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3D Human Pose Estimation On Humaneva I

Metrics

Mean Reconstruction Error (mm)

Results

Performance results of various models on this benchmark

Paper Title
SMPLify79.9Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image
SMPLify (dense)74.5Unite the People: Closing the Loop Between 3D and 2D Human Representations
Wang et al.71.3Robust Estimation of 3D Human Poses from a Single Image
Ours64Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation
Simo-Serra et al.56.7A Joint Model for 2D and 3D Pose Estimation from a Single Image
DSRF40.3Depth sweep regression forests for estimating 3d human pose from images
TGP39.1Twin gaussian processes for structured prediction
Dual-source approach38.9A Dual-Source Approach for 3D Pose Estimation from a Single Image
DMHSR(J,B,D)33.7Deep Multitask Architecture for Integrated 2D and 3D Human Sensing
Recurrent 3D Pose Sequence Machines30.8Recurrent 3D Pose Sequence Machines
EDM26.93D Human Pose Estimation from a Single Image via Distance Matrix Regression
SIM (SH detections)24.6A simple yet effective baseline for 3d human pose estimation
ConvFormer (T=43)24.3ConvFormer: Parameter Reduction in Transformer Models for 3D Human Pose Estimation by Leveraging Dynamic Multi-Headed Convolutional Attention
c2f-vol24.3Coarse-to-Fine Volumetric Prediction for Single-Image 3D Human Pose
Ours (Oracle)23.9Monocular 3D Human Pose Estimation by Generation and Ordinal Ranking
Pose Grammar22.9Learning Pose Grammar to Encode Human Body Configuration for 3D Pose Estimation
3D Pose Grammar Network22.9Learning Pose Grammar for Monocular 3D Pose Estimation
Sequence-to-sequence network22Exploiting temporal information for 3D pose estimation
PoseFormer21.63D Human Pose Estimation with Spatial and Temporal Transformers
GAST21.2A Graph Attention Spatio-temporal Convolutional Network for 3D Human Pose Estimation in Video
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3D Human Pose Estimation On Humaneva I | SOTA | HyperAI