Research map / Image generation / Editing and style transfer
Fine-Grained Face Swapping via Regional GAN Inversion
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use regional shape and texture swapping with RGI | E4S face swapping · CelebAMask-HQ face swapping | ID retrieval Top-1: 0.29 -> 0.38 | Helped |
| use regional shape and texture swapping with RGI | E4S face swapping · CelebAMask-HQ face swapping | ID retrieval Top-5: 0.51 -> 0.54 | Helped |
| use source-oriented E4S rather than the strongest target-attribute baseline | E4S face swapping · CelebAMask-HQ face swapping | Pose: 1.73 -> 3.29 | Hurt |
| use source-oriented E4S rather than the strongest target-attribute baseline | E4S face swapping · CelebAMask-HQ face swapping | Expr.: 2.35 -> 3.05 | Hurt |
| remove identity loss (ablation) | RGI · RGI reconstruction | FID: 15.032 -> 15.141 | Hurt |
| remove identity loss (ablation) | RGI · RGI reconstruction | SSIM: 0.818 -> 0.819 | No clear effect |
| fine-tune the first 13 StyleGAN layers instead of freezing the generator (ablation) | RGI · RGI reconstruction | FID: 22.239 -> 15.032 | Helped |
| fine-tune the first 13 StyleGAN layers instead of freezing the generator (ablation) | RGI · RGI reconstruction | SSIM: 0.827 -> 0.818 | Hurt |
| disable reenactment before shape and texture swapping (ablation) | E4S face swapping · face swapping | pose alignment | Hurt |
| replace RGI with SEAN (ablation) | E4S face swapping · face swapping | facial detail preservation | Hurt |
| use mask-guided StyleGAN only through layer 13 (ablation) | RGI · RGI reconstruction | visual reconstruction quality | No clear effect |
Closest papers by meaning
- High-Resolution Face Swapping via Latent Semantics Disentanglement (CVPR 2022 · similarity 0.91)
- StyleIPSB: Identity-Preserving Semantic Basis of StyleGAN for High Fidelity Face Swapping (CVPR 2023 · similarity 0.90)
- FlowFace: Semantic Flow-Guided Shape-Aware Face Swapping (AAAI 2023 · similarity 0.90)
- 3D-Aware Face Swapping (CVPR 2023 · similarity 0.89)
- In-N-Out: Faithful 3D GAN Inversion with Volumetric Decomposition for Face Editing (CVPR 2024 · similarity 0.88)
- Zero-Shot Head Swapping in Real-World Scenarios (CVPR 2025 · similarity 0.87)
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