Monocular 3D Human Pose Estimation On Human3

Métriques

Average MPJPE (mm)

PA-MPJPE

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	Average MPJPE (mm)	PA-MPJPE	Paper Title	Repository
HR-Net+VPose+PoseAug	50.2	39.1	PoseAug: A Differentiable Pose Augmentation Framework for 3D Human Pose Estimation
Spatio-Temporal Network (T=128)	40.1	30.7	3D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training	-
KTPFormer	40.1	-	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)	-	80.7	Unite 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
SRNET	49.9	-	SRNet: Improving Generalization in 3D Human Pose Estimation with a Split-and-Recombine Approach
GraphCMR	74.7	-	Convolutional Mesh Regression for Single-Image Human Shape Reconstruction
D3DP	39.5	-	Diffusion-Based 3D Human Pose Estimation with Multi-Hypothesis Aggregation
cross-dataset-evaluation	52.0	-	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 Deepness	113.01	-	Sparseness Meets Deepness: 3D Human Pose Estimation from Monocular Video
Neural Body Fitting (NBF)	-	59.9	Neural 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
SemGCN	57.6	-	Semantic Graph Convolutional Networks for 3D Human Pose Regression
Ordinal Depth Supervision	-	-	Ordinal Depth Supervision for 3D Human Pose Estimation
Anatomy3D	44.1	-	Anatomy-aware 3D Human Pose Estimation with Bone-based Pose Decomposition
Dual-source approach	97.39	-	A Dual-Source Approach for 3D Human Pose Estimation from a Single Image	-

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