3D Human Pose Estimation On Mpi Inf 3Dhp

Metrics

MPJPE

PCK

Results

Performance results of various models on this benchmark

Model Name	MPJPE	PCK	Paper Title	Repository
CanonPose	104	77	CanonPose: Self-Supervised Monocular 3D Human Pose Estimation in the Wild
Adversarial Learning	-	69.0	3D Human Pose Estimation in the Wild by Adversarial Learning	-
STR	95.3	-	Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos	-
Graph Stacked Hourglass Network	-	80.1	Graph Stacked Hourglass Networks for 3D Human Pose Estimation
DST-VIBE	93.4	-	Deep Two-Stream Video Inference for Human Body Pose and Shape Estimation	-
MixSTE (T=27)	54.9	94.4	MixSTE: Seq2seq Mixed Spatio-Temporal Encoder for 3D Human Pose Estimation in Video
Probabilistic Monocular	-	84.3	Probabilistic Monocular 3D Human Pose Estimation with Normalizing Flows
Self-Attentive	94.3	90.1	Self-Attentive 3D Human Pose and Shape Estimation from Videos	-
PONet	115.0	76.1	PONet: Robust 3D Human Pose Estimation via Learning Orientations Only	-
PoseTriplet	79.5	89.1	PoseTriplet: Co-evolving 3D Human Pose Estimation, Imitation, and Hallucination under Self-supervision
CrossFormer	76.3	89.1	CrossFormer: Cross Spatio-Temporal Transformer for 3D Human Pose Estimation
GeoRep (fully-supervised)	110.8	80.2	Weakly-Supervised 3D Human Pose Learning via Multi-view Images in the Wild	-
SRNET	-	77.6	SRNet: Improving Generalization in 3D Human Pose Estimation with a Split-and-Recombine Approach
RepNet (H36M)	92.5	81.8	RepNet: Weakly Supervised Training of an Adversarial Reprojection Network for 3D Human Pose Estimation
PoseLifter	-	84	PoseLifter: Absolute 3D human pose lifting network from a single noisy 2D human pose
PoseFormer (9 frames)	77.1	88.6	3D Human Pose Estimation with Spatial and Temporal Transformers
STCFormer (T=81)	23.1	98.7	3D Human Pose Estimation With Spatio-Temporal Criss-Cross Attention
W-HMR	83.2	-	W-HMR: Monocular Human Mesh Recovery in World Space with Weak-Supervised Calibration
Fusionformer (f=9)	28.2	97.9	(Fusionformer):Exploiting the Joint Motion Synergy with Fusion Network Based On Transformer for 3D Human Pose Estimation	-
FinePOSE	26.2	98.9	FinePOSE: Fine-Grained Prompt-Driven 3D Human Pose Estimation via Diffusion Models	-

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