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 301–325 of 525 papers

Title	Date	Tasks	Status	Hype
mID: Tracking and Identifying People with Millimeter Wave Radar	May 29, 2019	RF-based Visual TrackingVisual Tracking	—Unverified	0
Learning Robotic Manipulation through Visual Planning and Acting	May 11, 2019	Visual Tracking	—Unverified	0
Learning Cascaded Siamese Networks for High Performance Visual Tracking	May 8, 2019	ClassificationGeneral Classification	—Unverified	0
BIT: Biologically Inspired Tracker	Apr 23, 2019	Visual Tracking	CodeCode Available	0
Siamese Attentional Keypoint Network for High Performance Visual Tracking	Apr 23, 2019	Visual TrackingVocal Bursts Intensity Prediction	—Unverified	0
VITAMIN-E: VIsual Tracking And MappINg with Extremely Dense Feature Points	Apr 23, 2019	3D geometryComputational Efficiency	CodeCode Available	0
Robust Visual Tracking Revisited: From Correlation Filter to Template Matching	Apr 15, 2019	Template MatchingVisual Tracking	—Unverified	0
Learning Discriminative Model Prediction for Tracking	Apr 15, 2019	modelObject Tracking	CodeCode Available	0
Prediction-Tracking-Segmentation	Apr 5, 2019	PredictionSegmentation	—Unverified	0
Generic Multiview Visual Tracking	Apr 4, 2019	Camera CalibrationTrajectory Prediction	—Unverified	0
Unsupervised Deep Tracking	Apr 3, 2019	Visual Tracking	CodeCode Available	1
Target-Aware Deep Tracking	Apr 3, 2019	ObjectObject Recognition	—Unverified	0
Sparse2Dense: From direct sparse odometry to dense 3D reconstruction	Mar 21, 2019	3D ReconstructionDepth Estimation	—Unverified	0
Robust Visual Tracking Using Dynamic Classifier Selection with Sparse Representation of Label Noise	Mar 19, 2019	Visual Tracking	—Unverified	0
How Effectively Can Indoor Wireless Positioning Relieve Visual Tracking Pains: A Camera-Rao Bound Viewpoint	Mar 9, 2019	Visual Tracking	—Unverified	0
TCDCaps: Visual Tracking via Cascaded Dense Capsules	Feb 26, 2019	Visual Tracking	—Unverified	0
Robust Structured Group Local Sparse Tracker Using Deep Features	Feb 18, 2019	Visual Tracking	—Unverified	0
Structured Group Local Sparse Tracker	Feb 17, 2019	Visual Tracking	—Unverified	0
SiamVGG: Visual Tracking using Deeper Siamese Networks	Feb 7, 2019	Object TrackingVisual Object Tracking	CodeCode Available	0
End-to-end feature fusion siamese network for adaptive visual tracking	Feb 4, 2019	Visual Tracking	—Unverified	0
Deeper and Wider Siamese Networks for Real-Time Visual Tracking	Jan 7, 2019	Real-Time Visual TrackingVideo Object Tracking	CodeCode Available	1
SiamRPN++: Evolution of Siamese Visual Tracking with Very Deep Networks	Dec 31, 2018	TranslationVisual Object Tracking	CodeCode Available	1
Saliency Guided Hierarchical Robust Visual Tracking	Dec 21, 2018	Visual Tracking	—Unverified	0
Shallow Cue Guided Deep Visual Tracking via Mixed Models	Dec 19, 2018	Visual Tracking	—Unverified	0
Unified Graph based Multi-Cue Feature Fusion for Robust Visual Tracking	Dec 16, 2018	ObjectObject Tracking	—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