OpenCV
3.3.1
Open Source Computer Vision
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The MIL algorithm trains a classifier in an online manner to separate the object from the background. More...
#include "tracker.hpp"
Classes | |
struct | Params |
Public Member Functions | |
virtual | ~TrackerMIL () |
Public Member Functions inherited from cv::Tracker | |
virtual | ~Tracker () |
bool | init (InputArray image, const Rect2d &boundingBox) |
Initialize the tracker with a know bounding box that surrounding the target. More... | |
virtual void | read (const FileNode &fn)=0 |
Reads algorithm parameters from a file storage. More... | |
bool | update (InputArray image, Rect2d &boundingBox) |
Update the tracker, find the new most likely bounding box for the target. More... | |
virtual void | write (FileStorage &fs) const =0 |
Stores algorithm parameters in a file storage. More... | |
Public Member Functions inherited from cv::Algorithm | |
Algorithm () | |
virtual | ~Algorithm () |
virtual void | clear () |
Clears the algorithm state. More... | |
virtual bool | empty () const |
Returns true if the Algorithm is empty (e.g. in the very beginning or after unsuccessful read. More... | |
virtual String | getDefaultName () const |
virtual void | save (const String &filename) const |
Static Public Member Functions | |
static Ptr< TrackerMIL > | create (const TrackerMIL::Params ¶meters) |
Constructor. More... | |
static Ptr< TrackerMIL > | create () |
Static Public Member Functions inherited from cv::Algorithm | |
template<typename _Tp > | |
static Ptr< _Tp > | load (const String &filename, const String &objname=String()) |
Loads algorithm from the file. More... | |
template<typename _Tp > | |
static Ptr< _Tp > | loadFromString (const String &strModel, const String &objname=String()) |
Loads algorithm from a String. More... | |
template<typename _Tp > | |
static Ptr< _Tp > | read (const FileNode &fn) |
Reads algorithm from the file node. More... | |
Additional Inherited Members | |
Protected Member Functions inherited from cv::Tracker | |
virtual bool | initImpl (const Mat &image, const Rect2d &boundingBox)=0 |
virtual bool | updateImpl (const Mat &image, Rect2d &boundingBox)=0 |
Protected Member Functions inherited from cv::Algorithm | |
void | writeFormat (FileStorage &fs) const |
Protected Attributes inherited from cv::Tracker | |
Ptr< TrackerFeatureSet > | featureSet |
bool | isInit |
Ptr< TrackerModel > | model |
Ptr< TrackerSampler > | sampler |
The MIL algorithm trains a classifier in an online manner to separate the object from the background.
Multiple Instance Learning avoids the drift problem for a robust tracking. The implementation is based on [7] .
Original code can be found here http://vision.ucsd.edu/~bbabenko/project_miltrack.shtml
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Constructor.
parameters | MIL parameters TrackerMIL::Params |
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