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+/*M///////////////////////////////////////////////////////////////////////////////////////
+//
+// IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
+//
+// By downloading, copying, installing or using the software you agree to this license.
+// If you do not agree to this license, do not download, install,
+// copy or use the software.
+//
+//
+// License Agreement
+// For Open Source Computer Vision Library
+//
+// Copyright (C) 2015, Baisheng Lai (laibaisheng@gmail.com), Zhejiang University,
+// all rights reserved.
+//
+// Redistribution and use in source and binary forms, with or without modification,
+// are permitted provided that the following conditions are met:
+//
+// * Redistribution's of source code must retain the above copyright notice,
+// this list of conditions and the following disclaimer.
+//
+// * Redistribution's in binary form must reproduce the above copyright notice,
+// this list of conditions and the following disclaimer in the documentation
+// and/or other materials provided with the distribution.
+//
+// * The name of the copyright holders may not be used to endorse or promote products
+// derived from this software without specific prior written permission.
+//
+// This software is provided by the copyright holders and contributors "as is" and
+// any express or implied warranties, including, but not limited to, the implied
+// warranties of merchantability and fitness for a particular purpose are disclaimed.
+// In no event shall the Intel Corporation or contributors be liable for any direct,
+// indirect, incidental, special, exemplary, or consequential damages
+// (including, but not limited to, procurement of substitute goods or services;
+// loss of use, data, or profits; or business interruption) however caused
+// and on any theory of liability, whether in contract, strict liability,
+// or tort (including negligence or otherwise) arising in any way out of
+// the use of this software, even if advised of the possibility of such damage.
+//
+//M*/
+
+#ifndef __OPENCV_MULTICAMERACALIBRATION_HPP__
+#define __OPENCV_MULTICAMERACALIBRATION_HPP__
+
+#include "opencv2/ccalib/randpattern.hpp"
+#include "opencv2/ccalib/omnidir.hpp"
+#include <string>
+#include <iostream>
+
+namespace cv { namespace multicalib {
+
+//! @addtogroup ccalib
+//! @{
+
+#define HEAD -1
+#define INVALID -2
+
+/** @brief Class for multiple camera calibration that supports pinhole camera and omnidirection camera.
+For omnidirectional camera model, please refer to omnidir.hpp in ccalib module.
+It first calibrate each camera individually, then a bundle adjustment like optimization is applied to
+refine extrinsic parameters. So far, it only support "random" pattern for calibration,
+see randomPattern.hpp in ccalib module for details.
+Images that are used should be named by "cameraIdx-timestamp.*", several images with the same timestamp
+means that they are the same pattern that are photographed. cameraIdx should start from 0.
+
+For more details, please refer to paper
+ B. Li, L. Heng, K. Kevin and M. Pollefeys, "A Multiple-Camera System
+ Calibration Toolbox Using A Feature Descriptor-Based Calibration
+ Pattern", in IROS 2013.
+*/
+
+class CV_EXPORTS MultiCameraCalibration
+{
+public:
+ enum {
+ PINHOLE,
+ OMNIDIRECTIONAL
+ //FISHEYE
+ };
+
+ // an edge connects a camera and pattern
+ struct edge
+ {
+ int cameraVertex; // vertex index for camera in this edge
+ int photoVertex; // vertex index for pattern in this edge
+ int photoIndex; // photo index among photos for this camera
+ Mat transform; // transform from pattern to camera
+
+ edge(int cv, int pv, int pi, Mat trans)
+ {
+ cameraVertex = cv;
+ photoVertex = pv;
+ photoIndex = pi;
+ transform = trans;
+ }
+ };
+
+ struct vertex
+ {
+ Mat pose; // relative pose to the first camera. For camera vertex, it is the
+ // transform from the first camera to this camera, for pattern vertex,
+ // it is the transform from pattern to the first camera
+ int timestamp; // timestamp of photo, only available for photo vertex
+
+ vertex(Mat po, int ts)
+ {
+ pose = po;
+ timestamp = ts;
+ }
+
+ vertex()
+ {
+ pose = Mat::eye(4, 4, CV_32F);
+ timestamp = -1;
+ }
+ };
+ /* @brief Constructor
+ @param cameraType camera type, PINHOLE or OMNIDIRECTIONAL
+ @param nCameras number of cameras
+ @fileName filename of string list that are used for calibration, the file is generated
+ by imagelist_creator from OpenCv samples. The first one in the list is the pattern filename.
+ @patternWidth the physical width of pattern, in user defined unit.
+ @patternHeight the physical height of pattern, in user defined unit.
