Research map / Image generation / Editing and style transfer
The GAN That Warped: Semantic Attribute Editing With Unpaired Data
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add binary label transformation to StarGAN (ablation) | StarGAN on CelebA · CelebA | attribute classification accuracy: 0.68 -> 0.82 | Helped |
| Add binary label transformation to StarGAN (ablation) | StarGAN on CelebA · CelebA | identity score: 0.65 -> 0.70 | Helped |
| Replace image synthesis with warp-field prediction | StarGAN+ on CelebA · CelebA | identity score: 0.70 -> 0.81 | Helped |
| Replace image synthesis with warp-field prediction | StarGAN+ on CelebA · CelebA | attribute classification accuracy: 0.82 -> 0.75 | Hurt |
| Replace image synthesis with warp-field prediction | StarGAN+ on CelebA · CelebA | user-rated realism accuracy: 0.46 -> 0.65 | Helped |
| Remove warp cycle loss (ablation) | WarpGAN+ · CelebA | editing quality | Hurt |
| Remove smoothness loss (ablation) | WarpGAN+ · CelebA | generalization | Hurt |
| Remove adversarial and gradient-penalty losses (ablation) | WarpGAN+ · CelebA | realism | Hurt |
| Replace warp cycle loss with pixel cycle loss (ablation) | WarpGAN+ · CelebA | editing quality | Hurt |
| Remove classification loss (ablation) | WarpGAN+ · CelebA | attribute editing | Hurt |
| Scale predicted displacement vectors by alpha (ablation) | WarpGAN+ · CelebA | attribute accuracy and identity score | Mixed |
Closest papers by meaning
- EditGAN: High-Precision Semantic Image Editing (NeurIPS 2021 · similarity 0.90)
- L2M-GAN: Learning To Manipulate Latent Space Semantics for Facial Attribute Editing (CVPR 2021 · similarity 0.89)
- Editing in Style: Uncovering the Local Semantics of GANs (CVPR 2020 · similarity 0.89)
- SDGAN: Disentangling Semantic Manipulation for Facial Attribute Editing (AAAI 2024 · similarity 0.88)
- DreamSalon: A Staged Diffusion Framework for Preserving Identity-Context in Editable Face Generation (CVPR 2024 · similarity 0.87)
- Reference-Based 3D-Aware Image Editing with Triplanes (CVPR 2025 · similarity 0.86)
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