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 291–300 of 525 papers

Title	Date	Tasks	Status	Hype
DAWN: Dual Augmented Memory Network for Unsupervised Video Object Tracking	Aug 2, 2019	Object TrackingVideo Object Tracking	—Unverified	0
Distilled Siamese Networks for Visual Tracking	Jul 24, 2019	Knowledge DistillationObject Tracking	—Unverified	0
Real-Time Correlation Tracking via Joint Model Compression and Transfer	Jul 23, 2019	Computational EfficiencyCPU	CodeCode Available	0
Tracking Holistic Object Representations	Jul 21, 2019	DiversityObject	CodeCode Available	1
Multi-Adapter RGBT Tracking	Jul 17, 2019	Visual Tracking	—Unverified	0
Visual Tracking via Dynamic Memory Networks	Jul 12, 2019	Template MatchingVisual Tracking	—Unverified	0
Learning Feature Embeddings for Discriminant Model based Tracking	Jun 25, 2019	Visual Tracking	—Unverified	0
Hallucinated Adversarial Learning for Robust Visual Tracking	Jun 17, 2019	Visual Tracking	—Unverified	0
Graph Convolutional Tracking	Jun 1, 2019	Visual Tracking	CodeCode Available	0
Visual Tracking via Adaptive Spatially-Regularized Correlation Filters	Jun 1, 2019	Visual Tracking	CodeCode Available	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