)&left.data));
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openCLSafeCall(clSetKernelArg(kernel, 2, sizeof(cl_mem), (void *)&right.data));
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openCLSafeCall(clSetKernelArg(kernel, 3, local_mem_size, (void *)NULL));
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openCLSafeCall(clSetKernelArg(kernel, 4, sizeof(cl_int), (void *)&level));
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openCLSafeCall(clSetKernelArg(kernel, 5, sizeof(cl_int), (void *)&left.rows));
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openCLSafeCall(clSetKernelArg(kernel, 6, sizeof(cl_int), (void *)&left.cols));
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openCLSafeCall(clSetKernelArg(kernel, 7, sizeof(cl_int), (void *)&h));
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openCLSafeCall(clSetKernelArg(kernel, 8, sizeof(cl_int), (void *)&win_size));
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openCLSafeCall(clSetKernelArg(kernel, 9, sizeof(cl_int), (void *)&channels));
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openCLSafeCall(clSetKernelArg(kernel, 10, sizeof(cl_int), (void *)&rthis.ndisp));
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openCLSafeCall(clSetKernelArg(kernel, 11, sizeof(cl_int), (void *)&left.step));
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openCLSafeCall(clSetKernelArg(kernel, 12, sizeof(cl_float), (void *)&rthis.data_weight));
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openCLSafeCall(clSetKernelArg(kernel, 13, sizeof(cl_float), (void *)&rthis.max_data_term));
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openCLSafeCall(clSetKernelArg(kernel, 14, sizeof(cl_int), (void *)&rthis.min_disp_th));
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openCLSafeCall(clSetKernelArg(kernel, 15, sizeof(cl_int), (void *)&cdisp_step1));
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openCLSafeCall(clSetKernelArg(kernel, 16, sizeof(cl_int), (void *)&msg_step));
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2013-09-20 23:19:52 +08:00
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openCLSafeCall(clEnqueueNDRangeKernel(*(cl_command_queue*)getClCommandQueuePtr(), kernel, 3, NULL,
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2013-04-20 00:34:37 +08:00
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globalThreads, localThreads, 0, NULL, NULL));
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2013-09-20 23:19:52 +08:00
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clFinish(*(cl_command_queue*)getClCommandQueuePtr());
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2013-04-20 00:34:37 +08:00
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openCLSafeCall(clReleaseKernel(kernel));
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}
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static void get_first_initial_local_caller(uchar *data_cost_selected, uchar *disp_selected_pyr,
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oclMat &temp, StereoConstantSpaceBP &rthis,
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int h, int w, int nr_plane, int msg_step)
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{
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Context *clCxt = temp.clCxt;
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int data_type = rthis.msg_type;
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string kernelName = get_kernel_name("get_first_k_initial_local_", data_type);
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cl_kernel kernel = openCLGetKernelFromSource(clCxt, &stereocsbp, kernelName);
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//size_t blockSize = 256;
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size_t localThreads[] = {32, 8 ,1};
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2013-10-01 00:33:56 +08:00
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size_t globalThreads[] = { roundUp(w, localThreads[0]), roundUp(h, localThreads[1]), 1 };
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2013-04-20 00:34:37 +08:00
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int disp_step = msg_step * h;
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openCLVerifyKernel(clCxt, kernel, localThreads);
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openCLSafeCall(clSetKernelArg(kernel, 0, sizeof(cl_mem), (void *)&data_cost_selected));
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openCLSafeCall(clSetKernelArg(kernel, 1, sizeof(cl_mem), (void *)&disp_selected_pyr));
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openCLSafeCall(clSetKernelArg(kernel, 2, sizeof(cl_mem), (void *)&temp.data));
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openCLSafeCall(clSetKernelArg(kernel, 3, sizeof(cl_int), (void *)&h));
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openCLSafeCall(clSetKernelArg(kernel, 4, sizeof(cl_int), (void *)&w));
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openCLSafeCall(clSetKernelArg(kernel, 5, sizeof(cl_int), (void *)&nr_plane));
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openCLSafeCall(clSetKernelArg(kernel, 6, sizeof(cl_int), (void *)&msg_step));
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openCLSafeCall(clSetKernelArg(kernel, 7, sizeof(cl_int), (void *)&disp_step));
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openCLSafeCall(clSetKernelArg(kernel, 8, sizeof(cl_int), (void *)&rthis.ndisp));
