Go to the documentation of this file.00001
00002
00003
00004
00005
00006
00007
00008
00009
00010
00011
00012
00013
00014
00015
00016
00017
00018
00019
00020
00021
00022
00023
00024
00025
00026
00027
00028
00029
00030
00031
00032
00033
00034
00035
00036
00037
00038
00039
00040
00041
00042
00043 #ifndef __OPENCV_HYBRIDTRACKER_H_
00044 #define __OPENCV_HYBRIDTRACKER_H_
00045
00046 #include "opencv2/core/core.hpp"
00047 #include "opencv2/core/operations.hpp"
00048 #include "opencv2/imgproc/imgproc.hpp"
00049 #include "opencv2/features2d/features2d.hpp"
00050 #include "opencv2/video/tracking.hpp"
00051 #include "opencv2/ml/ml.hpp"
00052
00053 #ifdef __cplusplus
00054
00055 namespace cv
00056 {
00057
00058
00059
00060 struct CV_EXPORTS CvMotionModel
00061 {
00062 enum {LOW_PASS_FILTER = 0, KALMAN_FILTER = 1, EM = 2};
00063
00064 CvMotionModel()
00065 {
00066 }
00067
00068 float low_pass_gain;
00069 };
00070
00071
00072 struct CV_EXPORTS CvMeanShiftTrackerParams
00073 {
00074 enum { H = 0, HS = 1, HSV = 2 };
00075 CvMeanShiftTrackerParams(int tracking_type = CvMeanShiftTrackerParams::HS,
00076 CvTermCriteria term_crit = CvTermCriteria());
00077
00078 int tracking_type;
00079 vector<float> h_range;
00080 vector<float> s_range;
00081 vector<float> v_range;
00082 CvTermCriteria term_crit;
00083 };
00084
00085
00086 struct CV_EXPORTS CvFeatureTrackerParams
00087 {
00088 enum { SIFT = 0, SURF = 1, OPTICAL_FLOW = 2 };
00089 CvFeatureTrackerParams(int featureType = 0, int windowSize = 0)
00090 {
00091 feature_type = featureType;
00092 window_size = windowSize;
00093 }
00094
00095 int feature_type;
00096 int window_size;
00097 };
00098
00099
00100 struct CV_EXPORTS CvHybridTrackerParams
00101 {
00102 CvHybridTrackerParams(float ft_tracker_weight = 0.5, float ms_tracker_weight = 0.5,
00103 CvFeatureTrackerParams ft_params = CvFeatureTrackerParams(),
00104 CvMeanShiftTrackerParams ms_params = CvMeanShiftTrackerParams(),
00105 CvMotionModel model = CvMotionModel());
00106
00107 float ft_tracker_weight;
00108 float ms_tracker_weight;
00109 CvFeatureTrackerParams ft_params;
00110 CvMeanShiftTrackerParams ms_params;
00111 int motion_model;
00112 float low_pass_gain;
00113 };
00114
00115
00116 class CV_EXPORTS CvMeanShiftTracker
00117 {
00118 private:
00119 Mat hsv, hue;
00120 Mat backproj;
00121 Mat mask, maskroi;
00122 MatND hist;
00123 Rect prev_trackwindow;
00124 RotatedRect prev_trackbox;
00125 Point2f prev_center;
00126
00127 public:
00128 CvMeanShiftTrackerParams params;
00129
00130 CvMeanShiftTracker();
00131 explicit CvMeanShiftTracker(CvMeanShiftTrackerParams _params);
00132 ~CvMeanShiftTracker();
00133 void newTrackingWindow(Mat image, Rect selection);
00134 RotatedRect updateTrackingWindow(Mat image);
00135 Mat getHistogramProjection(int type);
00136 void setTrackingWindow(Rect _window);
00137 Rect getTrackingWindow();
00138 RotatedRect getTrackingEllipse();
00139 Point2f getTrackingCenter();
00140 };
00141
00142
00143 class CV_EXPORTS CvFeatureTracker
00144 {
00145 private:
00146 Ptr<Feature2D> dd;
00147 Ptr<DescriptorMatcher> matcher;
00148 vector<DMatch> matches;
00149
00150 Mat prev_image;
00151 Mat prev_image_bw;
00152 Rect prev_trackwindow;
00153 Point2d prev_center;
00154
00155 int ittr;
00156 vector<Point2f> features[2];
00157
00158 public:
00159 Mat disp_matches;
00160 CvFeatureTrackerParams params;
00161
00162 CvFeatureTracker();
00163 explicit CvFeatureTracker(CvFeatureTrackerParams params);
00164 ~CvFeatureTracker();
00165 void newTrackingWindow(Mat image, Rect selection);
00166 Rect updateTrackingWindow(Mat image);
00167 Rect updateTrackingWindowWithSIFT(Mat image);
00168 Rect updateTrackingWindowWithFlow(Mat image);
00169 void setTrackingWindow(Rect _window);
00170 Rect getTrackingWindow();
00171 Point2f getTrackingCenter();
00172 };
00173
00174
00175 class CV_EXPORTS CvHybridTracker
00176 {
00177 private:
00178 CvMeanShiftTracker* mstracker;
00179 CvFeatureTracker* fttracker;
00180
00181 CvMat* samples;
00182 CvMat* labels;
00183
00184 Rect prev_window;
00185 Point2f prev_center;
00186 Mat prev_proj;
00187 RotatedRect trackbox;
00188
00189 int ittr;
00190 Point2f curr_center;
00191
00192 inline float getL2Norm(Point2f p1, Point2f p2);
00193 Mat getDistanceProjection(Mat image, Point2f center);
00194 Mat getGaussianProjection(Mat image, int ksize, double sigma, Point2f center);
00195 void updateTrackerWithEM(Mat image);
00196 void updateTrackerWithLowPassFilter(Mat image);
00197
00198 public:
00199 CvHybridTrackerParams params;
00200 CvHybridTracker();
00201 explicit CvHybridTracker(CvHybridTrackerParams params);
00202 ~CvHybridTracker();
00203
00204 void newTracker(Mat image, Rect selection);
00205 void updateTracker(Mat image);
00206 Rect getTrackingWindow();
00207 };
00208
00209 typedef CvMotionModel MotionModel;
00210 typedef CvMeanShiftTrackerParams MeanShiftTrackerParams;
00211 typedef CvFeatureTrackerParams FeatureTrackerParams;
00212 typedef CvHybridTrackerParams HybridTrackerParams;
00213 typedef CvMeanShiftTracker MeanShiftTracker;
00214 typedef CvFeatureTracker FeatureTracker;
00215 typedef CvHybridTracker HybridTracker;
00216 }
00217
00218 #endif
00219
00220 #endif