OpenCVForUnity.VideoModule.TrackerGOTURN Class Reference

the GOTURN (Generic Object Tracking Using Regression Networks) tracker More...

Inheritance diagram for OpenCVForUnity.VideoModule.TrackerGOTURN:

Static Public Member Functions
static new TrackerGOTURN	__fromPtr__ (IntPtr addr)
static TrackerGOTURN	create (TrackerGOTURN_Params parameters)
	Constructor. More...
static TrackerGOTURN	create ()
	Constructor. More...
Static Public Member Functions inherited from OpenCVForUnity.VideoModule.Tracker
static Tracker	__fromPtr__ (IntPtr addr)
Static Public Member Functions inherited from OpenCVForUnity.DisposableObject
static IntPtr	ThrowIfNullIntPtr (IntPtr ptr)

Protected Member Functions
override void	Dispose (bool disposing)
Protected Member Functions inherited from OpenCVForUnity.DisposableOpenCVObject
	DisposableOpenCVObject ()
	DisposableOpenCVObject (IntPtr ptr)
	DisposableOpenCVObject (bool isEnabledDispose)
	DisposableOpenCVObject (IntPtr ptr, bool isEnabledDispose)
Protected Member Functions inherited from OpenCVForUnity.DisposableObject
	DisposableObject ()
	DisposableObject (bool isEnabledDispose)

Additional Inherited Members
Public Member Functions inherited from OpenCVForUnity.VideoModule.Tracker
IntPtr	getNativeObjAddr ()
void	init (Mat image, Rect boundingBox)
	Initialize the tracker with a known bounding box that surrounded the target. More...
bool	update (Mat image, Rect boundingBox)
	Update the tracker, find the new most likely bounding box for the target. More...
Public Member Functions inherited from OpenCVForUnity.DisposableObject
void	Dispose ()
void	ThrowIfDisposed ()
Properties inherited from OpenCVForUnity.DisposableObject
bool	IsDisposed [get, protected set]
bool	IsEnabledDispose [get, set]

Detailed Description

the GOTURN (Generic Object Tracking Using Regression Networks) tracker

GOTURN ([GOTURN]) is kind of trackers based on Convolutional Neural Networks (CNN). While taking all advantages of CNN trackers, GOTURN is much faster due to offline training without online fine-tuning nature. GOTURN tracker addresses the problem of single target tracking: given a bounding box label of an object in the first frame of the video, we track that object through the rest of the video. NOTE: Current method of GOTURN does not handle occlusions; however, it is fairly robust to viewpoint changes, lighting changes, and deformations. Inputs of GOTURN are two RGB patches representing Target and Search patches resized to 227x227. Outputs of GOTURN are predicted bounding box coordinates, relative to Search patch coordinate system, in format X1,Y1,X2,Y2. Original paper is here: <http://davheld.github.io/GOTURN/GOTURN.pdf&gt; As long as original authors implementation: <https://github.com/davheld/GOTURN#train-the-tracker&gt; Implementation of training algorithm is placed in separately here due to 3d-party dependencies: <https://github.com/Auron-X/GOTURN_Training_Toolkit&gt; GOTURN architecture goturn.prototxt and trained model goturn.caffemodel are accessible on opencv_extra GitHub repository.

Member Function Documentation

__fromPtr__()

static new TrackerGOTURN OpenCVForUnity.VideoModule.TrackerGOTURN.__fromPtr__ ( IntPtr  addr )

static

create() [1/2]

static TrackerGOTURN OpenCVForUnity.VideoModule.TrackerGOTURN.create ( TrackerGOTURN_Params  parameters )

static

Constructor.

Parameters

parameters

GOTURN parameters TrackerGOTURN::Params

create() [2/2]

static TrackerGOTURN OpenCVForUnity.VideoModule.TrackerGOTURN.create ( )

static

Constructor.

Parameters

parameters

GOTURN parameters TrackerGOTURN::Params

Dispose()

override void OpenCVForUnity.VideoModule.TrackerGOTURN.Dispose ( bool  disposing )

protectedvirtual

Reimplemented from OpenCVForUnity.VideoModule.Tracker.

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The documentation for this class was generated from the following file:

• OpenCVForUnity/Assets/OpenCVForUnity/org/opencv/video/TrackerGOTURN.cs