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 351–360 of 525 papers

Title	Date	Tasks	Status
SafeDrive: Enhancing Lane Appearance for Autonomous and Assisted Driving Under Limited Visibility	Jul 24, 2018	Autonomous DrivingLane Detection	—Unverified
Who did What at Where and When: Simultaneous Multi-Person Tracking and Activity Recognition	Jul 3, 2018	Activity RecognitionVisual Tracking	—Unverified
Stochastic Channel Decorrelation Network and Its Application to Visual Tracking	Jul 3, 2018	DiversityVisual Tracking	—Unverified
Fast Dynamic Convolutional Neural Networks for Visual Tracking	Jun 29, 2018	Visual Tracking	—Unverified
State-aware Anti-drift Robust Correlation Tracking	Jun 28, 2018	Visual Tracking	—Unverified
Tracking Emerges by Colorizing Videos	Jun 25, 2018	ColorizationOptical Flow Estimation	CodeCode Available
Learning to Update for Object Tracking with Recurrent Meta-learner	Jun 19, 2018	GPUMeta-Learning	—Unverified
Fast Kernelized Correlation Filters without Boundary Effect	Jun 17, 2018	Visual Tracking	—Unverified
Correlation Tracking via Robust Region Proposals	Jun 14, 2018	Region ProposalVisual Tracking	—Unverified
Robust Structured Multi-task Multi-view Sparse Tracking	Jun 6, 2018	Visual Tracking	—Unverified

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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