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 231–240 of 525 papers

Title	Date	Tasks	Status	Hype
Alpha-Refine: Boosting Tracking Performance by Precise Bounding Box Estimation	Jul 4, 2020	Visual Tracking	CodeCode Available	1
Accurate Bounding-box Regression with Distance-IoU Loss for Visual Tracking	Jul 3, 2020	regressionVisual Tracking	—Unverified	0
The Heterogeneity Hypothesis: Finding Layer-Wise Differentiated Network Architectures	Jun 29, 2020	image-classificationImage Classification	CodeCode Available	1
Exemplar Loss for Siamese Network in Visual Tracking	Jun 20, 2020	TripletVisual Tracking	—Unverified	0
Cascaded Regression Tracking: Towards Online Hard Distractor Discrimination	Jun 18, 2020	regressionVisual Tracking	—Unverified	0
Deep Convolutional Likelihood Particle Filter for Visual Tracking	Jun 11, 2020	Visual Tracking	—Unverified	0
Variational Inference and Learning of Piecewise-linear Dynamical Systems	Jun 2, 2020	Head Pose EstimationModel Selection	—Unverified	0
TLPG-Tracker: Joint Learning of Target Localization and Proposal Generation for Visual Tracking.	Jun 1, 2020	Visual Tracking	—Unverified	0
One-Shot Adversarial Attacks on Visual Tracking With Dual Attention	Jun 1, 2020	Adversarial AttackObject	—Unverified	0
Correlation-Guided Attention for Corner Detection Based Visual Tracking	Jun 1, 2020	Visual Tracking	—Unverified	0

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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