Research map / 3D vision / Face and shape
i3DMM: Deep Implicit 3D Morphable Model of Human Heads
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use i3DMM instead of FLAME for full-head fitting | i3DMM · Full head | Chamfer (mm): 7.83 -> 3.31 | Helped |
| use i3DMM instead of FLAME for full-head fitting | i3DMM · Full head | F-score: 45.96 -> 63.38 | Helped |
| use i3DMM instead of BFM for face color fitting | i3DMM · Face | Color: 0.09 -> 0.07 | Helped |
| replace landmark-based sampling with uniform sampling (ablation) | i3DMM · Face | Chamfer (mm): 1.0143 -> 1.1065 | Hurt |
| replace landmark-based sampling with uniform sampling (ablation) | i3DMM · Face | Color: 0.0655 -> 0.0734 | Hurt |
| add sparse pairwise landmark supervision (ablation) | i3DMM · Face | Chamfer (mm): 0.9775 -> 1.0143 | Hurt |
| add sparse pairwise landmark supervision (ablation) | i3DMM · Face | Color: 0.0681 -> 0.0655 | Mixed |
| jointly train the color and geometry networks (ablation) | i3DMM · Face | Color: 0.0796 -> 0.0655 | Helped |
| jointly train the color and geometry networks (ablation) | i3DMM · Face | Chamfer (mm): 1.0319 -> 1.0143 | Helped |
Closest papers by meaning
- 3D Gaussian Head Avatars with Expressive Dynamic Appearances by Compact Tensorial Representations (CVPR 2025 · similarity 0.88)
- LUCAS: Layered Universal Codec Avatars (CVPR 2025 · similarity 0.88)
- LeGO: Leveraging a Surface Deformation Network for Animatable Stylized Face Generation with One Example (CVPR 2024 · similarity 0.87)
- Perm: A Parametric Representation for Multi-Style 3D Hair Modeling (ICLR 2025 · similarity 0.87)
- Common3D: Self-Supervised Learning of 3D Morphable Models for Common Objects in Neural Feature Space (CVPR 2025 · similarity 0.87)
- ID-to-3D: Expressive ID-guided 3D Heads via Score Distillation Sampling (NeurIPS 2024 · similarity 0.87)
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