Unsupervised 3D Human Pose Estimation on Human3.6M

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MPJPE

Rank	Model	MPJPE	PA-MPJPE	N-MPJPE	P-MPJPE	Paper	Code	Year
1	ElePose	64.0	36.7	–	–	ElePose: Unsupervised 3D Human Pose Estimation by Predicting Camera Elevation and Learning Normalizing Flows on 2D Poses	bastianwandt/elepose	2021
2	CHOMP	64.7	40.1	–	–	Occluded Human Body Capture with Self-Supervised Spatial-Temporal Motion Prior	boycehbz/chomp	2022
3	HDVR	82.1	–	–	–	Unsupervised 3D Pose Estimation for Hierarchical Dance Video Recognition	garfield-kh/posetriplet	2021
4	ITES-TS	85.3	–	–	59.8	Invariant Teacher and Equivariant Student for Unsupervised 3D Human Pose Estimation	sjtuxcx/ITES	2020
5	Mask as Supervision	95.9	–	96.8	90.4	Mask as Supervision: Leveraging Unified Mask Information for Unsupervised 3D Pose Estimation	charrrrrlie/mask-as-supervision	2023
6	Non-Local Latent Relation Distillation	97.8	86.2	–	–	Non-Local Latent Relation Distillation for Self-Adaptive 3D Human Pose Estimation		2022
7	SVMAC	98.3	–	–	–	SVMAC: Unsupervised 3D Human Pose Estimation from a Single Image with Single-view-multi-angle Consistency		2021
8	PGNIS	99.2	–	–	–	Self-Supervised 3D Human Pose Estimation via Part Guided Novel Image Synthesis		2020
9	Uncertainty-Aware Adaptation	103.2	88.9	–	–	Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose Estimation		2022
10	CLIFF (HR-W48)	–	32.7	–	–	CLIFF: Carrying Location Information in Full Frames into Human Pose and Shape Estimation	huawei-noah/noah-research · xiuyu0000/new_papers_codes · 0jason000/CLIFF · +3	2022