Research map / 3D vision / Face and shape
GANFIT: Generative Adversarial Network Fitting for High Fidelity 3D Face Reconstruction
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use GANFIT instead of Genova et al. | 3D face shape reconstruction · MICC Cooperative | point-to-plane distance (mm): 1.50 -> 0.95 | Helped |
| use GANFIT instead of Genova et al. | 3D face shape reconstruction · MICC Indoor | point-to-plane distance (mm): 1.50 -> 0.94 | Helped |
| use GANFIT instead of Genova et al. | 3D face shape reconstruction · MICC Outdoor | point-to-plane distance (mm): 1.48 -> 0.94 | Helped |
| add identity loss terms (ablation) | GANFIT · 3D face reconstruction | identity preservation | Helped |
| add identity features (ablation) | GANFIT · 3D face reconstruction | reconstruction quality | Helped |
| add pixel loss (ablation) | GANFIT · 3D face reconstruction | albedo and illumination quality | Helped |
| use GAN texture prior instead of PCA-based texture (ablation) | GANFIT · 3D face reconstruction | texture quality | Helped |
Closest papers by meaning
- Uncertainty-Aware Mesh Decoder for High Fidelity 3D Face Reconstruction (CVPR 2020 · similarity 0.91)
- Towards High-Fidelity Face Self-Occlusion Recovery via Multi-View Residual-Based GAN Inversion (AAAI 2022 · similarity 0.91)
- Towards High-Fidelity 3D Face Reconstruction From In-the-Wild Images Using Graph Convolutional Networks (CVPR 2020 · similarity 0.91)
- A 3D GAN for Improved Large-Pose Facial Recognition (CVPR 2021 · similarity 0.91)
- Diffusion-driven GAN Inversion for Multi-Modal Face Image Generation (CVPR 2024 · similarity 0.88)
- In-N-Out: Faithful 3D GAN Inversion with Volumetric Decomposition for Face Editing (CVPR 2024 · similarity 0.88)
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