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

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Showing 101–150 of 525 papers

TitleStatusHype
Target-Aware Tracking with Long-term Context AttentionCode1
Semi-Supervised Visual Tracking of Marine Animals using Autonomous Underwater Vehicles—0
Video Object Segmentation-aware Video Frame InterpolationCode1
VideoTrack: Learning To Track Objects via Video Transformer—0
Autoregressive Visual TrackingCode2
Constrained Evolutionary Diffusion Filter for Monocular Endoscope Tracking—0
Event-based Visual Tracking in Dynamic EnvironmentsCode0
PVT++: A Simple End-to-End Latency-Aware Visual Tracking FrameworkCode1
Deep Instance Segmentation and Visual Servoing to Play Jenga with a Cost-Effective Robotic System—0
3DMODT: Attention-Guided Affinities for Joint Detection & Tracking in 3D Point Clouds—0
Visual Object Tracking in First Person Vision—0
Tracking Small and Fast Moving Objects: A BenchmarkCode0
Data Fusion in Neuromarketing: Multimodal Analysis of Biosignals, Lifecycle Stages, Current Advances, Datasets, Trends, and Challenges—0
AVisT: A Benchmark for Visual Object Tracking in Adverse VisibilityCode0
Transformer-based assignment decision network for multiple object trackingCode1
AiATrack: Attention in Attention for Transformer Visual TrackingCode1
Towards Real-Time Visual Tracking with Graded Color-names Features—0
CGMN: A Contrastive Graph Matching Network for Self-Supervised Graph Similarity LearningCode0
Ranking-Based Siamese Visual TrackingCode1
Online Hybrid Lightweight Representations Learning: Its Application to Visual Tracking—0
Beyond Greedy Search: Tracking by Multi-Agent Reinforcement Learning-based Beam SearchCode1
CoCoLoT: Combining Complementary Trackers in Long-Term Visual Tracking—0
SparseTT: Visual Tracking with Sparse TransformersCode1
Learning Localization-aware Target Confidence for Siamese Visual Tracking—0
Sound Localization by Self-Supervised Time Delay EstimationCode0
Single Object Tracking Research: A Survey—0
In Defense of Subspace Tracker: Orthogonal Embedding for Visual Tracking—0
Context-aware Visual Tracking with Joint Meta-updating—0
Efficient Visual Tracking via Hierarchical Cross-Attention TransformerCode1
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream FrameworkCode2
Robust Visual Tracking by SegmentationCode1
Conditional Measurement Density Estimation in Sequential Monte Carlo via Normalizing FlowCode1
Ad2Attack: Adaptive Adversarial Attack on Real-Time UAV TrackingCode1
Global Instance Tracking: Locating Target More Like HumansCode1
Towards a Unified Approach to Homography Estimation Using Image Features and Pixel IntensitiesCode0
You Only Demonstrate Once: Category-Level Manipulation from Single Visual DemonstrationCode2
Learning Target-aware Representation for Visual Tracking via Informative Interactions—0
Recursive Least-Squares Estimator-Aided Online Learning for Visual TrackingCode1
Space Non-cooperative Object Active Tracking with Deep Reinforcement LearningCode1
Adaptive Subsampling for ROI-based Visual Tracking: Algorithms and FPGA Implementation—0
Efficient Visual Tracking with Exemplar TransformersCode0
Persistent Animal Identification Leveraging Non-Visual MarkersCode0
An Informative Tracking BenchmarkCode1
Visual Object Tracking with Discriminative Filters and Siamese Networks: A Survey and Outlook—0
SwinTrack: A Simple and Strong Baseline for Transformer TrackingCode1
Learning Dynamic Compact Memory Embedding for Deformable Visual Object Tracking—0
3D Visual Tracking Framework with Deep Learning for Asteroid Exploration—0
Learning Online for Unified Segmentation and Tracking Models—0
Cross-Modal Object Tracking: Modality-Aware Representations and A Unified Benchmark—0
Explicitly Modeling the Discriminability for Instance-Aware Visual Object Tracking—0
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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