+ @showExtration whether show extracted features and feature filtering.
+ @nMiniMatches minimal number of matched features for a frame.
+ @flags Calibration flags
+ @criteria optimization stopping criteria.
+ @detector feature detector that detect feature points in pattern and images.
+ @descriptor feature descriptor.
+ @matcher feature matcher.
+ */
+ MultiCameraCalibration(int cameraType, int nCameras, const std::string& fileName, float patternWidth,
+ float patternHeight, int verbose = 0, int showExtration = 0, int nMiniMatches = 20, int flags = 0,
+ TermCriteria criteria = TermCriteria(TermCriteria::COUNT + TermCriteria::EPS, 200, 1e-7),
+ Ptr<FeatureDetector> detector = AKAZE::create(AKAZE::DESCRIPTOR_MLDB, 0, 3, 0.006f),
+ Ptr<DescriptorExtractor> descriptor = AKAZE::create(AKAZE::DESCRIPTOR_MLDB,0, 3, 0.006f),
+ Ptr<DescriptorMatcher> matcher = DescriptorMatcher::create("BruteForce-L1"));
+
+ /* @brief load images
+ */
+ void loadImages();
+
+ /* @brief initialize multiple camera calibration. It calibrates each camera individually.
+ */
+ void initialize();
+
+ /* @brief optimization extrinsic parameters
+ */
+ double optimizeExtrinsics();
+
+ /* @brief run multi-camera camera calibration, it runs loadImage(), initialize() and optimizeExtrinsics()
+ */
+ double run();
+
+ /* @brief write camera parameters to file.
+ */
+ void writeParameters(const std::string& filename);
+
+private:
+ std::vector<std::string> readStringList();
+
+ int getPhotoVertex(int timestamp);
+
+ void graphTraverse(const Mat& G, int begin, std::vector<int>& order, std::vector<int>& pre);
+
+ void findRowNonZero(const Mat& row, Mat& idx);
+
+ void computeJacobianExtrinsic(const Mat& extrinsicParams, Mat& JTJ_inv, Mat& JTE);
+
+ void computePhotoCameraJacobian(const Mat& rvecPhoto, const Mat& tvecPhoto, const Mat& rvecCamera,
+ const Mat& tvecCamera, Mat& rvecTran, Mat& tvecTran, const Mat& objectPoints, const Mat& imagePoints, const Mat& K,
+ const Mat& distort, const Mat& xi, Mat& jacobianPhoto, Mat& jacobianCamera, Mat& E);
+
+ void compose_motion(InputArray _om1, InputArray _T1, InputArray _om2, InputArray _T2, Mat& om3, Mat& T3, Mat& dom3dom1,
+ Mat& dom3dT1, Mat& dom3dom2, Mat& dom3dT2, Mat& dT3dom1, Mat& dT3dT1, Mat& dT3dom2, Mat& dT3dT2);
+
+ void JRodriguesMatlab(const Mat& src, Mat& dst);
+ void dAB(InputArray A, InputArray B, OutputArray dABdA, OutputArray dABdB);
+
+ double computeProjectError(Mat& parameters);
+
+ void vector2parameters(const Mat& parameters, std::vector<Vec3f>& rvecVertex, std::vector<Vec3f>& tvecVertexs);
+ void parameters2vector(const std::vector<Vec3f>& rvecVertex, const std::vector<Vec3f>& tvecVertex, Mat& parameters);
+
+ int _camType; //PINHOLE, FISHEYE or OMNIDIRECTIONAL
+ int _nCamera;
+ int _nMiniMatches;
+ int _flags;
+ int _verbose;
+ double _error;
+ float _patternWidth, _patternHeight;
+ TermCriteria _criteria;
+ std::string _filename;
+ int _showExtraction;
+ Ptr<FeatureDetector> _detector;
+ Ptr<DescriptorExtractor> _descriptor;
+ Ptr<DescriptorMatcher> _matcher;
+
+ std::vector<edge> _edgeList;
+ std::vector<vertex> _vertexList;
+ std::vector<std::vector<cv::Mat> > _objectPointsForEachCamera;
+ std::vector<std::vector<cv::Mat> > _imagePointsForEachCamera;
+ std::vector<cv::Mat> _cameraMatrix;
+ std::vector<cv::Mat> _distortCoeffs;
+ std::vector<cv::Mat> _xi;
+ std::vector<std::vector<Mat> > _omEachCamera, _tEachCamera;
+};
+
+//! @}
+
+}} // namespace multicalib, cv
+#endif \ No newline at end of file