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 121–130 of 525 papers

Title	Date	Tasks	Status
Diff-Tracker: Text-to-Image Diffusion Models are Unsupervised Trackers	Jul 11, 2024	Visual Tracking	—Unverified
3D Visual Tracking Framework with Deep Learning for Asteroid Exploration	Nov 21, 2021	Deep LearningVisual Tracking	—Unverified
Exemplar Loss for Siamese Network in Visual Tracking	Jun 20, 2020	TripletVisual Tracking	—Unverified
Development of a N-type GM-PHD Filter for Multiple Target, Multiple Type Visual Tracking	May 31, 2017	Visual TrackingVocal Bursts Type Prediction	—Unverified
Cascaded Regression Tracking: Towards Online Hard Distractor Discrimination	Jun 18, 2020	regressionVisual Tracking	—Unverified
DreamTrack: Dreaming the Future for Multimodal Visual Object Tracking	Jan 1, 2025	Object TrackingTemplate Matching	—Unverified
Adversarial Semi-Supervised Multi-Domain Tracking	Sep 30, 2020	Self-Supervised LearningVisual Tracking	—Unverified
Derivation of a Constant Velocity Motion Model for Visual Tracking	May 2, 2020	Object TrackingVisual Tracking	—Unverified
Depth-Adaptive Computational Policies for Efficient Visual Tracking	Jan 1, 2018	ObjectObject Tracking	—Unverified
Active Learning for Deep Visual Tracking	Oct 17, 2021	Active LearningDiversity	—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