Visual Tracking

Visual Tracking is an essential and actively researched problem in the field of computer vision with various real-world applications such as robotic services, smart surveillance systems, autonomous driving, and human-computer interaction. It refers to the automatic estimation of the trajectory of an arbitrary target object, usually specified by a bounding box in the first frame, as it moves around in subsequent video frames.

Source: Learning Reinforced Attentional Representation for End-to-End Visual Tracking

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 341–350 of 525 papers

Title	Date	Tasks	Status
TraX: The visual Tracking eXchange Protocol and Library	May 12, 2017	Visual Tracking	—Unverified
UCT: Learning Unified Convolutional Networks for Real-time Visual Tracking	Nov 10, 2017	Real-Time Visual TrackingVisual Tracking	—Unverified
Understanding and Diagnosing Visual Tracking Systems	Apr 23, 2015	Visual Tracking	—Unverified
Unified Graph based Multi-Cue Feature Fusion for Robust Visual Tracking	Dec 16, 2018	ObjectObject Tracking	—Unverified
Unmanned Aerial Vehicle Visual Detection and Tracking using Deep Neural Networks: A Performance Benchmark	Mar 25, 2021	object-detectionObject Detection	—Unverified
Unsupervised Learning of Visual Representations using Videos	May 4, 2015	Surface Normal EstimationTriplet	—Unverified
Variational Bayesian Inference for Audio-Visual Tracking of Multiple Speakers	Sep 28, 2018	Bayesian InferenceVariational Inference	—Unverified
Variational Inference and Learning of Piecewise-linear Dynamical Systems	Jun 2, 2020	Head Pose EstimationModel Selection	—Unverified
VideoTrack: Learning To Track Objects via Video Transformer	Jan 1, 2023	TripletVisual Tracking	—Unverified
Visual motion processing and human tracking behavior	Nov 23, 2016	Visual Tracking	—Unverified

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All datasets TNL2K DAVIS Kinetics Kubric RGB-Stacking LaSOT OTB-100 OTB-2013 Second dialogue state tracking challenge TrackingNet

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ARTrack-L	AUC	60.3	—	Unverified
2	UNINEXT-H	AUC	59.3	—	Unverified
3	JointNLT	AUC	56.9	—	Unverified
4	OSTrack	AUC	55.9	—	Unverified
5	TransT	AUC	50.7	—	Unverified
6	AdaSwitcher	AUC	42	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TAPIR (Panning MOVi-E)	Average Jaccard	61.3	—	Unverified
2	TAPIR (MOVi-E)	Average Jaccard	59.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TAPIR (Panning MOVi-E)	Average Jaccard	57.2	—	Unverified
2	TAPIR (MOVi-E)	Average Jaccard	57.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TAPIR (Panning MOVi-E)	Average Jaccard	84.7	—	Unverified
2	TAPIR (MOVi-E)	Average Jaccard	84.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TAPIR (MOVi-E)	Average Jaccard	66.2	—	Unverified
2	TAPIR (Panning MOVi-E)	Average Jaccard	62.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TATrack-L	AUC	71.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SiamFC-lu (Ours)	AUC	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SiamFC-lu (Ours)	AUC	0.66	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MDNet	Score	0.64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TATrack-L	ACCURACY	0.85	—	Unverified