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 471–480 of 525 papers

Title	Date	Tasks	Status
Efficient Multi-level Correlating for Visual Tracking	Oct 13, 2018	Visual Tracking	—Unverified
Exemplar Loss for Siamese Network in Visual Tracking	Jun 20, 2020	TripletVisual Tracking	—Unverified
Explicitly Modeling the Discriminability for Instance-Aware Visual Object Tracking	Oct 28, 2021	Contrastive LearningObject Tracking	—Unverified
Efficient Discriminative Nonorthogonal Binary Subspace with its Application to Visual Tracking	Sep 28, 2015	feature selectionObject	—Unverified
A Diffusion Process on Riemannian Manifold for Visual Tracking	Mar 24, 2013	Visual Tracking	—Unverified
Efficient Adversarial Attacks for Visual Object Tracking	Aug 1, 2020	GPUObject	—Unverified
Effective Fusion of Deep Multitasking Representations for Robust Visual Tracking	Apr 3, 2020	Object TrackingSemantic Segmentation	—Unverified
Exploring Historical Information for RGBE Visual Tracking with Mamba	Jan 1, 2025	DecoderLong-range modeling	—Unverified
DTLLM-VLT: Diverse Text Generation for Visual Language Tracking Based on LLM	May 20, 2024	Object TrackingText Generation	—Unverified
FANet: Quality-Aware Feature Aggregation Network for Robust RGB-T Tracking	Nov 24, 2018	Rgb-T TrackingVisual 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