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 51–75 of 525 papers

Title	Date	Tasks	Status	Hype
Tracker Meets Night: A Transformer Enhancer for UAV Tracking	Mar 20, 2023	BlockingObject Tracking	CodeCode Available	1
Target-Aware Tracking with Long-term Context Attention	Feb 27, 2023	Object TrackingVideo Object Tracking	CodeCode Available	1
Video Object Segmentation-aware Video Frame Interpolation	Jan 1, 2023	ObjectPose Estimation	CodeCode Available	1
PVT++: A Simple End-to-End Latency-Aware Visual Tracking Framework	Nov 21, 2022	Object TrackingVisual Object Tracking	CodeCode Available	1
Transformer-based assignment decision network for multiple object tracking	Aug 6, 2022	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	1
AiATrack: Attention in Attention for Transformer Visual Tracking	Jul 20, 2022	Object TrackingVideo Object Tracking	CodeCode Available	1
Ranking-Based Siamese Visual Tracking	May 24, 2022	ClassificationVisual Tracking	CodeCode Available	1
Beyond Greedy Search: Tracking by Multi-Agent Reinforcement Learning-based Beam Search	May 19, 2022	Decision MakingImage Captioning	CodeCode Available	1
SparseTT: Visual Tracking with Sparse Transformers	May 8, 2022	Visual Tracking	CodeCode Available	1
Efficient Visual Tracking via Hierarchical Cross-Attention Transformer	Mar 25, 2022	CPUGPU	CodeCode Available	1
Robust Visual Tracking by Segmentation	Mar 21, 2022	DecoderObject Tracking	CodeCode Available	1
Conditional Measurement Density Estimation in Sequential Monte Carlo via Normalizing Flow	Mar 16, 2022	Density Estimationvalid	CodeCode Available	1
Ad2Attack: Adaptive Adversarial Attack on Real-Time UAV Tracking	Mar 3, 2022	Adversarial AttackObject Tracking	CodeCode Available	1
Global Instance Tracking: Locating Target More Like Humans	Feb 26, 2022	Visual Object TrackingVisual Tracking	CodeCode Available	1
Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking	Dec 28, 2021	Continual LearningFew-Shot Learning	CodeCode Available	1
Space Non-cooperative Object Active Tracking with Deep Reinforcement Learning	Dec 18, 2021	Deep Reinforcement LearningPose Estimation	CodeCode Available	1
An Informative Tracking Benchmark	Dec 13, 2021	DiversityVisual Tracking	CodeCode Available	1
SwinTrack: A Simple and Strong Baseline for Transformer Tracking	Dec 2, 2021	Representation LearningVisual Object Tracking	CodeCode Available	1
SIN:Superpixel Interpolation Network	Oct 17, 2021	Computational EfficiencySuperpixels	CodeCode Available	1
Semantic-embedded Unsupervised Spectral Reconstruction from Single RGB Images in the Wild	Aug 15, 2021	Image ReconstructionSpectral Reconstruction	CodeCode Available	1
BundleTrack: 6D Pose Tracking for Novel Objects without Instance or Category-Level 3D Models	Aug 1, 2021	3D Object Tracking6D Pose Estimation	CodeCode Available	1
Learning to Adversarially Blur Visual Object Tracking	Jul 26, 2021	ObjectObject Tracking	CodeCode Available	1
Do Different Tracking Tasks Require Different Appearance Models?	Jul 5, 2021	Multi-Object TrackingMulti-Object Tracking and Segmentation	CodeCode Available	1
Differentiable Particle Filters through Conditional Normalizing Flow	Jul 1, 2021	Visual Tracking	CodeCode Available	1
Mutation Sensitive Correlation Filter for Real-Time UAV Tracking with Adaptive Hybrid Label	Jun 15, 2021	Visual Tracking	CodeCode Available	1

Show:10 25 50

← PrevPage 3 of 21Next →

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