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 151–175 of 525 papers

Title	Date	Tasks	Status	Score
Multi-hierarchical Independent Correlation Filters for Visual Tracking	Nov 26, 2018	Motion EstimationObject Tracking	CodeCode Available	5
ATOM: Accurate Tracking by Overlap Maximization	Nov 19, 2018	General ClassificationObject 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
Correlation Tracking via Joint Discrimination and Reliability Learning	Apr 24, 2018	Visual Tracking	CodeCode Available	5
MLVSNet: Multi-Level Voting Siamese Network for 3D Visual Tracking	Jan 1, 2021	3D Object Detectionobject-detection	CodeCode Available	5
Multi-Cue Correlation Filters for Robust Visual Tracking	Jun 1, 2018	CPUVisual Tracking	CodeCode Available	5
Multiview Supervision By Registration	Nov 27, 2018	3D ReconstructionKeypoint Detection	CodeCode Available	5
Re3 : Real-Time Recurrent Regression Networks for Visual Tracking of Generic Objects	May 17, 2017	ObjectObject Tracking	CodeCode Available	5
Siamese Natural Language Tracker: Tracking by Natural Language Descriptions with Siamese Trackers	Dec 4, 2019	GPUObject Tracking	CodeCode Available	5
Learning Visual Tracking and Reaching with Deep Reinforcement Learning on a UR10e Robotic Arm	Aug 28, 2023	Deep Reinforcement LearningQ-Learning	CodeCode Available	5
Adaptively Bypassing Vision Transformer Blocks for Efficient Visual Tracking	Jun 12, 2024	Visual Tracking	CodeCode Available	5
MobiFace: A Novel Dataset for Mobile Face Tracking in the Wild	May 24, 2018	Face DetectionObject Tracking	CodeCode Available	5
Long-Term Visual Object Tracking Benchmark	Dec 4, 2017	ObjectObject Tracking	CodeCode Available	5
AViTMP: A Tracking-Specific Transformer for Single-Branch Visual Tracking	Oct 30, 2023	DecoderObject Tracking	CodeCode Available	5
Fundamental principles of cortical computation: unsupervised learning with prediction, compression and feedback	Aug 19, 2016	Visual Tracking	CodeCode Available	5
FusionSORT: Fusion Methods for Online Multi-object Visual Tracking	Jan 1, 2025	ObjectVisual Tracking	CodeCode Available	5
Learning Spatial-Aware Regressions for Visual Tracking	Jun 22, 2017	regressionVisual Object Tracking	CodeCode Available	5
Learning regression and verification networks for long-term visual tracking	Sep 12, 2018	General ClassificationObject	CodeCode Available	5
Learning Spatial-Temporal Regularized Correlation Filters for Visual Tracking	Mar 23, 2018	Video Object TrackingVisual Object Tracking	CodeCode Available	5
Event-based Visual Tracking in Dynamic Environments	Dec 15, 2022	Objectobject-detection	CodeCode Available	5
Context-aware Deep Feature Compression for High-speed Visual Tracking	Mar 28, 2018	DenoisingFeature Compression	CodeCode Available	5
Estimation of control area in badminton doubles with pose information from top and back view drone videos	May 7, 2023	Visual Tracking	CodeCode Available	5
Learning Motion Blur Robust Vision Transformers with Dynamic Early Exit for Real-Time UAV Tracking	Jul 7, 2024	Visual Tracking	CodeCode Available	5
Learning Dynamic Memory Networks for Object Tracking	Mar 20, 2018	ObjectObject Tracking	CodeCode Available	5
Learning Multi-Domain Convolutional Neural Networks for Visual Tracking	Oct 27, 2015	Binary ClassificationGeneral Classification	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