mirror of https://github.com/opencv/opencv.git
added first version of gpu::matchTemplate, currently it works only with 8UC1 images and SQDIFF method
parent
8891acb67a
commit
50167f6c26
8 changed files with 323 additions and 5 deletions
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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) 2000-2008, Intel Corporation, all rights reserved. |
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// Copyright (C) 2009, Willow Garage 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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// 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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// and/or other materials provided with the distribution. |
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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 "cuda_shared.hpp" |
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using namespace cv::gpu; |
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namespace cv { namespace gpu { namespace imgproc { |
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texture<unsigned char, 2> imageTex_8U; |
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texture<unsigned char, 2> templTex_8U; |
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__global__ void matchTemplateKernel_8U_SqDiff(int w, int h, DevMem2Df result) |
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{ |
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int x = blockDim.x * blockIdx.x + threadIdx.x; |
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int y = blockDim.y * blockIdx.y + threadIdx.y; |
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if (x < result.cols && y < result.rows) |
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{ |
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float sum = 0.f; |
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float delta; |
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for (int i = 0; i < h; ++i) |
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{ |
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for (int j = 0; j < w; ++j) |
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{ |
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delta = (float)tex2D(imageTex_8U, x + j, y + i) - |
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(float)tex2D(templTex_8U, j, i); |
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sum += delta * delta; |
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} |
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} |
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result.ptr(y)[x] = sum; |
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} |
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} |
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void matchTemplateCaller_8U_SqDiff(const DevMem2D image, const DevMem2D templ, DevMem2Df result) |
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{ |
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dim3 threads(32, 8); |
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dim3 grid(divUp(image.cols - templ.cols + 1, threads.x), |
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divUp(image.rows - templ.rows + 1, threads.y)); |
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cudaChannelFormatDesc desc = cudaCreateChannelDesc<unsigned char>(); |
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cudaBindTexture2D(0, imageTex_8U, image.data, desc, image.cols, image.rows, image.step); |
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cudaBindTexture2D(0, templTex_8U, templ.data, desc, templ.cols, templ.rows, templ.step); |
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imageTex_8U.filterMode = cudaFilterModePoint; |
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templTex_8U.filterMode = cudaFilterModePoint; |
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matchTemplateKernel_8U_SqDiff<<<grid, threads>>>(templ.cols, templ.rows, result); |
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cudaSafeCall(cudaThreadSynchronize()); |
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cudaSafeCall(cudaUnbindTexture(imageTex_8U)); |
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cudaSafeCall(cudaUnbindTexture(templTex_8U)); |
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} |
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}}} |
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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) 2000-2008, Intel Corporation, all rights reserved.
|
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// Copyright (C) 2009, Willow Garage 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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// 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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// and/or other materials provided with the distribution.
|
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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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#if !defined (HAVE_CUDA) |
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void cv::gpu::matchTemplate(const GpuMat&, const GpuMat&, GpuMat&, int) { throw_nogpu(); } |
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#else |
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namespace cv { namespace gpu { namespace imgproc { |
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void matchTemplateCaller_8U_SqDiff(const DevMem2D, const DevMem2D, DevMem2Df); |
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}}} |
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void cv::gpu::matchTemplate(const GpuMat& image, const GpuMat& templ, GpuMat& result, int method) |
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{ |
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CV_Assert(image.type() == CV_8U); |
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CV_Assert(method == CV_TM_SQDIFF); |
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CV_Assert(image.type() == templ.type()); |
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CV_Assert(image.cols >= templ.cols && image.rows >= templ.rows); |
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result.create(image.rows - templ.rows + 1, image.cols - templ.cols + 1, CV_32F); |
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imgproc::matchTemplateCaller_8U_SqDiff(image, templ, result); |
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} |
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#endif |
@ -0,0 +1,145 @@ |
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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) 2000-2008, Intel Corporation, all rights reserved.
|
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// Copyright (C) 2009, Willow Garage 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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// 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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// and/or other GpuMaterials provided with the distribution.
|
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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 bpied warranties, including, but not limited to, the bpied
|
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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 "gputest.hpp" |
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using namespace cv; |
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using namespace std; |
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struct CV_GpuMatchTemplateTest: CvTest
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{ |
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CV_GpuMatchTemplateTest(): CvTest("GPU-MatchTemplateTest", "matchTemplate") {} |
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void run(int) |
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{ |
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try |
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{ |
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Mat image, templ; |
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Mat dst_gold; |
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gpu::GpuMat dst; |
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int n, m, h, w; |
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for (int i = 0; i < 4; ++i) |
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{ |
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n = 1 + rand() % 100; |
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m = 1 + rand() % 100; |
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do h = 1 + rand() % 20; while (h > n); |
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do w = 1 + rand() % 20; while (w > m); |
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gen(image, n, m, CV_8U); |
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gen(templ, h, w, CV_8U); |
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match_template_naive(image, templ, dst_gold); |
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gpu::matchTemplate(gpu::GpuMat(image), gpu::GpuMat(templ), dst, CV_TM_SQDIFF); |
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if (!check8U(dst_gold, Mat(dst))) return; |
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} |
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} |
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catch (const Exception& e) |
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{ |
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if (!check_and_treat_gpu_exception(e, ts)) throw; |
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return; |
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} |
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} |
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void gen(Mat& a, int rows, int cols, int type) |
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{ |
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RNG rng; |
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a.create(rows, cols, type); |
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if (type == CV_8U) |
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rng.fill(a, RNG::UNIFORM, Scalar(0), Scalar(10)); |
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} |
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// Naive version for unsigned char
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// Time complexity is O(a.size().area() * b.size().area()).
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void match_template_naive(const Mat& a, const Mat& b, Mat& c) |
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{ |
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c.create(a.rows - b.rows + 1, a.cols - b.cols + 1, CV_32F);
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for (int i = 0; i < c.rows; ++i) |
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{ |
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for (int j = 0; j < c.cols; ++j) |
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{ |
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float delta; |
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float sum = 0.f; |
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for (int y = 0; y < b.rows; ++y) |
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{ |
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const unsigned char* arow = a.ptr(i + y); |
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const unsigned char* brow = b.ptr(y); |
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for (int x = 0; x < b.cols; ++x) |
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{ |
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delta = (float)(arow[j + x] - brow[x]); |
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sum += delta * delta; |
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} |
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} |
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c.at<float>(i, j) = sum; |
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} |
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} |
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} |
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bool check8U(const Mat& a, const Mat& b) |
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{ |
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if (a.size() != b.size()) |
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{ |
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ts->printf(CvTS::CONSOLE, "bad size"); |
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ts->set_failed_test_info(CvTS::FAIL_INVALID_OUTPUT); |
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return false; |
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} |
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for (int i = 0; i < a.rows; ++i) |
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{ |
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for (int j = 0; j < a.cols; ++j) |
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{ |
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float v1 = a.at<float>(i, j); |
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float v2 = b.at<float>(i, j); |
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if (fabs(v1 - v2) > 1e-3f) |
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{ |
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ts->printf(CvTS::CONSOLE, "(gold)%f != %f, pos: (%d, %d) size: (%d, %d)\n",
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v1, v2, j, i, a.cols, a.rows); |
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ts->set_failed_test_info(CvTS::FAIL_INVALID_OUTPUT); |
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return false; |
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} |
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} |
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} |
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return true; |
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} |
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} match_template_test; |
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