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 426–450 of 525 papers

TitleStatusHype
Robust Structured Group Local Sparse Tracker Using Deep Features—0
Robust Structured Multi-task Multi-view Sparse Tracking—0
Robust Tracking Using Region Proposal Networks—0
Robust Visual Object Tracking with Two-Stream Residual Convolutional Networks—0
Robust Visual Tracking by Motion Analyzing—0
Robust Visual Tracking Revisited: From Correlation Filter to Template Matching—0
Robust Visual Tracking Using Dynamic Classifier Selection with Sparse Representation of Label Noise—0
Robust Visual Tracking via Convolutional Networks—0
Robust Visual Tracking via Implicit Low-Rank Constraints and Structural Color Histograms—0
Robust Visual Tracking via Inverse Nonnegative Matrix Factorization—0
Multi-hierarchical Independent Correlation Filters for Visual TrackingCode0
Video Annotation for Visual Tracking via Selection and RefinementCode0
Estimation of control area in badminton doubles with pose information from top and back view drone videosCode0
ROI Pooled Correlation Filters for Visual TrackingCode0
Efficient Visual Tracking with Exemplar TransformersCode0
Attentional Correlation Filter Network for Adaptive Visual TrackingCode0
Multiview Supervision By RegistrationCode0
Multi-Cue Correlation Filters for Robust Visual TrackingCode0
CHASE: Robust Visual Tracking via Cell-Level Differentiable Neural Architecture SearchCode0
Learning Motion Blur Robust Vision Transformers with Dynamic Early Exit for Real-Time UAV TrackingCode0
CGMN: A Contrastive Graph Matching Network for Self-Supervised Graph Similarity LearningCode0
Visual Tracking via Adaptive Spatially-Regularized Correlation FiltersCode0
Efficient reinforcement learning control for continuum robots based on Inexplicit Prior KnowledgeCode0
Motion-Guided Dual-Camera Tracker for Endoscope Tracking and Motion Analysis in a Mechanical Gastric SimulatorCode0
ATOM: Accurate Tracking by Overlap MaximizationCode0
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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