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 176–200 of 525 papers

Title	Date	Tasks	Status	Score
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 the Model Update for Siamese Trackers	Aug 2, 2019	modelVisual Tracking	CodeCode Available	5
Learning Spatial-Temporal Regularized Correlation Filters for Visual Tracking	Mar 23, 2018	Video Object TrackingVisual Object Tracking	CodeCode Available	5
Learning Dynamic Memory Networks for Object Tracking	Mar 20, 2018	ObjectObject Tracking	CodeCode Available	5
Robust Visual Tracking using Multi-Frame Multi-Feature Joint Modeling	Nov 19, 2018	Multi-Task LearningMULTI-VIEW LEARNING	CodeCode Available	5
Robust Visual Tracking Using Oblique Random Forests	Jul 1, 2017	General Classificationimage-classification	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
Efficient Visual Tracking with Exemplar Transformers	Dec 17, 2021	CPUObject Tracking	CodeCode Available	5
Learning Multi-Domain Convolutional Neural Networks for Visual Tracking	Oct 27, 2015	Binary ClassificationGeneral Classification	CodeCode Available	5
Learning Adaptive Discriminative Correlation Filters via Temporal Consistency Preserving Spatial Feature Selection for Robust Visual Tracking	Jul 30, 2018	Benchmarkingfeature selection	CodeCode Available	5
CLDTracker: A Comprehensive Language Description for Visual Tracking	May 29, 2025	Image CaptioningVisual Tracking	CodeCode Available	5
Learning Attentions: Residual Attentional Siamese Network for High Performance Online Visual Tracking	Jun 1, 2018	Object TrackingRepresentation Learning	CodeCode Available	5
Efficient reinforcement learning control for continuum robots based on Inexplicit Prior Knowledge	Feb 26, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	5
Learning Background-Aware Correlation Filters for Visual Tracking	Mar 14, 2017	ObjectVideo Object Tracking	CodeCode Available	5
Learning regression and verification networks for long-term visual tracking	Sep 12, 2018	General ClassificationObject	CodeCode Available	5
Kernel Cross-Correlator	Sep 12, 2017	Activity RecognitionHuman Activity Recognition	CodeCode Available	5
Kernel learning for visual perception	Dec 6, 2019	Activity RecognitionHuman Activity Recognition	CodeCode Available	5
CHASE: Robust Visual Tracking via Cell-Level Differentiable Neural Architecture Search	Jul 2, 2021	Neural Architecture SearchSemantic Segmentation	CodeCode Available	5
Kernalised Multi-resolution Convnet for Visual Tracking	Aug 2, 2017	Object TrackingVisual Object Tracking	CodeCode Available	5
Keyfilter-Aware Real-Time UAV Object Tracking	Mar 11, 2020	ObjectObject Tracking	CodeCode Available	5
CGMN: A Contrastive Graph Matching Network for Self-Supervised Graph Similarity Learning	May 30, 2022	Collaborative FilteringGraph Classification	CodeCode Available	5
Dual Deep Network for Visual Tracking	Dec 19, 2016	Visual Tracking	CodeCode Available	5
Integrating Boundary and Center Correlation Filters for Visual Tracking with Aspect Ratio Variation	Oct 5, 2017	Visual Tracking	CodeCode Available	5
Learning Spatial-Aware Regressions for Visual Tracking	Jun 22, 2017	regressionVisual 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