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 431–440 of 525 papers

Title	Date	Tasks	Status
Superpixel Tensor Pooling for Visual Tracking using Multiple Midlevel Visual Cues Fusion	Oct 13, 2019	SuperpixelsVisual Tracking	—Unverified
ATIS + SpiNNaker: a Fully Event-based Visual Tracking Demonstration	Dec 3, 2019	CPUVisual Tracking	—Unverified
Synthetic data generation for end-to-end thermal infrared tracking	Jun 4, 2018	Image-to-Image TranslationSynthetic Data Generation	—Unverified
A Structural Correlation Filter Combined with A Multi-task Gaussian Particle Filter for Visual Tracking	Mar 3, 2018	Visual Tracking	—Unverified
TAPL: Dynamic Part-based Visual Tracking via Attention-guided Part Localization	Oct 25, 2021	ObjectVisual Tracking	—Unverified
Target-Aware Deep Tracking	Apr 3, 2019	ObjectObject Recognition	—Unverified
A Spectrum-based Image Denoising Method with Edge Feature Enhancement	Mar 16, 2024	DenoisingDiagnostic	—Unverified
A Simple and Strong Baseline for Universal Targeted Attacks on Siamese Visual Tracking	May 6, 2021	Visual Tracking	—Unverified
TCDCaps: Visual Tracking via Cascaded Dense Capsules	Feb 26, 2019	Visual Tracking	—Unverified
Distilled Siamese Networks for Visual Tracking	Jul 24, 2019	Knowledge DistillationObject 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