2D Pose Estimation
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Benchmarks
iRodent
MP-100
300W
Animal Kingdom
Desert Locust
HARPER
Human3.6M
MacaquePose
Vinegar Fly
Most implemented
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields
OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields
Deep High-Resolution Representation Learning for Human Pose Estimation
Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Polarized Self-Attention: Towards High-quality Pixel-wise Regression
Towards 3D Human Pose Estimation in the Wild: a Weakly-supervised Approach
Papers
Topology-Unified 2D Pose Estimation across Intact, Residual and Prosthetic Limbs
Driven by the availability of large-scale datasets, Human Pose Estimation (HPE) plays a critical role in numerous downstream tasks. However, mainstream benchmarks exhibit severe representation bias, predominantly featuri…
2D Pose EstimationFactorized Spatio-Temporal Convolutions for Human Pose Estimation from Planar Lidar
Localizing nearby humans and estimating their facing direction are key capabilities for safe navigation and socially aware human-robot interaction. Many pose-estimation pipelines target cameras and 3D LiDAR or assume GPU…
2D Pose EstimationEvaluation Protocols and Validation for Cameras in Indoor Healthcare Monitoring
Camera-based monitoring systems are increasingly adopted in healthcare settings for the continuous assessment of patient movement and activities. However, their technical performance under real-world indoor conditions re…
2D Pose Estimation3D ReconstructionA Machine Learning Framework for Real-Time Personalized Ergonomic Pose Analysis
This paper introduces a new methodology for real-time prediction of ergonomic and non-ergonomic human poses using volumetric video data in three dimensions. Although the methodology was designed for ergonomic assessments…
2D Pose EstimationPoint CloudsAgentic Pipeline for Self-Synchronized Multiview Joint Angle Monitoring in Uncalibrated Environments
Kinematic monitoring plays a critical role in long-term rehabilitation for patients with spinal cord injury (SCI), where multi-view markerless motion capture methods have shown significant potential. However, owing to th…
2D Pose EstimationMuPPet: Multi-person 2D-to-3D Pose Lifting
Multi-person social interactions are inherently built on coherence and relationships among all individuals within the group, making multi-person localization and body pose estimation essential to understanding these soci…
3D Pose Estimation2D Pose Estimation