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2013-09-20 23:19:52 +08:00
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openCLSafeCall(clEnqueueNDRangeKernel(*(cl_command_queue*)getClCommandQueuePtr(), kernel, 2, NULL,
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2013-04-20 00:34:37 +08:00
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globalThreads, localThreads, 0, NULL, NULL));
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2013-09-20 23:19:52 +08:00
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clFinish(*(cl_command_queue*)getClCommandQueuePtr());
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2013-04-20 00:34:37 +08:00
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openCLSafeCall(clReleaseKernel(kernel));
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}
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static void get_first_initial_global_caller(uchar *data_cost_selected, uchar *disp_selected_pyr,
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oclMat &temp, StereoConstantSpaceBP &rthis,
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int h, int w, int nr_plane, int msg_step)
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{
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Context *clCxt = temp.clCxt;
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int data_type = rthis.msg_type;
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string kernelName = get_kernel_name("get_first_k_initial_global_", data_type);
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cl_kernel kernel = openCLGetKernelFromSource(clCxt, &stereocsbp, kernelName);
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//size_t blockSize = 256;
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size_t localThreads[] = {32, 8, 1};
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2013-09-25 17:42:56 +08:00
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size_t globalThreads[] = {divUp(w, localThreads[0]) *localThreads[0],
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divUp(h, localThreads[1]) *localThreads[1],
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1
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};
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2013-04-20 00:34:37 +08:00
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int disp_step = msg_step * h;
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openCLVerifyKernel(clCxt, kernel, localThreads);
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openCLSafeCall(clSetKernelArg(kernel, 0, sizeof(cl_mem), (void *)&data_cost_selected));
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openCLSafeCall(clSetKernelArg(kernel, 1, sizeof(cl_mem), (void *)&disp_selected_pyr));
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openCLSafeCall(clSetKernelArg(kernel, 2, sizeof(cl_mem), (void *)&temp.data));
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openCLSafeCall(clSetKernelArg(kernel, 3, sizeof(cl_int), (void *)&h));
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openCLSafeCall(clSetKernelArg(kernel, 4, sizeof(cl_int), (void *)&w));
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openCLSafeCall(clSetKernelArg(kernel, 5, sizeof(cl_int), (void *)&nr_plane));
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openCLSafeCall(clSetKernelArg(kernel, 6, sizeof(cl_int), (void *)&msg_step));
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openCLSafeCall(clSetKernelArg(kernel, 7, sizeof(cl_int), (void *)&disp_step));
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openCLSafeCall(clSetKernelArg(kernel, 8, sizeof(cl_int), (void *)&rthis.ndisp));
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2013-09-20 23:19:52 +08:00
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openCLSafeCall(clEnqueueNDRangeKernel(*(cl_command_queue*)getClCommandQueuePtr(), kernel, 2, NULL,
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2013-04-20 00:34:37 +08:00
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globalThreads, localThreads, 0, NULL, NULL));
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2013-09-20 23:19:52 +08:00
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clFinish(*(cl_command_queue*)getClCommandQueuePtr());
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2013-04-20 00:34:37 +08:00
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openCLSafeCall(clReleaseKernel(kernel));
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}
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static void init_data_cost(const oclMat &left, const oclMat &right, oclMat &temp, StereoConstantSpaceBP &rthis,
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uchar *disp_selected_pyr, uchar *data_cost_selected,
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size_t msg_step, int h, int w, int level, int nr_plane)
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{
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if(level <= 1)
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init_data_cost_caller(left, right, temp, rthis, msg_step, h, w, level);
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else
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init_data_cost_reduce_caller(left, right, temp, rthis, msg_step, h, w, level);
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if(rthis.use_local_init_data_cost == true)
