Weakly Supervised 3D Human Pose Estimation On

Metrics

Average MPJPE (mm)

Results

Performance results of various models on this benchmark

Model Name	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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