123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227 |
- #ifndef OPENCV_OBJDETECT_DBT_HPP
- #define OPENCV_OBJDETECT_DBT_HPP
- #include <opencv2/core.hpp>
- #if defined(__linux__) || defined(LINUX) || defined(__APPLE__) || defined(__ANDROID__) || \
- defined(CV_CXX11)
- #include <vector>
- namespace cv
- {
- class CV_EXPORTS DetectionBasedTracker
- {
- public:
- struct CV_EXPORTS Parameters
- {
- int maxTrackLifetime;
- int minDetectionPeriod;
- Parameters();
- };
- class IDetector
- {
- public:
- IDetector():
- minObjSize(96, 96),
- maxObjSize(INT_MAX, INT_MAX),
- minNeighbours(2),
- scaleFactor(1.1f)
- {}
- virtual void detect(const cv::Mat& image, std::vector<cv::Rect>& objects) = 0;
- void setMinObjectSize(const cv::Size& min)
- {
- minObjSize = min;
- }
- void setMaxObjectSize(const cv::Size& max)
- {
- maxObjSize = max;
- }
- cv::Size getMinObjectSize() const
- {
- return minObjSize;
- }
- cv::Size getMaxObjectSize() const
- {
- return maxObjSize;
- }
- float getScaleFactor()
- {
- return scaleFactor;
- }
- void setScaleFactor(float value)
- {
- scaleFactor = value;
- }
- int getMinNeighbours()
- {
- return minNeighbours;
- }
- void setMinNeighbours(int value)
- {
- minNeighbours = value;
- }
- virtual ~IDetector() {}
- protected:
- cv::Size minObjSize;
- cv::Size maxObjSize;
- int minNeighbours;
- float scaleFactor;
- };
- DetectionBasedTracker(cv::Ptr<IDetector> mainDetector, cv::Ptr<IDetector> trackingDetector, const Parameters& params);
- virtual ~DetectionBasedTracker();
- virtual bool run();
- virtual void stop();
- virtual void resetTracking();
- virtual void process(const cv::Mat& imageGray);
- bool setParameters(const Parameters& params);
- const Parameters& getParameters() const;
- typedef std::pair<cv::Rect, int> Object;
- virtual void getObjects(std::vector<cv::Rect>& result) const;
- virtual void getObjects(std::vector<Object>& result) const;
- enum ObjectStatus
- {
- DETECTED_NOT_SHOWN_YET,
- DETECTED,
- DETECTED_TEMPORARY_LOST,
- WRONG_OBJECT
- };
- struct ExtObject
- {
- int id;
- cv::Rect location;
- ObjectStatus status;
- ExtObject(int _id, cv::Rect _location, ObjectStatus _status)
- :id(_id), location(_location), status(_status)
- {
- }
- };
- virtual void getObjects(std::vector<ExtObject>& result) const;
- virtual int addObject(const cv::Rect& location);
- protected:
- class SeparateDetectionWork;
- cv::Ptr<SeparateDetectionWork> separateDetectionWork;
- friend void* workcycleObjectDetectorFunction(void* p);
- struct InnerParameters
- {
- int numLastPositionsToTrack;
- int numStepsToWaitBeforeFirstShow;
- int numStepsToTrackWithoutDetectingIfObjectHasNotBeenShown;
- int numStepsToShowWithoutDetecting;
- float coeffTrackingWindowSize;
- float coeffObjectSizeToTrack;
- float coeffObjectSpeedUsingInPrediction;
- InnerParameters();
- };
- Parameters parameters;
- InnerParameters innerParameters;
- struct TrackedObject
- {
- typedef std::vector<cv::Rect> PositionsVector;
- PositionsVector lastPositions;
- int numDetectedFrames;
- int numFramesNotDetected;
- int id;
- TrackedObject(const cv::Rect& rect):numDetectedFrames(1), numFramesNotDetected(0)
- {
- lastPositions.push_back(rect);
- id=getNextId();
- };
- static int getNextId()
- {
- static int _id=0;
- return _id++;
- }
- };
- int numTrackedSteps;
- std::vector<TrackedObject> trackedObjects;
- std::vector<float> weightsPositionsSmoothing;
- std::vector<float> weightsSizesSmoothing;
- cv::Ptr<IDetector> cascadeForTracking;
- void updateTrackedObjects(const std::vector<cv::Rect>& detectedObjects);
- cv::Rect calcTrackedObjectPositionToShow(int i) const;
- cv::Rect calcTrackedObjectPositionToShow(int i, ObjectStatus& status) const;
- void detectInRegion(const cv::Mat& img, const cv::Rect& r, std::vector<cv::Rect>& detectedObjectsInRegions);
- };
- }
- #endif
- #endif
|