Weakly Supervised 3D Human Pose Estimation On

Métriques

Average MPJPE (mm)

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	Average MPJPE (mm)	Paper Title	Repository
EpipolarPose (SS + RU)	60.56	Self-Supervised Learning of 3D Human Pose using Multi-view Geometry
AdaptPose	42.5	AdaptPose: Cross-Dataset Adaptation for 3D Human Pose Estimation by Learnable Motion Generation
RepNet	89.9	RepNet: Weakly Supervised Training of an Adversarial Reprojection Network for 3D Human Pose Estimation
DAF-DG	50.3	A Dual-Augmentor Framework for Domain Generalization in 3D Human Pose Estimation
GeoRep	67.4	Weakly-Supervised 3D Human Pose Learning via Multi-view Images in the Wild	-
PGNIS	50.8	Self-Supervised 3D Human Pose Estimation via Part Guided Novel Image Synthesis	-
EpipolarPose (self-supervised)	76.6	Self-Supervised Learning of 3D Human Pose using Multi-view Geometry
Non-Local Latent Relation Distillation	57.6	Non-Local Latent Relation Distillation for Self-Adaptive 3D Human Pose Estimation	-
Kocabas et al.	-	Self-Supervised Learning of 3D Human Pose using Multi-view Geometry
VideoPose3D (T=243)	-	3D human pose estimation in video with temporal convolutions and semi-supervised training
Pavlakos et al.	110.7	TexturePose: Supervising Human Mesh Estimation with Texture Consistency
2D-3D Lifting self-supervised	62.0	Self-Supervised 3D Human Pose Estimation with Multiple-View Geometry
self-supervised mocap	98.4	Self-supervised Learning of Motion Capture
CanonPose	74.3	CanonPose: Self-Supervised Monocular 3D Human Pose Estimation in the Wild
Li et al.	88.8	On Boosting Single-Frame 3D Human Pose Estimation via Monocular Videos	-
HDVR	47.3	Unsupervised 3D Pose Estimation for Hierarchical Dance Video Recognition
Uncertainty-Aware Adaptation	59.4	Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose Estimation	-
EpipolarPose (S1)	65.35	Self-Supervised Learning of 3D Human Pose using Multi-view Geometry
Tome et al.	88.4	Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image
Triangulation	64.7	On Triangulation as a Form of Self-Supervision for 3D Human Pose Estimation	-

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