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 451–500 of 525 papers

TitleStatusHype
Underwater Multi-Robot Convoying using Visual Tracking by DetectionCode0
Learning Dynamic Memory Networks for Object TrackingCode0
MobiFace: A Novel Dataset for Mobile Face Tracking in the WildCode0
Adversarial Attack for RGB-Event based Visual Object TrackingCode0
Learning Background-Aware Correlation Filters for Visual TrackingCode0
Towards Adaptive Meta-Gradient Adversarial Examples for Visual TrackingCode0
Learning Attentions: Residual Attentional Siamese Network for High Performance Online Visual TrackingCode0
Dual Deep Network for Visual TrackingCode0
MLVSNet: Multi-Level Voting Siamese Network for 3D Visual TrackingCode0
Learning Adaptive Discriminative Correlation Filters via Temporal Consistency Preserving Spatial Feature Selection for Robust Visual TrackingCode0
Towards a Unified Approach to Homography Estimation Using Image Features and Pixel IntensitiesCode0
SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual TrackingCode0
Keyfilter-Aware Real-Time UAV Object TrackingCode0
Kernel learning for visual perceptionCode0
Part-based Visual Tracking via Structural Support Correlation FilterCode0
Camouflaged Object Tracking: A BenchmarkCode0
Kernel Cross-CorrelatorCode0
Towards Effective and Efficient Adversarial Defense with Diffusion Models for Robust Visual TrackingCode0
Kernalised Multi-resolution Convnet for Visual TrackingCode0
Boundary Effect-Aware Visual Tracking for UAV with Online Enhanced Background Learning and Multi-Frame Consensus VerificationCode0
Siam R-CNN: Visual Tracking by Re-DetectionCode0
Integrating Boundary and Center Correlation Filters for Visual Tracking with Aspect Ratio VariationCode0
Adaptively Bypassing Vision Transformer Blocks for Efficient Visual TrackingCode0
SiamVGG: Visual Tracking using Deeper Siamese NetworksCode0
Learning Discriminative Model Prediction for TrackingCode0
High Performance Visual Tracking With Siamese Region Proposal NetworkCode0
BIT: Biologically Inspired TrackerCode0
Graph Convolutional TrackingCode0
Long-Term Visual Object Tracking BenchmarkCode0
DR^2Track: Towards Real-Time Visual Tracking for UAV via Distractor Repressed Dynamic RegressionCode0
Learning Visual Tracking and Reaching with Deep Reinforcement Learning on a UR10e Robotic ArmCode0
Learning the Model Update for Siamese TrackersCode0
Re3 : Real-Time Recurrent Regression Networks for Visual Tracking of Generic ObjectsCode0
Sound Localization by Self-Supervised Time Delay EstimationCode0
Beyond Correlation Filters: Learning Continuous Convolution Operators for Visual TrackingCode0
Real-Time Correlation Tracking via Joint Model Compression and TransferCode0
GradNet: Gradient-Guided Network for Visual Object TrackingCode0
Learning Spatial-Temporal Regularized Correlation Filters for Visual TrackingCode0
Distractor-aware Siamese Networks for Visual Object TrackingCode0
Real-Time Salient Closed Boundary Tracking via Line Segments Perceptual GroupingCode0
Discriminative and Robust Online Learning for Siamese Visual TrackingCode0
Good Features to Correlate for Visual TrackingCode0
Real-time visual tracking by deep reinforced decision makingCode0
DiffusionTrack: Point Set Diffusion Model for Visual Object TrackingCode0
Real Time Visual Tracking using Spatial-Aware Temporal Aggregation NetworkCode0
ReconNet: Non-Iterative Reconstruction of Images from Compressively Sensed Random MeasurementsCode0
SPARK: Spatial-aware Online Incremental Attack Against Visual TrackingCode0
Recurrent Filter Learning for Visual TrackingCode0
Unsupervised Learning from Continuous Video in a Scalable Predictive Recurrent NetworkCode0
Learning Spatial-Aware Regressions 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