Research map / 3D vision / Face and shape
A 3D Morphable Model Learnt From 10,000 Faces
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use a larger and more demographically varied training set to construct the 3DMM | LSFM-global · MeIn3D test set, face fitting | mean per-vertex reconstruction error | Helped |
| Increase training-set size beyond a few thousand samples | LSFM-global · MeIn3D test set, face fitting | mean per-vertex reconstruction error | No clear effect |
| Use the demographic-specific LSFM-bespoke models instead of LSFM-global | LSFM models · MeIn3D test set | generalisation error | Mixed |
| Use demographic-specific models instead of LSFM-global | LSFM models · MeIn3D test set | generalisation error | Helped |
| Represent faces with LSFM-global rather than BFM | Age classification from 3D shape · MeIn3D test set | F-score: 0.78 -> 0.80 | Helped |
| Represent faces with LSFM-global rather than Brunton et al. model | Age classification from 3D shape · MeIn3D test set | F-score: 0.74 -> 0.80 | Helped |
Closest papers by meaning
- Combining 3D Morphable Models: A Large Scale Face-And-Head Model (CVPR 2019 · similarity 0.91)
- Nonlinear 3D Face Morphable Model (CVPR 2018 · similarity 0.89)
- 3D Face Morphable Models "In-The-Wild" (CVPR 2017 · similarity 0.89)
- i3DMM: Deep Implicit 3D Morphable Model of Human Heads (CVPR 2021 · similarity 0.88)
- FaceScape: A Large-Scale High Quality 3D Face Dataset and Detailed Riggable 3D Face Prediction (CVPR 2020 · similarity 0.87)
- Data Synthesis with Diverse Styles for Face Recognition via 3DMM-Guided Diffusion (CVPR 2025 · similarity 0.85)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.