SOTAVerified

Pose Tracking

Pose Tracking is the task of estimating multi-person human poses in videos and assigning unique instance IDs for each keypoint across frames. Accurate estimation of human keypoint-trajectories is useful for human action recognition, human interaction understanding, motion capture and animation.

Source: LightTrack: A Generic Framework for Online Top-Down Human Pose Tracking

Papers

Showing 5175 of 191 papers

TitleStatusHype
VideoMAC: Video Masked Autoencoders Meet ConvNetsCode1
Towards Real-World Aerial Vision Guidance with Categorical 6D Pose TrackerCode1
L4D-Track: Language-to-4D Modeling Towards 6-DoF Tracking and Shape Reconstruction in 3D Point Cloud Stream0
APTv2: Benchmarking Animal Pose Estimation and Tracking with a Large-scale Dataset and BeyondCode1
PACE: A Large-Scale Dataset with Pose Annotations in Cluttered EnvironmentsCode1
No More Shortcuts: Realizing the Potential of Temporal Self-Supervision0
EVI-SAM: Robust, Real-time, Tightly-coupled Event-Visual-Inertial State Estimation and 3D Dense Mapping0
Deep Event Visual OdometryCode1
FoundationPose: Unified 6D Pose Estimation and Tracking of Novel ObjectsCode4
GS-SLAM: Dense Visual SLAM with 3D Gaussian Splatting0
Improving Multi-Person Pose Tracking with A Confidence Network0
Human Pose-based Estimation, Tracking and Action Recognition with Deep Learning: A Survey0
UniQuadric: A SLAM Backend for Unknown Rigid Object 3D Tracking and Light-Weight Modeling0
For A More Comprehensive Evaluation of 6DoF Object Pose Tracking0
Multi-Modal Neural Radiance Field for Monocular Dense SLAM with a Light-Weight ToF Sensor0
Pose2Gait: Extracting Gait Features from Monocular Video of Individuals with DementiaCode0
M3Act: Learning from Synthetic Human Group Activities0
GenPose: Generative Category-level Object Pose Estimation via Diffusion Models0
A Gated Attention Transformer for Multi-Person Pose Tracking0
Humans in 4D: Reconstructing and Tracking Humans with TransformersCode3
Counter-Hypothetical Particle Filters for Single Object Pose Tracking0
Design, Implementation and Evaluation of an External Pose-Tracking System for Underwater Cameras0
Event-based Camera Tracker by t NeRF0
Markerless 3D human pose tracking through multiple cameras and AI: Enabling high accuracy, robustness, and real-time performance0
Human from Blur: Human Pose Tracking from Blurry Images0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DetTrackMOTA64.09Unverified
2KeyTrackMOTA61.15Unverified
3LightTrackMOTA58.01Unverified
4HRNet-W48 COCOMOTA57.93Unverified
5MSRA (FlowTrack)MOTA57.81Unverified
6TML++ (MIPAL)MOTA54.46Unverified
7STAFMOTA53.81Unverified
8ProTrackerMOTA51.82Unverified
9PoseFlowMOTA50.98Unverified
10PoseTrackMOTA48.37Unverified
#ModelMetricClaimedVerifiedStatus
1DetTrackMOTA64.3Unverified
2UniTrackMOTA63.5Unverified
34DHumans + ViTDetMOTA61.9Unverified
4MSRAMOTA61.37Unverified
5TML++ (MIPAL)MOTA54.86Unverified
#ModelMetricClaimedVerifiedStatus
1PoseTrackMOTA28.2Unverified