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 21–30 of 525 papers

Title	Date	Tasks	Status	Hype	Score
Fast Online Object Tracking and Segmentation: A Unifying Approach	Dec 12, 2018	ObjectObject Tracking	CodeCode Available	2	5
R1-Track: Direct Application of MLLMs to Visual Object Tracking via Reinforcement Learning	Jun 27, 2025	Object TrackingTemplate Matching	CodeCode Available	2	5
Long-term Frame-Event Visual Tracking: Benchmark Dataset and Baseline	Mar 9, 2024	Object TrackingRgb-T Tracking	CodeCode Available	2	5
Ad2Attack: Adaptive Adversarial Attack on Real-Time UAV Tracking	Mar 3, 2022	Adversarial AttackObject Tracking	CodeCode Available	1	5
Efficient Motion Prompt Learning for Robust Visual Tracking	May 22, 2025	DecoderPrompt Learning	CodeCode Available	1	5
Efficient Visual Tracking via Hierarchical Cross-Attention Transformer	Mar 25, 2022	CPUGPU	CodeCode Available	1	5
CiteTracker: Correlating Image and Text for Visual Tracking	Aug 22, 2023	AttributeDescriptive	CodeCode Available	1	5
AiATrack: Attention in Attention for Transformer Visual Tracking	Jul 20, 2022	Object TrackingVideo Object Tracking	CodeCode Available	1	5
Alpha-Refine: Boosting Tracking Performance by Precise Bounding Box Estimation	Jul 4, 2020	Visual Tracking	CodeCode Available	1	5
BundleTrack: 6D Pose Tracking for Novel Objects without Instance or Category-Level 3D Models	Aug 1, 2021	3D Object Tracking6D Pose Estimation	CodeCode Available	1	5

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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