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 51–60 of 525 papers

Title	Date	Tasks	Status	Hype	Score
Exploiting Lightweight Hierarchical ViT and Dynamic Framework for Efficient Visual Tracking	Jun 25, 2025	GPUVisual Tracking	CodeCode Available	1	5
Learning Spatio-Temporal Transformer for Visual Tracking	Mar 31, 2021	DecoderObject Tracking	CodeCode Available	1	5
Efficient Motion Prompt Learning for Robust Visual Tracking	May 22, 2025	DecoderPrompt Learning	CodeCode Available	1	5
Learning to Fuse Asymmetric Feature Maps in Siamese Trackers	Dec 4, 2020	Video Object TrackingVisual Object Tracking	CodeCode Available	1	5
Beyond Greedy Search: Tracking by Multi-Agent Reinforcement Learning-based Beam Search	May 19, 2022	Decision MakingImage Captioning	CodeCode Available	1	5
How to Train Your Energy-Based Model for Regression	May 4, 2020	object-detectionObject Detection	CodeCode Available	1	5
AiATrack: Attention in Attention for Transformer Visual Tracking	Jul 20, 2022	Object TrackingVideo Object Tracking	CodeCode Available	1	5
MambaEVT: Event Stream based Visual Object Tracking using State Space Model	Aug 20, 2024	MambaObject Localization	CodeCode Available	1	5
Integrating Boxes and Masks: A Multi-Object Framework for Unified Visual Tracking and Segmentation	Aug 25, 2023	ObjectObject Tracking	CodeCode Available	1	5
Correlation Filters for Unmanned Aerial Vehicle-Based Aerial Tracking: A Review and Experimental Evaluation	Oct 13, 2020	Computational EfficiencyCPU	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