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2013-09-25 17:42:56 +08:00
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{
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2013-04-20 00:34:37 +08:00
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get_first_initial_local_caller(data_cost_selected, disp_selected_pyr, temp, rthis, h, w, nr_plane, msg_step);
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2013-09-25 17:42:56 +08:00
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}
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2013-04-20 00:34:37 +08:00
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else
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2013-09-25 17:42:56 +08:00
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{
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2013-04-20 00:34:37 +08:00
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get_first_initial_global_caller(data_cost_selected, disp_selected_pyr, temp, rthis, h, w,
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nr_plane, msg_step);
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2013-09-25 17:42:56 +08:00
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}
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2013-04-20 00:34:37 +08:00
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}
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///////////////////////////////////////////////////////////////////////////////////////////////////
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///////////////////////////////////compute_data_cost//////////////////////////////////////////////
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////////////////////////////////////////////////////////////////////////////////////////////////
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static void compute_data_cost_caller(uchar *disp_selected_pyr, uchar *data_cost,
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StereoConstantSpaceBP &rthis, int msg_step1,
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int msg_step2, const oclMat &left, const oclMat &right, int h,
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int w, int h2, int level, int nr_plane)
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{
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Context *clCxt = left.clCxt;
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int channels = left.oclchannels();
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int data_type = rthis.msg_type;
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string kernelName = get_kernel_name("compute_data_cost_", data_type);
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cl_kernel kernel = openCLGetKernelFromSource(clCxt, &stereocsbp, kernelName);
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2013-10-01 00:33:56 +08:00
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size_t localThreads[] = { 32, 8, 1 };
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size_t globalThreads[] = { roundUp(w, localThreads[0]), roundUp(h, localThreads[1]), 1 };
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2013-04-20 00:34:37 +08:00
|
|
|
|
|
|
|
int disp_step1 = msg_step1 * h;
|
|
|
|
int disp_step2 = msg_step2 * h2;
|
|
|
|
openCLVerifyKernel(clCxt, kernel, localThreads);
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 0, sizeof(cl_mem), (void *)&disp_selected_pyr));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 1, sizeof(cl_mem), (void *)&data_cost));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 2, sizeof(cl_mem), (void *)&left.data));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 3, sizeof(cl_mem), (void *)&right.data));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 4, sizeof(cl_int), (void *)&h));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 5, sizeof(cl_int), (void *)&w));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 6, sizeof(cl_int), (void *)&level));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 7, sizeof(cl_int), (void *)&nr_plane));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 8, sizeof(cl_int), (void *)&channels));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 9, sizeof(cl_int), (void *)&msg_step1));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 10, sizeof(cl_int), (void *)&msg_step2));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 11, sizeof(cl_int), (void *)&disp_step1));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 12, sizeof(cl_int), (void *)&disp_step2));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 13, sizeof(cl_float), (void *)&rthis.data_weight));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 14, sizeof(cl_float), (void *)&rthis.max_data_term));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 15, sizeof(cl_int), (void *)&left.step));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 16, sizeof(cl_int), (void *)&rthis.min_disp_th));
|
2013-09-20 23:19:52 +08:00
|
|
|
openCLSafeCall(clEnqueueNDRangeKernel(*(cl_command_queue*)getClCommandQueuePtr(), kernel, 2, NULL,
|
2013-04-20 00:34:37 +08:00
|
|
|
globalThreads, localThreads, 0, NULL, NULL));
|
|
|
|
|
2013-09-20 23:19:52 +08:00
|
|
|
clFinish(*(cl_command_queue*)getClCommandQueuePtr());
|
2013-04-20 00:34:37 +08:00
|
|
|
openCLSafeCall(clReleaseKernel(kernel));
|
|
|
|
}
|
|
|
|
