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 51–75 of 525 papers

Title	Date	Tasks	Status	Hype	Score
Do Different Tracking Tasks Require Different Appearance Models?	Jul 5, 2021	Multi-Object TrackingMulti-Object Tracking and Segmentation	CodeCode Available	1	5
Global Instance Tracking: Locating Target More Like Humans	Feb 26, 2022	Visual Object TrackingVisual Tracking	CodeCode Available	1	5
Online Photometric Calibration of Automatic Gain Thermal Infrared Cameras	Dec 7, 2020	Camera Auto-CalibrationThermal Image Denoising	CodeCode Available	1	5
Predictive Visual Tracking: A New Benchmark and Baseline Approach	Mar 8, 2021	Visual Tracking	CodeCode Available	1	5
Beyond Greedy Search: Tracking by Multi-Agent Reinforcement Learning-based Beam Search	May 19, 2022	Decision MakingImage Captioning	CodeCode Available	1	5
Improving Underwater Visual Tracking With a Large Scale Dataset and Image Enhancement	Aug 30, 2023	Image EnhancementObject Tracking	CodeCode Available	1	5
AiATrack: Attention in Attention for Transformer Visual Tracking	Jul 20, 2022	Object TrackingVideo Object Tracking	CodeCode Available	1	5
Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking	Dec 28, 2021	Continual LearningFew-Shot Learning	CodeCode Available	1	5
Learning Spatio-Temporal Transformer for Visual Tracking	Mar 31, 2021	DecoderObject Tracking	CodeCode Available	1	5
BundleTrack: 6D Pose Tracking for Novel Objects without Instance or Category-Level 3D Models	Aug 1, 2021	3D Object Tracking6D Pose Estimation	CodeCode Available	1	5
Ad2Attack: Adaptive Adversarial Attack on Real-Time UAV Tracking	Mar 3, 2022	Adversarial AttackObject Tracking	CodeCode Available	1	5
How to Train Your Energy-Based Model for Regression	May 4, 2020	object-detectionObject Detection	CodeCode Available	1	5
Learning to Adversarially Blur Visual Object Tracking	Jul 26, 2021	ObjectObject Tracking	CodeCode Available	1	5
Learning Spatio-Appearance Memory Network for High-Performance Visual Tracking	Sep 21, 2020	Object TrackingSegmentation	CodeCode Available	1	5
Differentiable Particle Filters through Conditional Normalizing Flow	Jul 1, 2021	Visual Tracking	CodeCode Available	1	5
HIPTrack: Visual Tracking with Historical Prompts	Nov 3, 2023	Visual Object TrackingVisual Tracking	CodeCode Available	1	5
Learning to Fuse Asymmetric Feature Maps in Siamese Trackers	Dec 4, 2020	Video Object TrackingVisual Object Tracking	CodeCode Available	1	5
Energy-Based Models for Deep Probabilistic Regression	Sep 26, 2019	Head Pose Estimationobject-detection	CodeCode Available	1	5
An Informative Tracking Benchmark	Dec 13, 2021	DiversityVisual Tracking	CodeCode Available	1	5
Deep Convolutional Neural Networks for Thermal Infrared Object Tracking	Oct 15, 2017	ObjectObject Tracking	CodeCode Available	1	5
Conditional Measurement Density Estimation in Sequential Monte Carlo via Normalizing Flow	Mar 16, 2022	Density Estimationvalid	CodeCode Available	1	5
ARKitTrack: A New Diverse Dataset for Tracking Using Mobile RGB-D Data	Mar 24, 2023	3D geometryVisual Tracking	CodeCode Available	1	5
Deeper and Wider Siamese Networks for Real-Time Visual Tracking	Jan 7, 2019	Real-Time Visual TrackingVideo Object Tracking	CodeCode Available	1	5
LaSOT: A High-quality Large-scale Single Object Tracking Benchmark	Sep 8, 2020	Object TrackingVisual Tracking	CodeCode Available	1	5
CiteTracker: Correlating Image and Text for Visual Tracking	Aug 22, 2023	AttributeDescriptive	CodeCode Available	1	5

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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