Pose Estimation On Mpii Human Pose

Métriques

PCKh-0.5

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	PCKh-0.5	Paper Title	Repository
Lifshitz et al.	85.0	Human Pose Estimation using Deep Consensus Voting	-
Human Pose Estimation	89.7	Human pose estimation via Convolutional Part Heatmap Regression
DeepCut	82.40	DeepCut: Joint Subset Partition and Labeling for Multi Person Pose Estimation
UniHCP (FT)	93.2	UniHCP: A Unified Model for Human-Centric Perceptions
Improved Binary Network (HourGlass)	80.9	Improved training of binary networks for human pose estimation and image recognition
Pyramid Residual Modules (PRMs)	92.0	Learning Feature Pyramids for Human Pose Estimation
DU-Net	91.2	Quantized Densely Connected U-Nets for Efficient Landmark Localization
Chen et al. ICCV'17	91.9	Adversarial PoseNet: A Structure-aware Convolutional Network for Human Pose Estimation
DarkPose	90.6	Distribution-Aware Coordinate Representation for Human Pose Estimation
FPD	91.1	Fast Human Pose Estimation
Part heatmap regression (ResNet-152)	89.7	Human pose estimation via Convolutional Part Heatmap Regression
CHPR	86.4	Compositional Human Pose Regression
TransPose	93.5	TransPose: Keypoint Localization via Transformer
Dite-HRNet-30	87.6	Dite-HRNet: Dynamic Lightweight High-Resolution Network for Human Pose Estimation
Soft-gated Skip Connections	94.1	Toward fast and accurate human pose estimation via soft-gated skip connections
HRNet-W32	92.3	Deep High-Resolution Representation Learning for Human Pose Estimation
PCT (swin-l, test set)	94.3	Human Pose as Compositional Tokens
ResNet-152 + intermediate supervision	88.52	DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model
Stacked Hourglass Networks	90.9	Stacked Hourglass Networks for Human Pose Estimation
UniPose	92.7	UniPose: Unified Human Pose Estimation in Single Images and Videos

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