static void compute_data_cost_reduce_caller(uchar *disp_selected_pyr, uchar *data_cost,
|
|
|
|
StereoConstantSpaceBP &rthis, int msg_step1,
|
|
|
|
int msg_step2, const oclMat &left, const oclMat &right, int h,
|
|
|
|
int w, int h2, int level, int nr_plane)
|
|
|
|
{
|
|
|
|
Context *clCxt = left.clCxt;
|
|
|
|
int data_type = rthis.msg_type;
|
|
|
|
int channels = left.oclchannels();
|
|
|
|
int win_size = (int)std::pow(2.f, level);
|
|
|
|
|
|
|
|
string kernelName = get_kernel_name("compute_data_cost_reduce_", data_type);
|
|
|
|
|
|
|
|
cl_kernel kernel = openCLGetKernelFromSource(clCxt, &stereocsbp, kernelName);
|
|
|
|
|
|
|
|
const size_t threadsNum = 256;
|
|
|
|
//size_t blockSize = threadsNum;
|
2013-09-16 19:11:56 +08:00
|
|
|
size_t localThreads[3] = { win_size, 1, threadsNum / win_size };
|
|
|
|
size_t globalThreads[3] = { w *localThreads[0],
|
2013-04-20 00:34:37 +08:00
|
|
|
h * divUp(nr_plane, localThreads[2]) *localThreads[1], 1 * localThreads[2]
|
|
|
|
};
|
|
|
|
|
|
|
|
int disp_step1 = msg_step1 * h;
|
|
|
|
int disp_step2 = msg_step2 * h2;
|
|
|
|
size_t local_mem_size = threadsNum * sizeof(float);
|
|
|
|
openCLVerifyKernel(clCxt, kernel, localThreads);
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 0, sizeof(cl_mem), (void *)&disp_selected_pyr));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 1, sizeof(cl_mem), (void *)&data_cost));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 2, sizeof(cl_mem), (void *)&left.data));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 3, sizeof(cl_mem), (void *)&right.data));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 4, local_mem_size, (void *)NULL));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 5, sizeof(cl_int), (void *)&level));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 6, sizeof(cl_int), (void *)&left.rows));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 7, sizeof(cl_int), (void *)&left.cols));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 8, sizeof(cl_int), (void *)&h));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 9, sizeof(cl_int), (void *)&nr_plane));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 10, sizeof(cl_int), (void *)&channels));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 11, sizeof(cl_int), (void *)&win_size));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 12, sizeof(cl_int), (void *)&msg_step1));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 13, sizeof(cl_int), (void *)&msg_step2));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 14, sizeof(cl_int), (void *)&disp_step1));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 15, sizeof(cl_int), (void *)&disp_step2));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 16, sizeof(cl_float), (void *)&rthis.data_weight));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 17, sizeof(cl_float), (void *)&rthis.max_data_term));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 18, sizeof(cl_int), (void *)&left.step));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 19, sizeof(cl_int), (void *)&rthis.min_disp_th));
|
2013-09-20 23:19:52 +08:00
|
|
|
openCLSafeCall(clEnqueueNDRangeKernel(*(cl_command_queue*)getClCommandQueuePtr(), kernel, 3, NULL,
|
2013-04-20 00:34:37 +08:00
|
|
|
globalThreads, localThreads, 0, NULL, NULL));
|
|
|
|
|
2013-09-20 23:19:52 +08:00
|
|
|
clFinish(*(cl_command_queue*)getClCommandQueuePtr());
|
2013-04-20 00:34:37 +08:00
|
|
|
openCLSafeCall(clReleaseKernel(kernel));
|
|
|
|
}
|
|
|
|
static void compute_data_cost(uchar *disp_selected_pyr, uchar *data_cost, StereoConstantSpaceBP &rthis,
|
|
|
|
int msg_step1, int msg_step2, const oclMat &left, const oclMat &right, int h, int w,
|
|
|
|
int h2, int level, int nr_plane)
|
|
|
|
{
|
|
|
|
if(level <= 1)
|
|
|
|
compute_data_cost_caller(disp_selected_pyr, data_cost, rthis, msg_step1, msg_step2,
|
|
|
|
left, right, h, w, h2, level, nr_plane);
|
|
|
|
else
|
|
|
|
compute_data_cost_reduce_caller(disp_selected_pyr, data_cost, rthis, msg_step1, msg_step2,
|
|
|
|
left, right, h, w, h2, level, nr_plane);
|
|
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
//////////////////////////////////////init message//////////////////////////////////////////////
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
static void init_message(uchar *u_new, uchar *d_new, uchar *l_new, uchar *r_new,
|
|
|
|
uchar *u_cur, uchar *d_cur, uchar *l_cur, uchar *r_cur,
|
|
|
|
uchar *disp_selected_pyr_new, uchar *disp_selected_pyr_cur,
|
|
|
|
uchar *data_cost_selected, uchar *data_cost, oclMat &temp, StereoConstantSpaceBP rthis,
|
|
|
|
size_t msg_step1, size_t msg_step2, int h, int w, int nr_plane,
|
|
|
|
int h2, int w2, int nr_plane2)
|
|
|
|
{
|
|
|
|
Context *clCxt = temp.clCxt;
|
|
|
|
int data_type = rthis.msg_type;
|
|
|
|
|
|
|
|
string kernelName = get_kernel_name("init_message_", data_type);
|
|
|
|
|
|
|
|
cl_kernel kernel = openCLGetKernelFromSource(clCxt, &stereocsbp, kernelName);
|
|
|
|
|
|
|
|
//size_t blockSize = 256;
|
|
|
|
size_t localThreads[] = {32, 8, 1};
|
2013-10-01 00:33:56 +08:00
|
|
|
size_t globalThreads[] = { roundUp(w, localThreads[0]), roundUp(h, localThreads[1]), 1 };
|
2013-04-20 00:34:37 +08:00
|
|
|
|
|
|
|
int disp_step1 = msg_step1 * h;
|
|
|
|
int disp_step2 = msg_step2 * h2;
|
|
|
|
openCLVerifyKernel(clCxt, kernel, localThreads);
