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 331–340 of 525 papers

Title	Date	Tasks	Status
Real-time 3D Human Tracking for Mobile Robots with Multisensors	Mar 15, 2017	Sensor FusionVisual Tracking	—Unverified
Real-time 'Actor-Critic' Tracking	Sep 1, 2018	Reinforcement LearningVisual Tracking	—Unverified
VideoTrack: Learning To Track Objects via Video Transformer	Jan 1, 2023	TripletVisual Tracking	—Unverified
Real-time face swapping as a tool for understanding infant self-recognition	Dec 9, 2011	Face SwappingVisual Tracking	—Unverified
Correlation-Guided Attention for Corner Detection Based Visual Tracking	Jun 1, 2020	Visual Tracking	—Unverified
Real-Time Part-Based Visual Tracking via Adaptive Correlation Filters	Jun 1, 2015	Bayesian InferenceObject Tracking	—Unverified
3D Visual Tracking Framework with Deep Learning for Asteroid Exploration	Nov 21, 2021	Deep LearningVisual Tracking	—Unverified
Real-Time Visual Object Tracking via Few-Shot Learning	Mar 18, 2021	Few-Shot LearningObject	—Unverified
Real-Time Visual Tracking and Identification for a Team of Homogeneous Humanoid Robots	Oct 15, 2018	Real-Time Visual TrackingVisual Tracking	—Unverified
Visual motion processing and human tracking behavior	Nov 23, 2016	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