Research map / 3D vision / Face and shape
3D-Aware Face Swapping
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use 3D-aware latent swapping instead of 2D face swapping | 3dSwap versus 2D face-swapping methods · CelebA-HQ | ID similarity: 0.61 -> 0.72 | Helped |
| Use 3D-aware latent swapping instead of 2D face swapping | 3dSwap versus 2D face-swapping methods · CelebA-HQ | Pose error: 1.49 -> 1.68 | Mixed |
| Use 3D-aware latent swapping instead of 2D face swapping | 3dSwap versus 2D face-swapping methods · CelebA-HQ | Expression error: 10.48 -> 13.76 | Hurt |
| Use learning-based latent projection instead of optimization-based EG3D inversion | 3dSwap inversion · CelebA-HQ | MSE: 0.0896 -> 0.0168 | Helped |
| Use learning-based latent projection instead of optimization-based EG3D inversion | 3dSwap inversion · CelebA-HQ | LPIPS: 0.2761 -> 0.1049 | Helped |
| Use learning-based latent projection instead of optimization-based EG3D inversion | 3dSwap inversion · CelebA-HQ | SSIM: 0.6197 -> 0.7348 | Helped |
| Use learning-based latent projection instead of optimization-based EG3D inversion | 3dSwap inversion · CelebA-HQ | ID similarity: 0.7318 -> 0.8616 | Helped |
| Add style mixing to restrict interpolation to selected latent layers (ablation) | 3dSwap · CelebA-HQ face swapping | Attribute preservation | Helped |
Closest papers by meaning
- DiffSwap: High-Fidelity and Controllable Face Swapping via 3D-Aware Masked Diffusion (CVPR 2023 · similarity 0.90)
- High-Resolution Face Swapping via Latent Semantics Disentanglement (CVPR 2022 · similarity 0.90)
- 3D-Aware Face Editing via Warping-Guided Latent Direction Learning (CVPR 2024 · similarity 0.85)
- 3D Face Tracking from 2D Video through Iterative Dense UV to Image Flow (CVPR 2024 · similarity 0.85)
- Zero-Shot Head Swapping in Real-World Scenarios (CVPR 2025 · similarity 0.85)
- ControlFace: Harnessing Facial Parametric Control for Face Rigging (CVPR 2025 · similarity 0.84)
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