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 0, sizeof(cl_mem), (void *)&u_new));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 1, sizeof(cl_mem), (void *)&d_new));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 2, sizeof(cl_mem), (void *)&l_new));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 3, sizeof(cl_mem), (void *)&r_new));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 4, sizeof(cl_mem), (void *)&u_cur));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 5, sizeof(cl_mem), (void *)&d_cur));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 6, sizeof(cl_mem), (void *)&l_cur));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 7, sizeof(cl_mem), (void *)&r_cur));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 8, sizeof(cl_mem), (void *)&temp.data));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 9, sizeof(cl_mem), (void *)&disp_selected_pyr_new));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 10, sizeof(cl_mem), (void *)&disp_selected_pyr_cur));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 11, sizeof(cl_mem), (void *)&data_cost_selected));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 12, sizeof(cl_mem), (void *)&data_cost));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 13, sizeof(cl_int), (void *)&h));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 14, sizeof(cl_int), (void *)&w));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 15, sizeof(cl_int), (void *)&nr_plane));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 16, sizeof(cl_int), (void *)&h2));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 17, sizeof(cl_int), (void *)&w2));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 18, sizeof(cl_int), (void *)&nr_plane2));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 19, sizeof(cl_int), (void *)&disp_step1));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 20, sizeof(cl_int), (void *)&disp_step2));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 21, sizeof(cl_int), (void *)&msg_step1));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 22, sizeof(cl_int), (void *)&msg_step2));
|
2013-09-20 23:19:52 +08:00
|
|
|
openCLSafeCall(clEnqueueNDRangeKernel(*(cl_command_queue*)getClCommandQueuePtr(), kernel, 2, NULL,
|
2013-04-20 00:34:37 +08:00
|
|
|
globalThreads, localThreads, 0, NULL, NULL));
|
|
|
|
|
2013-09-20 23:19:52 +08:00
|
|
|
clFinish(*(cl_command_queue*)getClCommandQueuePtr());
|
2013-04-20 00:34:37 +08:00
|
|
|
openCLSafeCall(clReleaseKernel(kernel));
|
|
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
///////////////////////////calc_all_iterations////////////////////////////////////////////////
|
|
|
|
//////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
static void calc_all_iterations_caller(uchar *u, uchar *d, uchar *l, uchar *r, uchar *data_cost_selected,
|
|
|
|
uchar *disp_selected_pyr, oclMat &temp, StereoConstantSpaceBP rthis,
|
|
|
|
int msg_step, int h, int w, int nr_plane, int i)
|
|
|
|
{
|
|
|
|
Context *clCxt = temp.clCxt;
|
|
|
|
int data_type = rthis.msg_type;
|
|
|
|
|
|
|
|
string kernelName = get_kernel_name("compute_message_", data_type);
|
|
|
|
|
|
|
|
cl_kernel kernel = openCLGetKernelFromSource(clCxt, &stereocsbp, kernelName);
|
|
|
|
size_t localThreads[] = {32, 8, 1};
|
|
|
|
size_t globalThreads[] = {divUp(w, (localThreads[0]) << 1) *localThreads[0],
|
|
|
|
divUp(h, localThreads[1]) *localThreads[1],
|
|
|
|
1
|
|
|
|
};
|
|
|
|
|
|
|
|
int disp_step = msg_step * h;
|
|
|
|
openCLVerifyKernel(clCxt, kernel, localThreads);
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 0, sizeof(cl_mem), (void *)&u));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 1, sizeof(cl_mem), (void *)&d));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 2, sizeof(cl_mem), (void *)&l));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 3, sizeof(cl_mem), (void *)&r));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 4, sizeof(cl_mem), (void *)&data_cost_selected));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 5, sizeof(cl_mem), (void *)&disp_selected_pyr));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 6, sizeof(cl_mem), (void *)&temp.data));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 7, sizeof(cl_int), (void *)&h));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 8, sizeof(cl_int), (void *)&w));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 9, sizeof(cl_int), (void *)&nr_plane));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 10, sizeof(cl_int), (void *)&i));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 11, sizeof(cl_float), (void *)&rthis.max_disc_term));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 12, sizeof(cl_int), (void *)&disp_step));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 13, sizeof(cl_int), (void *)&msg_step));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 14, sizeof(cl_float), (void *)&rthis.disc_single_jump));
|
2013-09-20 23:19:52 +08:00
|
|
|
openCLSafeCall(clEnqueueNDRangeKernel(*(cl_command_queue*)getClCommandQueuePtr(), kernel, 2, NULL,
|
2013-04-20 00:34:37 +08:00
|
|
|
globalThreads, localThreads, 0, NULL, NULL));
|
|
|
|
|
2013-09-20 23:19:52 +08:00
|
|
|
clFinish(*(cl_command_queue*)getClCommandQueuePtr());
|
2013-04-20 00:34:37 +08:00
|
|
|
openCLSafeCall(clReleaseKernel(kernel));
|
|
|
|
}
|
|
|
|
static void calc_all_iterations(uchar *u, uchar *d, uchar *l, uchar *r, uchar *data_cost_selected,
|
|
|
|
uchar *disp_selected_pyr, oclMat &temp, StereoConstantSpaceBP rthis,
|
