Research map / 3D vision / Human pose estimation
Expressive Body Capture: 3D Hands, Face, and Body From a Single Image
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use a unified body, hand, and face model rather than SMPL+H | SMPL-X fitted with SMPLify-X · EHF | v2v error (mm): 54.2 -> 52.9 | Helped |
| Use a unified body, hand, and face model rather than body-only SMPL | SMPL-X fitted with SMPLify-X · EHF | v2v error (mm): 57.6 -> 52.9 | Helped |
| Feed Body+Hands+Face keypoints to body-only SMPL | SMPL · EHF | v2v error (mm): 57.6 -> 64.5 | Hurt |
| Use the gender-neutral model instead of a gender-specific model (ablation) | SMPLify-X · EHF | v2v error (mm): 52.9 -> 58.0 | Hurt |
| Add VPoser instead of using the SMPLify GMM pose prior (ablation) | SMPLify-X · EHF | v2v error (mm): 56.4 -> 52.9 | Helped |
| Add the collision term (ablation) | SMPLify-X · EHF | v2v error (mm): 53.5 -> 52.9 | Helped |
| Use SMPL-X rather than the hands-only method | SMPL-X and Panteleris et al. · EHF hand joints | 3D joint error (mm): 26.5 -> 19.8 | Helped |
Closest papers by meaning
- SMPLer-X: Scaling Up Expressive Human Pose and Shape Estimation (NeurIPS 2023 · similarity 0.90)
- MUC: Mixture of Uncalibrated Cameras for Robust 3D Human Body Reconstruction (AAAI 2025 · similarity 0.90)
- Expressive Gaussian Human Avatars from Monocular RGB Video (NeurIPS 2024 · similarity 0.89)
- Monocular Real-Time Full Body Capture With Inter-Part Correlations (CVPR 2021 · similarity 0.89)
- Total Capture: A 3D Deformation Model for Tracking Faces, Hands, and Bodies (CVPR 2018 · similarity 0.89)
- AiOS: All-in-One-Stage Expressive Human Pose and Shape Estimation (CVPR 2024 · similarity 0.87)
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