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 61–70 of 525 papers

Title	Date	Tasks	Status	Hype
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

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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