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 76–100 of 525 papers

TitleStatusHype
Event Stream-based Visual Object Tracking: A High-Resolution Benchmark Dataset and A Novel BaselineCode2
BASE: Probably a Better Approach to Multi-Object Tracking—0
LiteTrack: Layer Pruning with Asynchronous Feature Extraction for Lightweight and Efficient Visual TrackingCode1
Robust Visual Tracking by Motion Analyzing—0
Towards Efficient Training with Negative Samples in Visual Tracking—0
Efficient Training for Visual Tracking with Deformable Transformer—0
Improving Underwater Visual Tracking With a Large Scale Dataset and Image EnhancementCode1
Learning Visual Tracking and Reaching with Deep Reinforcement Learning on a UR10e Robotic ArmCode0
Integrating Boxes and Masks: A Multi-Object Framework for Unified Visual Tracking and SegmentationCode1
CiteTracker: Correlating Image and Text for Visual TrackingCode1
Towards Real-World Visual Tracking with Temporal ContextsCode2
HHTrack: Hyperspectral Object Tracking Using Hybrid Attention—0
Exploring Lightweight Hierarchical Vision Transformers for Efficient Visual TrackingCode1
Robust Object Modeling for Visual TrackingCode1
Low-complexity Multidimensional DCT Approximations—0
TAPIR: Tracking Any Point with per-frame Initialization and temporal RefinementCode3
Cross-Drone Transformer Network for Robust Single Object TrackingCode1
Estimation of control area in badminton doubles with pose information from top and back view drone videosCode0
Tracking through Containers and Occluders in the WildCode1
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object TrackingCode1
ARKitTrack: A New Diverse Dataset for Tracking Using Mobile RGB-D DataCode1
SiamTHN: Siamese Target Highlight Network for Visual Tracking—0
Joint Visual Grounding and Tracking with Natural Language SpecificationCode1
Tracker Meets Night: A Transformer Enhancer for UAV TrackingCode1
Universal Instance Perception as Object Discovery and RetrievalCode3
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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