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164 lines
4.7 KiB
C++
164 lines
4.7 KiB
C++
#ifndef __OPENCV_MOTION_ESTIMATORS_HPP__
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#define __OPENCV_MOTION_ESTIMATORS_HPP__
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#include <vector>
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#include <opencv2/core/core.hpp>
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#include <opencv2/features2d/features2d.hpp>
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#include "util.hpp"
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struct ImageFeatures
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{
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std::vector<cv::KeyPoint> keypoints;
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cv::Mat descriptors;
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};
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class FeaturesFinder
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{
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public:
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virtual ~FeaturesFinder() {}
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void operator ()(const std::vector<cv::Mat> &images, std::vector<ImageFeatures> &features) { find(images, features); }
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protected:
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virtual void find(const std::vector<cv::Mat> &images, std::vector<ImageFeatures> &features) = 0;
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};
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class SurfFeaturesFinder : public FeaturesFinder
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{
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public:
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explicit SurfFeaturesFinder(bool gpu_hint = true);
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protected:
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void find(const std::vector<cv::Mat> &images, std::vector<ImageFeatures> &features);
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cv::Ptr<FeaturesFinder> impl_;
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};
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struct MatchesInfo
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{
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MatchesInfo();
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MatchesInfo(const MatchesInfo &other);
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const MatchesInfo& operator =(const MatchesInfo &other);
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int src_img_idx, dst_img_idx; // Optional images indices
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std::vector<cv::DMatch> matches;
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std::vector<uchar> inliers_mask;
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int num_inliers; // Number of geometrically consistent matches
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cv::Mat H; // Homography
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};
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class FeaturesMatcher
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{
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public:
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virtual ~FeaturesMatcher() {}
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void operator ()(const cv::Mat &img1, const ImageFeatures &features1, const cv::Mat &img2, const ImageFeatures &features2,
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MatchesInfo& matches_info) { match(img1, features1, img2, features2, matches_info); }
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void operator ()(const std::vector<cv::Mat> &images, const std::vector<ImageFeatures> &features,
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std::vector<MatchesInfo> &pairwise_matches);
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protected:
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virtual void match(const cv::Mat &img1, const ImageFeatures &features1, const cv::Mat &img2, const ImageFeatures &features2,
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MatchesInfo& matches_info) = 0;
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};
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class BestOf2NearestMatcher : public FeaturesMatcher
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{
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public:
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explicit BestOf2NearestMatcher(bool gpu_hint = true, float match_conf = 0.55f, int num_matches_thresh1 = 5, int num_matches_thresh2 = 5);
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protected:
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void match(const cv::Mat &img1, const ImageFeatures &features1, const cv::Mat &img2, const ImageFeatures &features2,
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MatchesInfo &matches_info);
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int num_matches_thresh1_;
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int num_matches_thresh2_;
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cv::Ptr<FeaturesMatcher> impl_;
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};
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struct CameraParams
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{
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CameraParams();
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CameraParams(const CameraParams& other);
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const CameraParams& operator =(const CameraParams& other);
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double focal;
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cv::Mat M, t;
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};
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class Estimator
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{
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public:
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void operator ()(const std::vector<cv::Mat> &images, const std::vector<ImageFeatures> &features,
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const std::vector<MatchesInfo> &pairwise_matches, std::vector<CameraParams> &cameras)
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{
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estimate(images, features, pairwise_matches, cameras);
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}
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protected:
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virtual void estimate(const std::vector<cv::Mat> &images, const std::vector<ImageFeatures> &features,
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const std::vector<MatchesInfo> &pairwise_matches, std::vector<CameraParams> &cameras) = 0;
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};
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class HomographyBasedEstimator : public Estimator
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{
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public:
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HomographyBasedEstimator() : is_focals_estimated_(false) {}
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bool isFocalsEstimated() const { return is_focals_estimated_; }
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private:
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void estimate(const std::vector<cv::Mat> &images, const std::vector<ImageFeatures> &features,
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const std::vector<MatchesInfo> &pairwise_matches, std::vector<CameraParams> &cameras);
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bool is_focals_estimated_;
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};
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class BundleAdjuster : public Estimator
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{
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public:
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enum { RAY_SPACE, FOCAL_RAY_SPACE };
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BundleAdjuster(int cost_space = FOCAL_RAY_SPACE, float dist_thresh = 1.f)
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: cost_space_(cost_space), dist_thresh_(dist_thresh) {}
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private:
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void estimate(const std::vector<cv::Mat> &images, const std::vector<ImageFeatures> &features,
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const std::vector<MatchesInfo> &pairwise_matches, std::vector<CameraParams> &cameras);
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void calcError(cv::Mat &err);
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void calcJacobian();
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int num_images_;
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int total_num_matches_;
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const cv::Mat *images_;
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const ImageFeatures *features_;
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const MatchesInfo *pairwise_matches_;
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cv::Mat cameras_;
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std::vector<std::pair<int,int> > edges_;
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int cost_space_;
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float dist_thresh_;
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cv::Mat err_, err1_, err2_;
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cv::Mat J_;
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};
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void waveCorrect(std::vector<cv::Mat> &rmats);
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//////////////////////////////////////////////////////////////////////////////
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// Auxiliary functions
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void findMaxSpanningTree(int num_images, const std::vector<MatchesInfo> &pairwise_matches,
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Graph &span_tree, std::vector<int> ¢ers);
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#endif // __OPENCV_MOTION_ESTIMATORS_HPP__
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