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 176–200 of 525 papers

Title	Date	Tasks	Status	Hype
A Simple and Strong Baseline for Universal Targeted Attacks on Siamese Visual Tracking	May 6, 2021	Visual Tracking	—Unverified	0
Equivalence of Correlation Filter and Convolution Filter in Visual Tracking	May 1, 2021	Edge DetectionVisual Tracking	—Unverified	0
Occlusion-aware Visual Tracker using Spatial Structural Information and Dominant Features	Apr 16, 2021	ClusteringVisual Tracking	—Unverified	0
SiamCorners: Siamese Corner Networks for Visual Tracking	Apr 15, 2021	Region ProposalVisual Tracking	CodeCode Available	1
STMTrack: Template-free Visual Tracking with Space-time Memory Networks	Apr 1, 2021	Video Object TrackingVisual Object Tracking	CodeCode Available	1
Target Transformed Regression for Accurate Tracking	Apr 1, 2021	regressionVisual Object Tracking	CodeCode Available	1
Learning Spatio-Temporal Transformer for Visual Tracking	Mar 31, 2021	DecoderObject Tracking	CodeCode Available	1
Towards More Flexible and Accurate Object Tracking with Natural Language: Algorithms and Benchmark	Mar 31, 2021	2kObject	CodeCode Available	1
Learning Target Candidate Association to Keep Track of What Not to Track	Mar 30, 2021	Object TrackingVideo Object Tracking	—Unverified	0
Transformer Tracking	Mar 29, 2021	GPUObject Tracking	CodeCode Available	1
IoU Attack: Towards Temporally Coherent Black-Box Adversarial Attack for Visual Object Tracking	Mar 27, 2021	Adversarial Attackimage-classification	CodeCode Available	1
Unmanned Aerial Vehicle Visual Detection and Tracking using Deep Neural Networks: A Performance Benchmark	Mar 25, 2021	object-detectionObject Detection	—Unverified	0
Transformer Meets Tracker: Exploiting Temporal Context for Robust Visual Tracking	Mar 22, 2021	DecoderObject	CodeCode Available	1
High precision control and deep learning-based corn stand counting algorithms for agricultural robot	Mar 21, 2021	Model Predictive ControlVisual Tracking	—Unverified	0
DCF-ASN: Coarse-to-fine Real-time Visual Tracking via Discriminative Correlation Filter and Attentional Siamese Network	Mar 19, 2021	Computational EfficiencyMetric Learning	—Unverified	0
Higher Performance Visual Tracking with Dual-Modal Localization	Mar 18, 2021	Object Trackingregression	—Unverified	0
Real-Time Visual Object Tracking via Few-Shot Learning	Mar 18, 2021	Few-Shot LearningObject	—Unverified	0
Predictive Visual Tracking: A New Benchmark and Baseline Approach	Mar 8, 2021	Visual Tracking	CodeCode Available	1
Revisiting the details when evaluating a visual tracker	Jan 25, 2021	Object TrackingVisual Tracking	CodeCode Available	0
High-Performance Discriminative Tracking With Transformers	Jan 1, 2021	DecoderObject	—Unverified	0
MLVSNet: Multi-Level Voting Siamese Network for 3D Visual Tracking	Jan 1, 2021	3D Object Detectionobject-detection	CodeCode Available	0
Cross-Attention Guided Network for Visual Tracking	Jan 1, 2021	Visual Tracking	—Unverified	0
Siamese Anchor Proposal Network for High-Speed Aerial Tracking	Dec 19, 2020	Visual TrackingVocal Bursts Intensity Prediction	CodeCode Available	1
Multi-modal Visual Tracking: Review and Experimental Comparison	Dec 8, 2020	Object TrackingRgb-T Tracking	CodeCode Available	1
Online Photometric Calibration of Automatic Gain Thermal Infrared Cameras	Dec 7, 2020	Camera Auto-CalibrationThermal Image Denoising	CodeCode Available	1

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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