opencv/modules/stitching/motion_estimators.hpp

164 lines
4.7 KiB
C++

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