Research map / Image generation / Editing and style transfer
StyleIPSB: Identity-Preserving Semantic Basis of StyleGAN for High Fidelity Face Swapping
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Constrain the regressed style code to StyleIPSB coordinates instead of directly regressing ws→t (ablation) | StyleIPSB face swapping · CelebAMask-HQ | FID: 26.06 -> 22.15 | Helped |
| Constrain the regressed style code to StyleIPSB coordinates instead of directly regressing ws→t (ablation) | StyleIPSB face swapping · CelebAMask-HQ | Exp: 3.73 -> 3.37 | Helped |
| Constrain the regressed style code to StyleIPSB coordinates instead of directly regressing ws→t (ablation) | StyleIPSB face swapping · CelebAMask-HQ | Pose: 0.074 -> 0.078 | Hurt |
| Constrain the regressed style code to StyleIPSB coordinates instead of directly regressing ws→t (ablation) | StyleIPSB face swapping · CelebAMask-HQ | ID similarity: 0.65 -> 0.67 | Helped |
| Use StyleIPSB rather than the strongest listed baseline | Face swapping · FaceForensics++ | ID Retri. (%): 90.68 -> 95.05 | Helped |
| Use StyleIPSB rather than the strongest listed baseline | Face swapping · FaceForensics++ | Exp Err.: 2.79 -> 2.23 | Helped |
| Use StyleIPSB rather than the strongest listed baseline | Face swapping · FaceForensics++ | Pose Err.: 2.46 -> 3.58 | Hurt |
| Use StyleIPSB rather than the strongest listed baseline | Face swapping · CelebAHQ | FID: 10.01 -> 9.37 | Helped |
| Use StyleIPSB rather than the strongest listed baseline | Face swapping · CelebAHQ | Exp: 2.99 -> 2.75 | Helped |
| Use StyleIPSB rather than the strongest listed baseline | Face swapping · CelebAHQ | ID similarity: 0.5232 -> 0.5378 | Helped |
| Use StyleIPSB rather than the strongest listed baseline | Face swapping · CelebAHQ | Pose: 0.053 -> 0.078 | Hurt |
Closest papers by meaning
- Fine-Grained Face Swapping via Regional GAN Inversion (CVPR 2023 · similarity 0.90)
- When StyleGAN Meets Stable Diffusion: a W+ Adapter for Personalized Image Generation (CVPR 2024 · similarity 0.90)
- FlowFace: Semantic Flow-Guided Shape-Aware Face Swapping (AAAI 2023 · similarity 0.89)
- High-Fidelity Diffusion Face Swapping with ID-Constrained Facial Conditioning (CVPR 2026 · similarity 0.88)
- The Devil is in the Details: StyleFeatureEditor for Detail-Rich StyleGAN Inversion and High Quality Image Editing (CVPR 2024 · similarity 0.86)
- Enhancing Identity-Deformation Disentanglement in StyleGAN for One-Shot Face Video Re-Enactment (AAAI 2025 · similarity 0.86)
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