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 211–220 of 525 papers

Title	Date	Tasks	Status	Hype
Robust Visual Tracking via Statistical Positive Sample Generation and Gradient Aware Learning	Nov 9, 2020	DiversityVisual Tracking	—Unverified	0
Correlation Filters for Unmanned Aerial Vehicle-Based Aerial Tracking: A Review and Experimental Evaluation	Oct 13, 2020	Computational EfficiencyCPU	CodeCode Available	1
Leveraging Tacit Information Embedded in CNN Layers for Visual Tracking	Oct 2, 2020	Visual Tracking	—Unverified	0
Adversarial Semi-Supervised Multi-Domain Tracking	Sep 30, 2020	Self-Supervised LearningVisual Tracking	—Unverified	0
Learning Spatio-Appearance Memory Network for High-Performance Visual Tracking	Sep 21, 2020	Object TrackingSegmentation	CodeCode Available	1
LaSOT: A High-quality Large-scale Single Object Tracking Benchmark	Sep 8, 2020	Object TrackingVisual Tracking	CodeCode Available	1
Adaptive Exploitation of Pre-trained Deep Convolutional Neural Networks for Robust Visual Tracking	Aug 29, 2020	AttributeVisual Tracking	—Unverified	0
Online Visual Tracking with One-Shot Context-Aware Domain Adaptation	Aug 22, 2020	Domain AdaptationVisual Tracking	—Unverified	0
Blending of Learning-based Tracking and Object Detection for Monocular Camera-based Target Following	Aug 21, 2020	Objectobject-detection	—Unverified	0
DR^2Track: Towards Real-Time Visual Tracking for UAV via Distractor Repressed Dynamic Regression	Aug 10, 2020	CPUReal-Time Visual Tracking	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