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 326–350 of 525 papers

Title	Date	Tasks	Status	Hype
Siamese Cascaded Region Proposal Networks for Real-Time Visual Tracking	Dec 14, 2018	Real-Time Visual TrackingRegion Proposal	—Unverified	0
Fast Online Object Tracking and Segmentation: A Unifying Approach	Dec 12, 2018	ObjectObject Tracking	CodeCode Available	2
Multiview Supervision By Registration	Nov 27, 2018	3D ReconstructionKeypoint Detection	CodeCode Available	0
Multi-hierarchical Independent Correlation Filters for Visual Tracking	Nov 26, 2018	Motion EstimationObject Tracking	CodeCode Available	0
FANet: Quality-Aware Feature Aggregation Network for Robust RGB-T Tracking	Nov 24, 2018	Rgb-T TrackingVisual Tracking	—Unverified	0
Robust Visual Tracking using Multi-Frame Multi-Feature Joint Modeling	Nov 19, 2018	Multi-Task LearningMULTI-VIEW LEARNING	CodeCode Available	0
ATOM: Accurate Tracking by Overlap Maximization	Nov 19, 2018	General ClassificationObject Tracking	CodeCode Available	0
Correlation Filter Selection for Visual Tracking Using Reinforcement Learning	Nov 8, 2018	Deep Reinforcement Learningreinforcement-learning	—Unverified	0
DSNet: Deep and Shallow Feature Learning for Efficient Visual Tracking	Nov 6, 2018	image-classificationImage Classification	—Unverified	0
Real-Time Visual Tracking and Identification for a Team of Homogeneous Humanoid Robots	Oct 15, 2018	Real-Time Visual TrackingVisual Tracking	—Unverified	0
Efficient Multi-level Correlating for Visual Tracking	Oct 13, 2018	Visual Tracking	—Unverified	0
FPGA-based Acceleration System for Visual Tracking	Oct 12, 2018	Real-Time Visual TrackingVisual Tracking	—Unverified	0
Deep Attentive Tracking via Reciprocative Learning	Oct 9, 2018	Visual Tracking	—Unverified	0
3D model silhouette-based tracking in depth images for puppet suit dynamic video-mapping	Oct 9, 2018	Visual Tracking	—Unverified	0
Variational Bayesian Inference for Audio-Visual Tracking of Multiple Speakers	Sep 28, 2018	Bayesian InferenceVariational Inference	—Unverified	0
Adversarial Feature Sampling Learning for Efficient Visual Tracking	Sep 13, 2018	Generative Adversarial NetworkObject	—Unverified	0
Learning regression and verification networks for long-term visual tracking	Sep 12, 2018	General ClassificationObject	CodeCode Available	0
Visual Tracking via Spatially Aligned Correlation Filters Network	Sep 1, 2018	Visual Tracking	—Unverified	0
Real-time 'Actor-Critic' Tracking	Sep 1, 2018	Reinforcement LearningVisual Tracking	—Unverified	0
Deep Reinforcement Learning with Iterative Shift for Visual Tracking	Sep 1, 2018	Deep Reinforcement LearningMotion Estimation	—Unverified	0
Structured Siamese Network for Real-Time Visual Tracking	Sep 1, 2018	Real-Time Visual TrackingVisual Tracking	—Unverified	0
Real-Time MDNet	Aug 27, 2018	Visual Tracking	CodeCode Available	1
Distractor-aware Siamese Networks for Visual Object Tracking	Aug 18, 2018	Incremental LearningObject	CodeCode Available	0
Deep Learning-Based Multiple Object Visual Tracking on Embedded System for IoT and Mobile Edge Computing Applications	Jul 31, 2018	BenchmarkingDeep Learning	—Unverified	0
Learning Adaptive Discriminative Correlation Filters via Temporal Consistency Preserving Spatial Feature Selection for Robust Visual Tracking	Jul 30, 2018	Benchmarkingfeature selection	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