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 201–210 of 525 papers

Title	Date	Tasks	Status
Generalized mean shift with triangular kernel profile	Jan 7, 2020	ClusteringVisual Tracking	—Unverified
Fusion with Diffusion for Robust Visual Tracking	Dec 1, 2012	ClusteringVisual Tracking	—Unverified
CREST: Convolutional Residual Learning for Visual Tracking	Aug 1, 2017	Visual Tracking	—Unverified
Adaptive Objectness for Object Tracking	Jan 5, 2015	ObjectObject Tracking	—Unverified
IP-MOT: Instance Prompt Learning for Cross-Domain Multi-Object Tracking	Oct 30, 2024	Knowledge DistillationLanguage Modelling	—Unverified
Is First Person Vision Challenging for Object Tracking?	Nov 24, 2020	Human-Object Interaction DetectionObject	—Unverified
Is First Person Vision Challenging for Object Tracking?	Aug 31, 2021	Human-Object Interaction DetectionObject	—Unverified
Accurate Bounding-box Regression with Distance-IoU Loss for Visual Tracking	Jul 3, 2020	regressionVisual Tracking	—Unverified
CRACT: Cascaded Regression-Align-Classification for Robust Visual Tracking	Nov 25, 2020	ClassificationGeneral Classification	—Unverified
Learning Reinforced Attentional Representation for End-to-End Visual Tracking	Aug 27, 2019	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