|
|
|
int msg_step, int h, int w, int nr_plane)
|
|
|
|
{
|
|
|
|
for(int t = 0; t < rthis.iters; t++)
|
|
|
|
calc_all_iterations_caller(u, d, l, r, data_cost_selected, disp_selected_pyr, temp, rthis,
|
|
|
|
msg_step, h, w, nr_plane, t & 1);
|
|
|
|
}
|
|
|
|
|
|
|
|
///////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
//////////////////////////compute_disp////////////////////////////////////////////////////////
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
static void compute_disp(uchar *u, uchar *d, uchar *l, uchar *r, uchar *data_cost_selected,
|
|
|
|
uchar *disp_selected_pyr, StereoConstantSpaceBP &rthis, size_t msg_step,
|
|
|
|
oclMat &disp, int nr_plane)
|
|
|
|
{
|
|
|
|
Context *clCxt = disp.clCxt;
|
|
|
|
int data_type = rthis.msg_type;
|
|
|
|
|
|
|
|
string kernelName = get_kernel_name("compute_disp_", data_type);
|
|
|
|
|
|
|
|
cl_kernel kernel = openCLGetKernelFromSource(clCxt, &stereocsbp, kernelName);
|
|
|
|
|
|
|
|
//size_t blockSize = 256;
|
2013-10-01 00:33:56 +08:00
|
|
|
size_t localThreads[] = { 32, 8, 1 };
|
|
|
|
size_t globalThreads[] = { roundUp(disp.cols, localThreads[0]), roundUp(disp.rows, localThreads[1]), 1 };
|
2013-04-20 00:34:37 +08:00
|
|
|
|
|
|
|
int step_size = disp.step / disp.elemSize();
|
|
|
|
int disp_step = disp.rows * msg_step;
|
|
|
|
openCLVerifyKernel(clCxt, kernel, localThreads);
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 0, sizeof(cl_mem), (void *)&u));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 1, sizeof(cl_mem), (void *)&d));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 2, sizeof(cl_mem), (void *)&l));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 3, sizeof(cl_mem), (void *)&r));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 4, sizeof(cl_mem), (void *)&data_cost_selected));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 5, sizeof(cl_mem), (void *)&disp_selected_pyr));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 6, sizeof(cl_mem), (void *)&disp.data));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 7, sizeof(cl_int), (void *)&step_size));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 8, sizeof(cl_int), (void *)&disp.cols));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 9, sizeof(cl_int), (void *)&disp.rows));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 10, sizeof(cl_int), (void *)&nr_plane));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 11, sizeof(cl_int), (void *)&msg_step));
|
|
|
|
openCLSafeCall(clSetKernelArg(kernel, 12, sizeof(cl_int), (void *)&disp_step));
|
2013-09-20 23:19:52 +08:00
|
|
|
openCLSafeCall(clEnqueueNDRangeKernel(*(cl_command_queue*)getClCommandQueuePtr(), kernel, 2, NULL,
|
2013-04-20 00:34:37 +08:00
|
|
|
globalThreads, localThreads, 0, NULL, NULL));
|
|
|
|
|
2013-09-20 23:19:52 +08:00
|
|
|
clFinish(*(cl_command_queue*)getClCommandQueuePtr());
|
2013-04-20 00:34:37 +08:00
|
|
|
openCLSafeCall(clReleaseKernel(kernel));
|
|
|
|
}
|
|
|
|
}
|
|
|
|
}
|
|
|
|
}
|
|
|
|
namespace
|
|
|
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{
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const float DEFAULT_MAX_DATA_TERM = 30.0f;
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const float DEFAULT_DATA_WEIGHT = 1.0f;
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const float DEFAULT_MAX_DISC_TERM = 160.0f;
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const float DEFAULT_DISC_SINGLE_JUMP = 10.0f;
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}
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void cv::ocl::StereoConstantSpaceBP::estimateRecommendedParams(int width, int height, int &ndisp, int &iters, int &levels, int &nr_plane)
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{
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ndisp = (int) ((float) width / 3.14f);
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if ((ndisp & 1) != 0)
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ndisp++;
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int mm = ::max(width, height);
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iters = mm / 100 + ((mm > 1200) ? - 4 : 4);
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levels = (int)::log(static_cast<double>(mm)) * 2 / 3;
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if (levels == 0) levels++;
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nr_plane = (int) ((float) ndisp / std::pow(2.0, levels + 1));
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}
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cv::ocl::StereoConstantSpaceBP::StereoConstantSpaceBP(int ndisp_, int iters_, int levels_, int nr_plane_,
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int msg_type_)
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: ndisp(ndisp_), iters(iters_), levels(levels_), nr_plane(nr_plane_),
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max_data_term(DEFAULT_MAX_DATA_TERM), data_weight(DEFAULT_DATA_WEIGHT),
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max_disc_term(DEFAULT_MAX_DISC_TERM), disc_single_jump(DEFAULT_DISC_SINGLE_JUMP), min_disp_th(0),
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msg_type(msg_type_), use_local_init_data_cost(true)
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{
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CV_Assert(msg_type_ == CV_32F || msg_type_ == CV_16S);
