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 251–300 of 525 papers

TitleStatusHype
Variational Inference and Learning of Piecewise-linear Dynamical Systems—0
One-Shot Adversarial Attacks on Visual Tracking With Dual Attention—0
Correlation-Guided Attention for Corner Detection Based Visual Tracking—0
TLPG-Tracker: Joint Learning of Target Localization and Proposal Generation for Visual Tracking.—0
Robust Visual Object Tracking with Two-Stream Residual Convolutional Networks—0
Derivation of a Constant Velocity Motion Model for Visual Tracking—0
Distilling Localization for Self-Supervised Representation Learning—0
Beyond Background-Aware Correlation Filters: Adaptive Context Modeling by Hand-Crafted and Deep RGB Features for Visual Tracking—0
Efficient Scale Estimation Methods using Lightweight Deep Convolutional Neural Networks for Visual Tracking—0
Effective Fusion of Deep Multitasking Representations for Robust Visual Tracking—0
Progressive Multi-Stage Learning for Discriminative Tracking—0
Probabilistic Regression for Visual TrackingCode0
Keyfilter-Aware Real-Time UAV Object TrackingCode0
Efficient reinforcement learning control for continuum robots based on Inexplicit Prior KnowledgeCode0
Object-Adaptive LSTM Network for Real-time Visual Tracking with Adversarial Data Augmentation—0
An Analysis of Object Representations in Deep Visual Trackers—0
Generalized mean shift with triangular kernel profile—0
Robust Visual Tracking via Implicit Low-Rank Constraints and Structural Color Histograms—0
SiamMan: Siamese Motion-aware Network for Visual Tracking—0
Occlusion-Robust Online Multi-Object Visual Tracking using a GM-PHD Filter with CNN-Based Re-Identification—0
Kernel learning for visual perceptionCode0
Siamese Natural Language Tracker: Tracking by Natural Language Descriptions with Siamese TrackersCode0
ATIS + SpiNNaker: a Fully Event-based Visual Tracking Demonstration—0
Deep Learning for Visual Tracking: A Comprehensive SurveyCode0
Siam R-CNN: Visual Tracking by Re-DetectionCode0
TracKlinic: Diagnosis of Challenge Factors in Visual Tracking—0
SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual TrackingCode0
ROI Pooled Correlation Filters for Visual TrackingCode0
Deep Flow Collaborative Network for Online Visual Tracking—0
Multivariate Uncertainty in Deep Learning—0
SPARK: Spatial-aware Online Incremental Attack Against Visual TrackingCode0
Superpixel Tensor Pooling for Visual Tracking using Multiple Midlevel Visual Cues Fusion—0
Hierarchical Feature-Aware Tracking—0
Direct Visual-Inertial Odometry with Semi-Dense Mapping—0
Inducing Stronger Object Representations in Deep Visual Trackers—0
Visual Tracking by means of Deep Reinforcement Learning and an Expert Demonstrator—0
GradNet: Gradient-Guided Network for Visual Object TrackingCode0
Human Following for Wheeled Robot with Monocular Pan-tilt Camera—0
Saliency based Semi-supervised Learning for Orbiting Satellite Tracking—0
Discriminative and Robust Online Learning for Siamese Visual TrackingCode0
Learning Reinforced Attentional Representation for End-to-End Visual Tracking—0
Learning Target-oriented Dual Attention for Robust RGB-T Tracking—0
Robust Online Multi-target Visual Tracking using a HISP Filter with Discriminative Deep Appearance Learning—0
Boundary Effect-Aware Visual Tracking for UAV with Online Enhanced Background Learning and Multi-Frame Consensus VerificationCode0
Learning Compact Target-Oriented Feature Representations for Visual Tracking—0
DAWN: Dual Augmented Memory Network for Unsupervised Video Object Tracking—0
Real Time Visual Tracking using Spatial-Aware Temporal Aggregation NetworkCode0
Learning the Model Update for Siamese TrackersCode0
Distilled Siamese Networks for Visual Tracking—0
Real-Time Correlation Tracking via Joint Model Compression and TransferCode0
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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