123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212 |
- /*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
|