Research map / Image generation / Editing and style transfer
BlendGAN: Implicitly GAN Blending for Arbitrary Stylized Face Generation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| increase blending indicator i from 0 to 6 (fewer low-res layers receive style) (ablation) | BlendGAN · AAHQ reference-guided | FID: 3.79 -> 15.08 | Hurt |
| increase blending indicator i from 0 to 6 (ablation) | BlendGAN · AAHQ reference-guided | LPIPS: 0.661 -> 0.599 | Hurt |
| increase blending indicator i from 0 to 6 (ablation) | BlendGAN · AAHQ latent-guided | FID: 8.97 -> 23.17 | Hurt |
| increase blending indicator i from 0 to 18 (ablation) | BlendGAN · AAHQ latent-guided | LPIPS: 0.581 -> 0.159 | Hurt |
| replace raw concatenated Gram matrices (610,304-D) with self-supervised style encoder embedding (ablation) | BlendGAN style code · AAHQ qualitative (reference-guided, i=0) | content leakage (qualitative) | Helped |
| one-shot finetune on out-of-distribution reference style (1000 iterations) | BlendGAN · out-of-distribution styles | style consistency (qualitative) | Helped |
Closest papers by meaning
- Mask-Guided Portrait Editing With Conditional GANs (CVPR 2019 · similarity 0.88)
- MOST-GAN: 3D Morphable StyleGAN for Disentangled Face Image Manipulation (AAAI 2022 · similarity 0.88)
- CG-GAN: An Interactive Evolutionary GAN-Based Approach for Facial Composite Generation (AAAI 2020 · similarity 0.87)
- Diffusion-driven GAN Inversion for Multi-Modal Face Image Generation (CVPR 2024 · similarity 0.87)
- A Style-Based Generator Architecture for Generative Adversarial Networks (CVPR 2019 · similarity 0.87)
- LeGO: Leveraging a Surface Deformation Network for Animatable Stylized Face Generation with One Example (CVPR 2024 · similarity 0.86)
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