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 391–400 of 525 papers

Title	Date	Tasks	Status	Hype
MAVOT: Memory-Augmented Video Object Tracking	Nov 26, 2017	ObjectObject Tracking	—Unverified	0
UCT: Learning Unified Convolutional Networks for Real-time Visual Tracking	Nov 10, 2017	Real-Time Visual TrackingVisual Tracking	—Unverified	0
Deep Convolutional Neural Networks for Thermal Infrared Object Tracking	Oct 15, 2017	ObjectObject Tracking	CodeCode Available	1
Integrating Boundary and Center Correlation Filters for Visual Tracking with Aspect Ratio Variation	Oct 5, 2017	Visual Tracking	CodeCode Available	0
Visual Tracking via Dynamic Graph Learning	Oct 4, 2017	Graph LearningObject	—Unverified	0
Robust Object Tracking Based on Temporal and Spatial Deep Networks	Oct 1, 2017	ObjectObject Tracking	—Unverified	0
Underwater Multi-Robot Convoying using Visual Tracking by Detection	Sep 25, 2017	object-detectionObject Detection	CodeCode Available	0
Multi-camera Multi-Object Tracking	Sep 20, 2017	Multi-Object TrackingObject	—Unverified	0
A Causal And-Or Graph Model for Visibility Fluent Reasoning in Tracking Interacting Objects	Sep 16, 2017	Visual Tracking	—Unverified	0
Automatic Ground Truths: Projected Image Annotations for Omnidirectional Vision	Sep 12, 2017	object-detectionObject Detection	—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