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 221–230 of 525 papers

Title	Date	Tasks	Status
Higher Performance Visual Tracking with Dual-Modal Localization	Mar 18, 2021	Object Trackingregression	—Unverified
Real-Time Visual Object Tracking via Few-Shot Learning	Mar 18, 2021	Few-Shot LearningObject	—Unverified
Revisiting the details when evaluating a visual tracker	Jan 25, 2021	Object TrackingVisual Tracking	CodeCode Available
High-Performance Discriminative Tracking With Transformers	Jan 1, 2021	DecoderObject	—Unverified
Cross-Attention Guided Network for Visual Tracking	Jan 1, 2021	Visual Tracking	—Unverified
MLVSNet: Multi-Level Voting Siamese Network for 3D Visual Tracking	Jan 1, 2021	3D Object Detectionobject-detection	CodeCode Available
Online Decision Based Visual Tracking via Reinforcement Learning	Dec 1, 2020	Hierarchical Reinforcement Learningobject-detection	—Unverified
Robust Correlation Tracking via Multi-channel Fused Features and Reliable Response Map	Nov 25, 2020	ObjectVisual Tracking	—Unverified
CRACT: Cascaded Regression-Align-Classification for Robust Visual Tracking	Nov 25, 2020	ClassificationGeneral Classification	—Unverified
Is First Person Vision Challenging for Object Tracking?	Nov 24, 2020	Human-Object Interaction DetectionObject	—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