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 1–10 of 525 papers

Title	Date	Tasks	Status	Hype
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory	Nov 18, 2024	Object TrackingVisual Object Tracking	CodeCode Available	9
Local All-Pair Correspondence for Point Tracking	Jul 22, 2024	AllPoint Tracking	CodeCode Available	3
TAPIR: Tracking Any Point with per-frame Initialization and temporal Refinement	Jun 14, 2023	GPUMotion Estimation	CodeCode Available	3
Universal Instance Perception as Object Discovery and Retrieval	Mar 12, 2023	Described Object DetectionGeneralized Referring Expression Comprehension	CodeCode Available	3
A Distractor-Aware Memory for Visual Object Tracking with SAM2	Nov 26, 2024	Object TrackingSemi-Supervised Video Object Segmentation	CodeCode Available	3
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework	Mar 22, 2022	Object TrackingRelation	CodeCode Available	2
Fast Online Object Tracking and Segmentation: A Unifying Approach	Dec 12, 2018	ObjectObject Tracking	CodeCode Available	2
Learning an Adaptive and View-Invariant Vision Transformer for Real-Time UAV Tracking	Dec 28, 2024	Knowledge DistillationVisual Tracking	CodeCode Available	2
Event Stream-based Visual Object Tracking: A High-Resolution Benchmark Dataset and A Novel Baseline	Sep 26, 2023	Knowledge DistillationObject Tracking	CodeCode Available	2
Autoregressive Visual Tracking	Jan 1, 2023	ObjectObject Tracking	CodeCode Available	2

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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