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234 lines
12 KiB
234 lines
12 KiB
/*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) 2015, University of Ostrava, Institute for Research and Applications of Fuzzy Modeling, |
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// Pavel Vlasanek, all rights reserved. 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 "test_precomp.hpp" |
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#include <string> |
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using namespace std; |
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using namespace cv; |
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TEST(fuzzy_f0, components) |
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{ |
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float arI[16][16] = |
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{ |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 } |
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}; |
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Mat I = Mat(16, 16, CV_32F, arI); |
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float arDemandedComp[9][9] = |
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{ |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 } |
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}; |
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Mat demandedComp = Mat(9, 9, CV_32F, arDemandedComp); |
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Mat kernel; |
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ft::createKernel(ft::LINEAR, 2, kernel, 1); |
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Mat f0comp; |
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ft::FT02D_components(I, kernel, f0comp); |
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double n1 = cvtest::norm(demandedComp, f0comp, NORM_INF); |
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EXPECT_DOUBLE_EQ(n1, 0); |
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} |
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TEST(fuzzy_f0, inversion) |
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{ |
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float arDemandedO[16][16] = |
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{ |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 } |
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}; |
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Mat demandedO = Mat(16, 16, CV_32F, arDemandedO); |
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float arComp[9][9] = |
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{ |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 }, |
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{ 0, 2.5, 33.75, 80.25, 127, 173.75, 220.75, 252.25, 255 } |
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}; |
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Mat comp = Mat(9, 9, CV_32F, arComp); |
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Mat kernel; |
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ft::createKernel(ft::LINEAR, 2, kernel, 1); |
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Mat O; |
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ft::FT02D_inverseFT(comp, kernel, O, 16, 16); |
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double n1 = cvtest::norm(demandedO, O, NORM_INF); |
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EXPECT_DOUBLE_EQ(n1, 0); |
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} |
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TEST(fuzzy_f0, process) |
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{ |
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float arI[16][16] = |
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{ |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 }, |
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{ 0, 0, 0, 10, 34, 57, 80, 104, 127, 150, 174, 197, 221, 244, 255, 255 } |
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}; |
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Mat I = Mat(16, 16, CV_32F, arI); |
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float arDemandedO[16][16] = |
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{ |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 }, |
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{ 0, 1.25, 2.5, 18.125, 33.75, 57, 80.25, 103.625, 127, 150.375, 173.75, 197.25, 220.75, 236.5, 252.25, 253.625 } |
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}; |
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Mat demandedO = Mat(16, 16, CV_32F, arDemandedO); |
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Mat kernel; |
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ft::createKernel(ft::LINEAR, 2, kernel, 1); |
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Mat O; |
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ft::FT02D_process(I, kernel, O); |
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double n1 = cvtest::norm(demandedO, O, NORM_INF); |
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EXPECT_DOUBLE_EQ(n1, 0); |
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} |
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TEST(fuzzy_f0, FL_process) |
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{ |
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string folder = string(cvtest::TS::ptr()->get_data_path()) + "fuzzy/"; |
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Mat orig = imread(folder + "orig.png"); |
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Mat exp5 = imread(folder + "exp5.png"); |
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EXPECT_TRUE(!orig.empty() && !exp5.empty()); |
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Mat res5; |
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ft::FT02D_FL_process(orig, 5, res5); |
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res5.convertTo(res5, CV_8UC3); |
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double n1 = cvtest::norm(exp5, res5, NORM_INF); |
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EXPECT_LE(n1, 1); |
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} |
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TEST(fuzzy_f0, FL_process_float) |
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{ |
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string folder = string(cvtest::TS::ptr()->get_data_path()) + "fuzzy/"; |
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Mat orig = imread(folder + "orig.png"); |
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Mat exp6 = imread(folder + "exp6.png"); |
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EXPECT_TRUE(!orig.empty() && !exp6.empty()); |
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Mat res6; |
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ft::FT02D_FL_process_float(orig, 5, res6); |
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res6.convertTo(res6, CV_8UC3); |
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double n1 = cvtest::norm(exp6, res6, NORM_INF); |
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EXPECT_LE(n1, 1); |
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} |