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gvhmr
ryanrudes/gvhmr
gvhmr is a other model from ryanrudes. Use it for the other task on the model card, and read the license before you ship it in a product. It is set up for gvhmr. The card lists the license as other.
Checkpoints for GVHMR (Shen et al., World-Grounded Human Motion Recovery via Gravity-View Coordinates, SIGGRAPH Asia 2024). Given a video, GVHMR recovers SMPL/SMPL-X human motion in both the camera and world frames.
Access
Public
Updated Jul 6, 2026
Repo size
5.6 GB
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Repo makeup
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.ckpt2.9 GB · 52%
At a glance
- Task
- other
- Library
- gvhmr
- License
- other
- Access
- Public
- Created
- Jul 6, 2026
- Updated
- Jul 6, 2026
- SHA
- 336150c7
Model card
From the Hugging Face model README
GVHMR — World-Grounded Human Motion Recovery
Checkpoints for GVHMR (Shen et al., World-Grounded Human Motion Recovery via Gravity-View Coordinates, SIGGRAPH Asia 2024). Given a video, GVHMR recovers SMPL/SMPL-X human motion in both the camera and world frames.
Usage
pip install gvhmr
gvhmr auth smpl # one-time: your MPI login, to fetch the gated SMPL/SMPL-X body models
import gvhmr
pipe = gvhmr.pipeline("human-motion-recovery", model="ryanrudes/gvhmr", device="cuda")
result = pipe("dance.mp4")
result.smpl_params_world # world-frame SMPL params (global_orient/body_pose/betas/transl)
result.joints_world # (L, 24, 3) world-frame joints
result.render("overlay.mp4") # in-cam ∥ world overlay video
result.save_npz("dance.npz")
Contents
| file | what |
|---|---|
gvhmr/gvhmr_siga24_release.ckpt | the trained GVHMR denoiser (the released SIGGRAPH-Asia'24 model) |
hmr2/…, vitpose/…, yolo/… | preprocessing backbones (feature extractor, 2D pose, detector) |
Body models are not included. SMPL/SMPL-X are registration-gated by the Max Planck Institute and
cannot be redistributed — gvhmr auth smpl fetches them from the official source with your account.
License
Model weights follow the original GVHMR license (non-commercial research). SMPL/SMPL-X body models are governed by their own MPI licenses. See the linked repositories.
- Task
- other
- Library
- gvhmr
- License
- other
- Created
- Jul 6, 2026
- Updated
- Jul 6, 2026