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}
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cv::ocl::StereoConstantSpaceBP::StereoConstantSpaceBP(int ndisp_, int iters_, int levels_, int nr_plane_,
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float max_data_term_, float data_weight_, float max_disc_term_, float disc_single_jump_,
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int min_disp_th_, int msg_type_)
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: ndisp(ndisp_), iters(iters_), levels(levels_), nr_plane(nr_plane_),
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max_data_term(max_data_term_), data_weight(data_weight_),
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max_disc_term(max_disc_term_), disc_single_jump(disc_single_jump_), min_disp_th(min_disp_th_),
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msg_type(msg_type_), use_local_init_data_cost(true)
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{
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CV_Assert(msg_type_ == CV_32F || msg_type_ == CV_16S);
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}
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template<class T>
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static void csbp_operator(StereoConstantSpaceBP &rthis, oclMat u[2], oclMat d[2], oclMat l[2], oclMat r[2],
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oclMat disp_selected_pyr[2], oclMat &data_cost, oclMat &data_cost_selected,
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oclMat &temp, oclMat &out, const oclMat &left, const oclMat &right, oclMat &disp)
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{
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CV_DbgAssert(0 < rthis.ndisp && 0 < rthis.iters && 0 < rthis.levels && 0 < rthis.nr_plane
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&& left.rows == right.rows && left.cols == right.cols && left.type() == right.type());
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CV_Assert(rthis.levels <= 8 && (left.type() == CV_8UC1 || left.type() == CV_8UC3));
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const Scalar zero = Scalar::all(0);
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////////////////////////////////////Init///////////////////////////////////////////////////
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2013-08-21 20:44:09 +08:00
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int rows = left.rows;
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int cols = left.cols;
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2013-04-20 00:34:37 +08:00
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rthis.levels = min(rthis.levels, int(log((double)rthis.ndisp) / log(2.0)));
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2013-08-21 20:44:09 +08:00
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int levels = rthis.levels;
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2013-04-20 00:34:37 +08:00
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AutoBuffer<int> buf(levels * 4);
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int *cols_pyr = buf;
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int *rows_pyr = cols_pyr + levels;
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int *nr_plane_pyr = rows_pyr + levels;
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int *step_pyr = nr_plane_pyr + levels;
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cols_pyr[0] = cols;
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rows_pyr[0] = rows;
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2013-08-21 20:44:09 +08:00
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nr_plane_pyr[0] = rthis.nr_plane;
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2013-04-20 00:34:37 +08:00
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const int n = 64;
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2013-08-21 20:44:09 +08:00
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step_pyr[0] = alignSize(cols * sizeof(T), n) / sizeof(T);
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2013-04-20 00:34:37 +08:00
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for (int i = 1; i < levels; i++)
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{
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cols_pyr[i] = cols_pyr[i - 1] / 2;
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rows_pyr[i] = rows_pyr[i - 1]/ 2;
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nr_plane_pyr[i] = nr_plane_pyr[i - 1] * 2;
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step_pyr[i] = alignSize(cols_pyr[i] * sizeof(T), n) / sizeof(T);
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}
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Size msg_size(step_pyr[0], rows * nr_plane_pyr[0]);
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Size data_cost_size(step_pyr[0], rows * nr_plane_pyr[0] * 2);
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u[0].create(msg_size, DataType<T>::type);
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d[0].create(msg_size, DataType<T>::type);
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l[0].create(msg_size, DataType<T>::type);
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r[0].create(msg_size, DataType<T>::type);
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u[1].create(msg_size, DataType<T>::type);
