mkocabas/VIBE
Official implementation of CVPR2020 paper "VIBE: Video Inference for Human Body Pose and Shape Estimation" observed · 2026-08-28
Health v2 · maintenance only
23/100
- Activity 0
- Release rhythm 8
- Longevity 100
Flags: no_license
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.
- gap_med: n/a
- age_days: 2457
- days_rel: n/a
- days_push: 1258
- n_releases_24m: 0
Adoption not part of the score
3211 stars · 579 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded
Official PyTorch implementation of VIBE (CVPR 2020), a video-based method for 3D human body pose and shape estimation that predicts SMPL body model parameters per frame. It supports arbitrary videos with multiple people, GPU/CPU inference, training code, and FBX/glTF export for graphics software.
Use cases
- estimate 3d human pose and shape from video
- extract smpl body model parameters from video frames
- reconstruct human motion sequences from rgb video
- convert video motion capture to fbx or gltf for blender or unity
- train a temporal 3d pose estimation model from scratch
- run multi-person 3d pose estimation on arbitrary videos
When to choose
- you need video-based 3d human pose/shape estimation with SMPL output
- you want a research-grade reference implementation with pretrained models and training code
- you need motion data exportable to graphics tools via FBX/glTF
When to avoid
- you need real-time pose estimation on low-end hardware without a GPU
- you need actively maintained code with recent dependency support
- you only need 2D keypoint detection rather than 3D body model fitting
Facets
library · maturity maintenance
computer-vision machine-learning video-processing deep-learning computer-vision deep-learning machine-learning python pose-estimation smpl 3d-human-pose motion-capture pytorch cvpr-2020 research-code video linux gpu
6 sources
- readme: https://github.com/mkocabas/VIBE · fetched 2026-08-28 · a63119aeaf76
- homepage: https://arxiv.org/abs/1912.05656 · fetched 2026-08-29 · ce5b8d017597
- site_page: https://info.arxiv.org/about/donate.html · fetched 2026-08-29 · cca9c3a11c56
- site_page: https://info.arxiv.org/about/ourmembers.html · fetched 2026-08-29 · 47cbc55ff1de
- site_page: https://info.arxiv.org/about · fetched 2026-08-29 · a1f16f915a9a
- site_page: https://info.arxiv.org/labs/index.html · fetched 2026-08-29 · b14a8d05a0ec
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| mkocabas/VIBE | main | 23 |
For agents
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem