2D Human Pose Estimation
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Benchmarks
COCO-WholeBody
OCHuman
Human-Art
JHMDB (2D poses only)
Alibaba Cluster Trace
ExLPose-LL-E
ExLPose-LL-H
ExLPose-LL-N
ExLPose-OCN-A7M3
ExLPose-OCN-RICOH3
Most implemented
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields
Deep High-Resolution Representation Learning for Human Pose Estimation
Simple Baselines for Human Pose Estimation and Tracking
HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation
RMPE: Regional Multi-person Pose Estimation
Papers
Beyond Static Frames: Temporal Aggregate-and-Restore Vision Transformer for Human Pose Estimation
Vision Transformers (ViTs) have recently achieved state-of-the-art performance in 2D human pose estimation due to their strong global modeling capability. However, existing ViT-based pose estimators are designed for stat…
2D Human Pose EstimationBBoxMaskPose v2: Expanding Mutual Conditioning to 3D
Most 2D human pose estimation benchmarks are nearly saturated, with the exception of crowded scenes. We introduce PMPose, a top-down 2D pose estimator that incorporates the probabilistic formulation and the mask-conditio…
2D Human Pose Estimation3D Pose EstimationPose PredictionFlyPose: Towards Robust Human Pose Estimation From Aerial Views
Unmanned Aerial Vehicles (UAVs) are increasingly deployed in close proximity to humans for applications such as parcel delivery, traffic monitoring, disaster response and infrastructure inspections. Ensuring safe and rel…
2D Human Pose EstimationmilliMamba: Specular-Aware Human Pose Estimation via Dual mmWave Radar with Multi-Frame Mamba Fusion
Millimeter-wave radar offers a privacy-preserving and lighting-invariant alternative to RGB sensors for Human Pose Estimation (HPE) task. However, the radar signals are often sparse due to specular reflection, making the…
2D Human Pose EstimationEnd-to-End Multi-Person Pose Estimation with Pose-Aware Video Transformer
Existing multi-person video pose estimation methods typically adopt a two-stage pipeline: detecting individuals in each frame, followed by temporal modeling for single person pose estimation. This design relies on heuris…
Multi-Person Pose Estimation2D Human Pose Estimation2D Pose EstimationFrom Sharp to Blur: Unsupervised Domain Adaptation for 2D Human Pose Estimation Under Extreme Motion Blur Using Event Cameras
Human pose estimation is critical for applications such as rehabilitation, sports analytics, and AR/VR systems. However, rapid motion and low-light conditions often introduce motion blur, significantly degrading pose est…
Unsupervised Domain Adaptation2D Human Pose Estimation