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 161–170 of 525 papers

Title	Date	Tasks	Status
Autoregressive Queries for Adaptive Tracking with Spatio-TemporalTransformers	Mar 15, 2024	Visual Object TrackingVisual Tracking	—Unverified
Automatic Ground Truths: Projected Image Annotations for Omnidirectional Vision	Sep 12, 2017	object-detectionObject Detection	—Unverified
A Diffusion Process on Riemannian Manifold for Visual Tracking	Mar 24, 2013	Visual Tracking	—Unverified
How Effectively Can Indoor Wireless Positioning Relieve Visual Tracking Pains: A Camera-Rao Bound Viewpoint	Mar 9, 2019	Visual Tracking	—Unverified
DCF-ASN: Coarse-to-fine Real-time Visual Tracking via Discriminative Correlation Filter and Attentional Siamese Network	Mar 19, 2021	Computational EfficiencyMetric Learning	—Unverified
DAWN: Dual Augmented Memory Network for Unsupervised Video Object Tracking	Aug 2, 2019	Object TrackingVideo Object Tracking	—Unverified
Cross-Modal Object Tracking: Modality-Aware Representations and A Unified Benchmark	Nov 8, 2021	Object TrackingVisual Tracking	—Unverified
Adaptive Subsampling for ROI-based Visual Tracking: Algorithms and FPGA Implementation	Dec 17, 2021	Object TrackingVisual Tracking	—Unverified
A Complementary Tracking Model with Multiple Features	Apr 20, 2018	modelVisual Tracking	—Unverified
Cross-Attention Guided Network for Visual Tracking	Jan 1, 2021	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