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Pose Estimation On Leeds Sports Poses

Metrics

PCK

Results

Performance results of various models on this benchmark

Model Name
PCK
Paper TitleRepository
Part heatmap regression (ResNet-152)90.7%Human pose estimation via Convolutional Part Heatmap Regression
Residual Hourglass + ASR + AHO94.5%Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation-
UniPose94.5%UniPose: Unified Human Pose Estimation in Single Images and Videos
Soft-gated Skip Connections94.8%Toward fast and accurate human pose estimation via soft-gated skip connections
Convolutional Pose Machines90.5%Convolutional Pose Machines
OmniPose99.5%OmniPose: A Multi-Scale Framework for Multi-Person Pose Estimation
Mehta75.7Monocular 3D Human Pose Estimation In The Wild Using Improved CNN Supervision-
Soft-argmax + contextual information90.5%Human Pose Regression by Combining Indirect Part Detection and Contextual Information
Pyramid Residual Modules (PRMs)93.9%Learning Feature Pyramids for Human Pose Estimation
Chen&Yuille, NIPS'1473.4%Articulated Pose Estimation by a Graphical Model with Image Dependent Pairwise Relations-
Multi-Context Attention92.6%Multi-Context Attention for Human Pose Estimation
ResNet-152 + intermediate supervision90.1%DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model
Chou et al. arXiv'1794%Self Adversarial Training for Human Pose Estimation
DG-Net (T=4)87.5%Learning Dynamical Human-Joint Affinity for 3D Pose Estimation in Videos-
Stacked hourglass + Inception-resnet93.9%Knowledge-Guided Deep Fractal Neural Networks for Human Pose Estimation
VNect (ResNet 50)79.4VNect: Real-time 3D Human Pose Estimation with a Single RGB Camera
Trajectory Space Factorization (F=25)83.6Trajectory Space Factorization for Deep Video-Based 3D Human Pose Estimation
FPD90.8%Fast Human Pose Estimation
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