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3D Human Pose Estimation On 3Dpw

Metrics

Acceleration Error
MPJPE
MPVPE
PA-MPJPE

Results

Performance results of various models on this benchmark

Paper TitleRepository
Simple-baseline---157.0A simple yet effective baseline for 3d human pose estimation
SMPLify---106.8Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image
TP-Net---92.2Learning 3D Human Pose from Structure and Motion
MVM---78.2Multi-View Matching (MVM): Facilitating Multi-Person 3D Pose Estimation Learning with Action-Frozen People Video-
PONet---76.2PONet: Robust 3D Human Pose Estimation via Learning Orientations Only-
ISO---75.8Inference Stage Optimization for Cross-scenario 3D Human Pose Estimation-
HR-Net+ST-GCN+PoseAug---73.2PoseAug: A Differentiable Pose Augmentation Framework for 3D Human Pose Estimation
HMMR (T=20)15.2116.5-72.6Learning 3D Human Dynamics from Video
Bundle Adjustment---72.2Exploiting temporal context for 3D human pose estimation in the wild
Non-Local Latent Relation Distillation---72.1Non-Local Latent Relation Distillation for Self-Adaptive 3D Human Pose Estimation-
Spatio-Temporal Network (T=128)---71.83D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training-
PoseTriplet-115-69.5PoseTriplet: Co-evolving 3D Human Pose Estimation, Imitation, and Hallucination under Self-supervision
DSD-SATN---69.5Human Mesh Recovery from Monocular Images via a Skeleton-disentangled Representation
PC-HMR-87.8108.666.9PC-HMR: Pose Calibration for 3D Human Mesh Recovery from 2D Images/Videos-
STRAPS---66.8Synthetic Training for Accurate 3D Human Pose and Shape Estimation in the Wild
HW-HuP---66.1Heuristic Weakly Supervised 3D Human Pose Estimation
UniHPE-w48---65.7UniHPE: Towards Unified Human Pose Estimation via Contrastive Learning-
Cross Dataset Generalization-89.7-65.2Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation-
ProHMR---65Probabilistic Modeling for Human Mesh Recovery
GnTCN---64.2Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos
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3D Human Pose Estimation On 3Dpw | SOTA | HyperAI