SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–200 of 525 papers

TitleStatusHype
Robust Visual Tracking Using Oblique Random ForestsCode0
Re3 : Real-Time Recurrent Regression Networks for Visual Tracking of Generic ObjectsCode0
Learning Discriminative Model Prediction for TrackingCode0
Real-Time Correlation Tracking via Joint Model Compression and TransferCode0
Probabilistic Regression for Visual TrackingCode0
Part-based Visual Tracking via Structural Support Correlation FilterCode0
Attentional Correlation Filter Network for Adaptive Visual TrackingCode0
Fundamental principles of cortical computation: unsupervised learning with prediction, compression and feedbackCode0
ATOM: Accurate Tracking by Overlap MaximizationCode0
Multi-hierarchical Independent Correlation Filters for Visual TrackingCode0
Adaptively Bypassing Vision Transformer Blocks for Efficient Visual TrackingCode0
Correlation Tracking via Joint Discrimination and Reliability LearningCode0
Multiview Supervision By RegistrationCode0
Real-Time Salient Closed Boundary Tracking via Line Segments Perceptual GroupingCode0
Long-Term Visual Object Tracking BenchmarkCode0
FusionSORT: Fusion Methods for Online Multi-object Visual TrackingCode0
MLVSNet: Multi-Level Voting Siamese Network for 3D Visual TrackingCode0
AViTMP: A Tracking-Specific Transformer for Single-Branch Visual TrackingCode0
MobiFace: A Novel Dataset for Mobile Face Tracking in the WildCode0
Learning Visual Tracking and Reaching with Deep Reinforcement Learning on a UR10e Robotic ArmCode0
Event-based Visual Tracking in Dynamic EnvironmentsCode0
Good Features to Correlate for Visual TrackingCode0
Context-aware Deep Feature Compression for High-speed Visual TrackingCode0
GradNet: Gradient-Guided Network for Visual Object TrackingCode0
Learn to Match: Automatic Matching Network Design for Visual TrackingCode0
A Universal Update-pacing Framework For Visual TrackingCode0
Estimation of control area in badminton doubles with pose information from top and back view drone videosCode0
Real Time Visual Tracking using Spatial-Aware Temporal Aggregation NetworkCode0
Learning Target Candidate Association to Keep Track of What Not to TrackCode0
Learning Spatial-Temporal Regularized Correlation Filters for Visual TrackingCode0
Learning the Model Update for Siamese TrackersCode0
Motion-Guided Dual-Camera Tracker for Endoscope Tracking and Motion Analysis in a Mechanical Gastric SimulatorCode0
Learning Dynamic Memory Networks for Object TrackingCode0
Learning Motion Blur Robust Vision Transformers with Dynamic Early Exit for Real-Time UAV TrackingCode0
Efficient Visual Tracking with Exemplar TransformersCode0
High Performance Visual Tracking With Siamese Region Proposal NetworkCode0
Learning Multi-Domain Convolutional Neural Networks for Visual TrackingCode0
Learning Adaptive Discriminative Correlation Filters via Temporal Consistency Preserving Spatial Feature Selection for Robust Visual TrackingCode0
CLDTracker: A Comprehensive Language Description for Visual TrackingCode0
Learning Attentions: Residual Attentional Siamese Network for High Performance Online Visual TrackingCode0
Efficient reinforcement learning control for continuum robots based on Inexplicit Prior KnowledgeCode0
Learning Background-Aware Correlation Filters for Visual TrackingCode0
Learning regression and verification networks for long-term visual trackingCode0
Kernel Cross-CorrelatorCode0
Kernel learning for visual perceptionCode0
CHASE: Robust Visual Tracking via Cell-Level Differentiable Neural Architecture SearchCode0
Kernalised Multi-resolution Convnet for Visual TrackingCode0
Keyfilter-Aware Real-Time UAV Object TrackingCode0
CGMN: A Contrastive Graph Matching Network for Self-Supervised Graph Similarity LearningCode0
Dual Deep Network for Visual TrackingCode0
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All datasetsTNL2KDAVISKineticsKubricRGB-StackingLaSOTOTB-100OTB-2013Second dialogue state tracking challengeTrackingNet

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ARTrack-LAUC60.3—Unverified
2UNINEXT-HAUC59.3—Unverified
3JointNLTAUC56.9—Unverified
4OSTrackAUC55.9—Unverified
5TransTAUC50.7—Unverified
6AdaSwitcherAUC42—Unverified
#ModelMetricClaimedVerifiedStatus
1TAPIR (Panning MOVi-E)Average Jaccard61.3—Unverified
2TAPIR (MOVi-E)Average Jaccard59.8—Unverified
#ModelMetricClaimedVerifiedStatus
1TAPIR (Panning MOVi-E)Average Jaccard57.2—Unverified
2TAPIR (MOVi-E)Average Jaccard57.1—Unverified
#ModelMetricClaimedVerifiedStatus
1TAPIR (Panning MOVi-E)Average Jaccard84.7—Unverified
2TAPIR (MOVi-E)Average Jaccard84.3—Unverified
#ModelMetricClaimedVerifiedStatus
1TAPIR (MOVi-E)Average Jaccard66.2—Unverified
2TAPIR (Panning MOVi-E)Average Jaccard62.7—Unverified
#ModelMetricClaimedVerifiedStatus
1TATrack-LAUC71.1—Unverified
#ModelMetricClaimedVerifiedStatus
1SiamFC-lu (Ours)AUC0.32—Unverified
#ModelMetricClaimedVerifiedStatus
1SiamFC-lu (Ours)AUC0.66—Unverified
#ModelMetricClaimedVerifiedStatus
1MDNetScore0.64—Unverified
#ModelMetricClaimedVerifiedStatus
1TATrack-LACCURACY0.85—Unverified