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 391–400 of 525 papers

Title	Date	Tasks	Status
CFTrack: Enhancing Lightweight Visual Tracking through Contrastive Learning and Feature Matching	Feb 27, 2025	Contrastive LearningVisual Tracking	—Unverified
Shallow Cue Guided Deep Visual Tracking via Mixed Models	Dec 19, 2018	Visual Tracking	—Unverified
Visual Tracking Using Sparse Coding and Earth Mover's Distance	Apr 6, 2018	Visual Tracking	—Unverified
Cascaded Regression Tracking: Towards Online Hard Distractor Discrimination	Jun 18, 2020	regressionVisual Tracking	—Unverified
BranchOut: Regularization for Online Ensemble Tracking With Convolutional Neural Networks	Jul 1, 2017	DiversityVisual Tracking	—Unverified
Siamese Attentional Keypoint Network for High Performance Visual Tracking	Apr 23, 2019	Visual TrackingVocal Bursts Intensity Prediction	—Unverified
Blending of Learning-based Tracking and Object Detection for Monocular Camera-based Target Following	Aug 21, 2020	Objectobject-detection	—Unverified
Siamese Cascaded Region Proposal Networks for Real-Time Visual Tracking	Dec 14, 2018	Real-Time Visual TrackingRegion Proposal	—Unverified
Beyond Background-Aware Correlation Filters: Adaptive Context Modeling by Hand-Crafted and Deep RGB Features for Visual Tracking	Apr 6, 2020	Semantic SimilaritySemantic Textual Similarity	—Unverified
SiamMan: Siamese Motion-aware Network for Visual Tracking	Dec 11, 2019	General Classificationregression	—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