Research map / 3D vision / Face and shape
Alive Caricature From 2D to 3D
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use intrinsic deformation gradients with extrapolating weights rather than a classical parametric face model | 3D caricature reconstruction from a 2D caricature image · 50 annotated caricature images | landmark fitting error E_error: 0.03 vs 7.24 (3DMM), 4.86 (3DMM(-)), 19.00 (FaceWareHouse), and 6.46 (Caricatured 3DMM) | Helped |
| Apply ARAP deformation to existing reconstructions | 3DMM, Caricatured 3DMM, and FaceWareHouse · Caricature images | landmark fitting error E_error: reduced to 0.01 | Helped |
| Remove the 3DMM regularization term | 3DMM · 50 annotated caricature images | landmark fitting error E_error: 7.24 -> 4.86 | Helped |
| Remove the 3DMM regularization term | 3DMM · Caricature shape quality | face-shape plausibility | Hurt |
| Use caricatured 3DMM instead of the proposed method | 3D caricature reconstruction · Caricature images | similarity to input caricature | Hurt |
| Use the proposed method rather than the compared methods | 3D caricature reconstruction · Caricature reconstruction user study | top-1 votes: 80% | Helped |
Closest papers by meaning
- CaricatureBooth: Data-Free Interactive Caricature Generation in a Photo Booth (CVPR 2025 · similarity 0.89)
- LeGO: Leveraging a Surface Deformation Network for Animatable Stylized Face Generation with One Example (CVPR 2024 · similarity 0.84)
- G2L-CariGAN: Caricature Generation from Global Structure to Local Features (AAAI 2024 · similarity 0.83)
- DemoCaricature: Democratising Caricature Generation with a Rough Sketch (CVPR 2024 · similarity 0.83)
- RealPortrait: Realistic Portrait Animation with Diffusion Transformers (AAAI 2025 · similarity 0.82)
- 3DToonify: Creating Your High-Fidelity 3D Stylized Avatar Easily from 2D Portrait Images (CVPR 2024 · similarity 0.82)
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