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Monocular 3D Human Pose Estimation On Human3

Metrics

Average MPJPE (mm)
PA-MPJPE

Results

Performance results of various models on this benchmark

Paper TitleRepository
HR-Net+VPose+PoseAug50.239.1PoseAug: A Differentiable Pose Augmentation Framework for 3D Human Pose Estimation
Spatio-Temporal Network (T=128)40.130.73D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training-
KTPFormer40.1-KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation
Bundle Adjustment--Exploiting temporal context for 3D human pose estimation in the wild
SMPLify (dense)-80.7Unite the People: Closing the Loop Between 3D and 2D Human Representations
SMPLify (dense)--Unite the People: Closing the Loop Between 3D and 2D Human Representations
SRNET49.9-SRNet: Improving Generalization in 3D Human Pose Estimation with a Split-and-Recombine Approach
GraphCMR74.7-Convolutional Mesh Regression for Single-Image Human Shape Reconstruction
D3DP39.5-Diffusion-Based 3D Human Pose Estimation with Multi-Hypothesis Aggregation
cross-dataset-evaluation52.0-Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation-
Neural Body Fitting (NBF)--Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation
Ray3D--Ray3D: ray-based 3D human pose estimation for monocular absolute 3D localization
Sparseness Meets Deepness113.01-Sparseness Meets Deepness: 3D Human Pose Estimation from Monocular Video
Neural Body Fitting (NBF)-59.9Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation
PoseAug--PoseAug: A Differentiable Pose Augmentation Framework for 3D Human Pose Estimation
VideoPose3D (T=243)46.8-3D human pose estimation in video with temporal convolutions and semi-supervised training
SemGCN57.6-Semantic Graph Convolutional Networks for 3D Human Pose Regression
Ordinal Depth Supervision--Ordinal Depth Supervision for 3D Human Pose Estimation
Anatomy3D44.1-Anatomy-aware 3D Human Pose Estimation with Bone-based Pose Decomposition
Dual-source approach97.39-A Dual-Source Approach for 3D Human Pose Estimation from a Single Image-
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Monocular 3D Human Pose Estimation On Human3 | SOTA | HyperAI