Research map / Image generation / Editing and style transfer
MaskGAN: Towards Diverse and Interactive Facial Image Manipulation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add Editing Behavior Simulated Training (ablation) | MaskGAN · Smiling attribute transfer | Attribute classification accuracy (%): 72.3 -> 77.3 | Helped |
| Add Editing Behavior Simulated Training (ablation) | MaskGAN · Smiling attribute transfer | FID score: 46.67 -> 46.84 | Hurt |
| Add Editing Behavior Simulated Training (ablation) | MaskGAN · Smiling attribute transfer | Segmentation accuracy (%): 93.23 -> 93.86 | Helped |
| Add Editing Behavior Simulated Training (ablation) | MaskGAN · Style copy | Human evaluation (%): 28 -> 44 | Helped |
| Add Editing Behavior Simulated Training (ablation) | MaskGAN · Style copy | Segmentation accuracy (%): 92.34 -> 92.31 | No clear effect |
| Use SFT layers rather than concatenating style and spatial features (ablation) | MaskGAN · Style copy (train/test split differs from main paper) | Heavy Makeup classification accuracy (%): 61.3 -> 67.1 | Helped |
| Use SFT layers rather than concatenating style and spatial features (ablation) | MaskGAN · Style copy (train/test split differs from main paper) | FID: 27.13 -> 26.22 | Helped |
| Remove the target-mask spatial-information branch from the Spatial-Aware Style Encoder (ablation) | MaskGAN · Style copy | Heavy Makeup classification accuracy (%): 72.1 -> 55.1 | Hurt |
| Add face identification loss (ablation) | MaskGAN · Identity preserving | Face verification accuracy (%) | No clear effect |
Closest papers by meaning
- SDGAN: Disentangling Semantic Manipulation for Facial Attribute Editing (AAAI 2024 · similarity 0.89)
- DreamSalon: A Staged Diffusion Framework for Preserving Identity-Context in Editable Face Generation (CVPR 2024 · similarity 0.87)
- When StyleGAN Meets Stable Diffusion: a W+ Adapter for Personalized Image Generation (CVPR 2024 · similarity 0.87)
- Enhancing Identity-Deformation Disentanglement in StyleGAN for One-Shot Face Video Re-Enactment (AAAI 2025 · similarity 0.87)
- Click2Mask: Local Editing with Dynamic Mask Generation (AAAI 2025 · similarity 0.87)
- Zero-Shot Head Swapping in Real-World Scenarios (CVPR 2025 · similarity 0.86)
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