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d[1].create(msg_size, DataType<T>::type);
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l[1].create(msg_size, DataType<T>::type);
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r[1].create(msg_size, DataType<T>::type);
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disp_selected_pyr[0].create(msg_size, DataType<T>::type);
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disp_selected_pyr[1].create(msg_size, DataType<T>::type);
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data_cost.create(data_cost_size, DataType<T>::type);
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data_cost_selected.create(msg_size, DataType<T>::type);
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Size temp_size = data_cost_size;
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if (data_cost_size.width * data_cost_size.height < step_pyr[0] * rows_pyr[levels - 1] * rthis.ndisp)
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temp_size = Size(step_pyr[0], rows_pyr[levels - 1] * rthis.ndisp);
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temp.create(temp_size, DataType<T>::type);
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temp = zero;
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///////////////////////////////// Compute////////////////////////////////////////////////
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//csbp::load_constants(rthis.ndisp, rthis.max_data_term, rthis.data_weight,
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|
// rthis.max_disc_term, rthis.disc_single_jump, rthis.min_disp_th, left, right, temp);
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l[0] = zero;
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d[0] = zero;
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r[0] = zero;
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u[0] = zero;
|
2013-08-21 20:44:09 +08:00
|
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|
disp_selected_pyr[0] = zero;
|
2013-04-20 00:34:37 +08:00
|
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|
l[1] = zero;
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|
d[1] = zero;
|
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|
|
r[1] = zero;
|
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|
|
u[1] = zero;
|
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|
|
disp_selected_pyr[1] = zero;
|
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|
data_cost = zero;
|
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|
|
data_cost_selected = zero;
|
|
|
|
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|
|
int cur_idx = 0;
|
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|
|
|
|
|
|
for (int i = levels - 1; i >= 0; i--)
|
|
|
|
{
|
|
|
|
if (i == levels - 1)
|
|
|
|
{
|
|
|
|
cv::ocl::stereoCSBP::init_data_cost(left, right, temp, rthis, disp_selected_pyr[cur_idx].data,
|
|
|
|
data_cost_selected.data, step_pyr[0], rows_pyr[i], cols_pyr[i],
|
|
|
|
i, nr_plane_pyr[i]);
|
|
|
|
}
|
|
|
|
else
|
|
|
|
{
|
|
|
|
cv::ocl::stereoCSBP::compute_data_cost(
|
|
|
|
disp_selected_pyr[cur_idx].data, data_cost.data, rthis, step_pyr[0],
|
|
|
|
step_pyr[0], left, right, rows_pyr[i], cols_pyr[i], rows_pyr[i + 1], i,
|
|
|
|
nr_plane_pyr[i + 1]);
|
|
|
|
|
|
|
|
int new_idx = (cur_idx + 1) & 1;
|
|
|
|
|
|
|
|
cv::ocl::stereoCSBP::init_message(u[new_idx].data, d[new_idx].data, l[new_idx].data, r[new_idx].data,
|
|
|
|
u[cur_idx].data, d[cur_idx].data, l[cur_idx].data, r[cur_idx].data,
|
|
|
|
disp_selected_pyr[new_idx].data, disp_selected_pyr[cur_idx].data,
|
|
|
|
data_cost_selected.data, data_cost.data, temp, rthis, step_pyr[0],
|
|
|
|
step_pyr[0], rows_pyr[i], cols_pyr[i], nr_plane_pyr[i], rows_pyr[i + 1],
|
|
|
|
cols_pyr[i + 1], nr_plane_pyr[i + 1]);
|
|
|
|
cur_idx = new_idx;
|
|
|
|
}
|
|
|
|
cv::ocl::stereoCSBP::calc_all_iterations(u[cur_idx].data, d[cur_idx].data, l[cur_idx].data, r[cur_idx].data,
|
|
|
|
data_cost_selected.data, disp_selected_pyr[cur_idx].data, temp,
|
|
|
|
rthis, step_pyr[0], rows_pyr[i], cols_pyr[i], nr_plane_pyr[i]);
|
|
|
|
}
|
|
|
|
|
|
|
|
if (disp.empty())
|
|
|
|
disp.create(rows, cols, CV_16S);
|
|
|
|
|
|
|
|
out = ((disp.type() == CV_16S) ? disp : (out.create(rows, cols, CV_16S), out));
|
|
|
|
out = zero;
|
|
|
|
|
|
|
|
stereoCSBP::compute_disp(u[cur_idx].data, d[cur_idx].data, l[cur_idx].data, r[cur_idx].data,
|
|
|
|
data_cost_selected.data, disp_selected_pyr[cur_idx].data, rthis, step_pyr[0],
|
|
|
|
out, nr_plane_pyr[0]);
|
|
|
|
if (disp.type() != CV_16S)
|
|
|
|
out.convertTo(disp, disp.type());
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
typedef void (*csbp_operator_t)(StereoConstantSpaceBP &rthis, oclMat u[2], oclMat d[2], oclMat l[2], oclMat r[2],
|
|
|
|
oclMat disp_selected_pyr[2], oclMat &data_cost, oclMat &data_cost_selected,
|
|
|
|
oclMat &temp, oclMat &out, const oclMat &left, const oclMat &right, oclMat &disp);
|
|
|
|
|
|
|
|
const static csbp_operator_t operators[] = {0, 0, 0, csbp_operator<short>, 0, csbp_operator<float>, 0, 0};
|
|
|
|
|
|
|
|
void cv::ocl::StereoConstantSpaceBP::operator()(const oclMat &left, const oclMat &right, oclMat &disp)
|
|
|
|
{
|
|
|
|
|
|
|
|
CV_Assert(msg_type == CV_32F || msg_type == CV_16S);
|
|
|
|
operators[msg_type](*this, u, d, l, r, disp_selected_pyr, data_cost, data_cost_selected, temp, out,
|
|
|
|
left, right, disp);
|
|
|
|
}
|