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Open Source Computer Vision Library
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132 lines
5.1 KiB
132 lines
5.1 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) 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 <stdlib.h> |
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#include <math.h> |
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#include <vector> |
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namespace cv |
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{ |
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/* |
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* ShapeContextDescriptor class |
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*/ |
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class SCD |
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{ |
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public: |
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//! the full constructor taking all the necessary parameters |
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explicit SCD(int _nAngularBins=12, int _nRadialBins=5, |
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double _innerRadius=0.1, double _outerRadius=1, bool _rotationInvariant=false) |
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{ |
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setAngularBins(_nAngularBins); |
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setRadialBins(_nRadialBins); |
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setInnerRadius(_innerRadius); |
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setOuterRadius(_outerRadius); |
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setRotationInvariant(_rotationInvariant); |
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meanDistance = 0; |
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} |
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void extractSCD(cv::Mat& contour, cv::Mat& descriptors, |
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const std::vector<int>& queryInliers=std::vector<int>(), |
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const float _meanDistance=-1); |
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int descriptorSize() {return nAngularBins*nRadialBins;} |
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void setAngularBins(int angularBins) { nAngularBins=angularBins; } |
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void setRadialBins(int radialBins) { nRadialBins=radialBins; } |
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void setInnerRadius(double _innerRadius) { innerRadius=_innerRadius; } |
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void setOuterRadius(double _outerRadius) { outerRadius=_outerRadius; } |
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void setRotationInvariant(bool _rotationInvariant) { rotationInvariant=_rotationInvariant; } |
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int getAngularBins() const { return nAngularBins; } |
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int getRadialBins() const { return nRadialBins; } |
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double getInnerRadius() const { return innerRadius; } |
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double getOuterRadius() const { return outerRadius; } |
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bool getRotationInvariant() const { return rotationInvariant; } |
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float getMeanDistance() const { return meanDistance; } |
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private: |
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int nAngularBins; |
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int nRadialBins; |
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double innerRadius; |
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double outerRadius; |
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bool rotationInvariant; |
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float meanDistance; |
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protected: |
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void logarithmicSpaces(std::vector<double>& vecSpaces) const; |
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void angularSpaces(std::vector<double>& vecSpaces) const; |
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void buildNormalizedDistanceMatrix(cv::Mat& contour, |
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cv::Mat& disMatrix, const std::vector<int> &queryInliers, |
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const float _meanDistance=-1); |
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void buildAngleMatrix(cv::Mat& contour, |
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cv::Mat& angleMatrix) const; |
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}; |
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/* |
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* Matcher |
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*/ |
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class SCDMatcher |
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{ |
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public: |
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// the full constructor |
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SCDMatcher() : minMatchCost(0) |
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{ |
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} |
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// the matcher function using Hungarian method |
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void matchDescriptors(cv::Mat& descriptors1, cv::Mat& descriptors2, std::vector<cv::DMatch>& matches, cv::Ptr<cv::HistogramCostExtractor>& comparer, |
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std::vector<int>& inliers1, std::vector<int> &inliers2); |
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// matching cost |
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float getMatchingCost() const {return minMatchCost;} |
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private: |
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float minMatchCost; |
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protected: |
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void buildCostMatrix(const cv::Mat& descriptors1, const cv::Mat& descriptors2, |
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cv::Mat& costMatrix, cv::Ptr<cv::HistogramCostExtractor>& comparer) const; |
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void hungarian(cv::Mat& costMatrix, std::vector<cv::DMatch>& outMatches, std::vector<int> &inliers1, |
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std::vector<int> &inliers2, int sizeScd1=0, int sizeScd2=0); |
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}; |
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}
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