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 126–150 of 525 papers

Title	Date	Tasks	Status	Score
Siamese Natural Language Tracker: Tracking by Natural Language Descriptions with Siamese Trackers	Dec 4, 2019	GPUObject Tracking	CodeCode Available	5
Robust Visual Tracking via Hierarchical Convolutional Features	Jul 12, 2017	Object RecognitionVisual Tracking	CodeCode Available	5
Real-Time Salient Closed Boundary Tracking via Line Segments Perceptual Grouping	Apr 30, 2017	Line DetectionVisual Tracking	CodeCode Available	5
Beyond Correlation Filters: Learning Continuous Convolution Operators for Visual Tracking	Aug 12, 2016	Object TrackingPoint Tracking	CodeCode Available	5
Real-time visual tracking by deep reinforced decision making	Feb 21, 2017	Deep Reinforcement LearningReal-Time Visual Tracking	CodeCode Available	5
Real-Time Correlation Tracking via Joint Model Compression and Transfer	Jul 23, 2019	Computational EfficiencyCPU	CodeCode Available	5
Action-Decision Networks for Visual Tracking With Deep Reinforcement Learning	Jul 1, 2017	Deep Reinforcement LearningGPU	CodeCode Available	5
Real Time Visual Tracking using Spatial-Aware Temporal Aggregation Network	Aug 2, 2019	Motion EstimationReal-Time Visual Tracking	CodeCode Available	5
Part-based Visual Tracking via Structural Support Correlation Filter	May 25, 2018	Visual Tracking	CodeCode Available	5
Adversarial Attack for RGB-Event based Visual Object Tracking	Apr 19, 2025	Adversarial AttackObject Tracking	CodeCode Available	5
Re3 : Real-Time Recurrent Regression Networks for Visual Tracking of Generic Objects	May 17, 2017	ObjectObject Tracking	CodeCode Available	5
ReconNet: Non-Iterative Reconstruction of Images from Compressively Sensed Random Measurements	Jan 26, 2016	Real-Time Visual TrackingVisual Tracking	CodeCode Available	5
Deep Learning for Visual Tracking: A Comprehensive Survey	Dec 2, 2019	Deep LearningSurvey	CodeCode Available	5
Multi-hierarchical Independent Correlation Filters for Visual Tracking	Nov 26, 2018	Motion EstimationObject Tracking	CodeCode Available	5
Multiview Supervision By Registration	Nov 27, 2018	3D ReconstructionKeypoint Detection	CodeCode Available	5
Recurrent Filter Learning for Visual Tracking	Aug 13, 2017	ObjectVisual Tracking	CodeCode Available	5
MLVSNet: Multi-Level Voting Siamese Network for 3D Visual Tracking	Jan 1, 2021	3D Object Detectionobject-detection	CodeCode Available	5
DCFNet: Discriminant Correlation Filters Network for Visual Tracking	Apr 13, 2017	image-classificationObject Tracking	CodeCode Available	5
MobiFace: A Novel Dataset for Mobile Face Tracking in the Wild	May 24, 2018	Face DetectionObject Tracking	CodeCode Available	5
A Universal Update-pacing Framework For Visual Tracking	Mar 1, 2016	Visual Tracking	CodeCode Available	5
Long-Term Visual Object Tracking Benchmark	Dec 4, 2017	ObjectObject Tracking	CodeCode Available	5
Motion-Guided Dual-Camera Tracker for Endoscope Tracking and Motion Analysis in a Mechanical Gastric Simulator	Mar 8, 2024	MambaObject Tracking	CodeCode Available	5
Learning Discriminative Model Prediction for Tracking	Apr 15, 2019	modelObject Tracking	CodeCode Available	5
Learning the Model Update for Siamese Trackers	Aug 2, 2019	modelVisual Tracking	CodeCode Available	5
Attentional Correlation Filter Network for Adaptive Visual Tracking	Jul 21, 2017	Computational EfficiencyVisual Object Tracking	CodeCode Available	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