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 171–180 of 525 papers

Title	Date	Tasks	Status	Hype
Mutation Sensitive Correlation Filter for Real-Time UAV Tracking with Adaptive Hybrid Label	Jun 15, 2021	Visual Tracking	CodeCode Available	1
Tracking Without Re-recognition in Humans and Machines	May 27, 2021	Decision MakingObject	—Unverified	0
Superevents: Towards Native Semantic Segmentation for Event-based Cameras	May 13, 2021	Depth EstimationSemantic Segmentation	—Unverified	0
TrTr: Visual Tracking with Transformer	May 9, 2021	DecoderVisual Tracking	CodeCode Available	1
A Simple and Strong Baseline for Universal Targeted Attacks on Siamese Visual Tracking	May 6, 2021	Visual Tracking	—Unverified	0
Spatio-Temporal Matching for Siamese Visual Tracking	May 6, 2021	Object TrackingVisual Tracking	—Unverified	0
Equivalence of Correlation Filter and Convolution Filter in Visual Tracking	May 1, 2021	Edge DetectionVisual Tracking	—Unverified	0
Occlusion-aware Visual Tracker using Spatial Structural Information and Dominant Features	Apr 16, 2021	ClusteringVisual Tracking	—Unverified	0
SiamCorners: Siamese Corner Networks for Visual Tracking	Apr 15, 2021	Region ProposalVisual Tracking	CodeCode Available	1
STMTrack: Template-free Visual Tracking with Space-time Memory Networks	Apr 1, 2021	Video Object TrackingVisual Object Tracking	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