Research map / Image generation / GANs
Cascade EF-GAN: Progressive Facial Expression Editing With Local Focuses
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add local focuses (ablation) | Baseline · RaFD | expression classification accuracy (G): 84.61 -> 86.59 | Helped |
| add local focuses (ablation) | Baseline · RaFD | expression classification accuracy (R + G): 92.37 -> 92.50 | Helped |
| add cascade editing (ablation) | Baseline · RaFD | expression classification accuracy (G): 84.61 -> 87.94 | Helped |
| add cascade editing (ablation) | Baseline · RaFD | expression classification accuracy (R + G): 92.37 -> 92.77 | Helped |
| add local focuses and cascade editing (ablation) | Baseline · RaFD | expression classification accuracy (G): 84.61 -> 89.38 | Helped |
| add local focuses and cascade editing (ablation) | Baseline · RaFD | expression classification accuracy (R + G): 92.37 -> 93.67 | Helped |
| replace StarGAN with Cascade EF-GAN | facial expression editing · RaFD | PSNR: 19.82 -> 23.07 | Helped |
| replace GANimation with Cascade EF-GAN | facial expression editing · CFEED | FID: 29.07 -> 27.15 | Helped |
Closest papers by meaning
- ExprGAN: Facial Expression Editing With Controllable Expression Intensity (AAAI 2018 · similarity 0.89)
- Mask-Guided Portrait Editing With Conditional GANs (CVPR 2019 · similarity 0.87)
- Interpreting the Latent Space of GANs for Semantic Face Editing (CVPR 2020 · similarity 0.85)
- CG-GAN: An Interactive Evolutionary GAN-Based Approach for Facial Composite Generation (AAAI 2020 · similarity 0.85)
- The GAN That Warped: Semantic Attribute Editing With Unpaired Data (CVPR 2020 · similarity 0.85)
- Diffusion-driven GAN Inversion for Multi-Modal Face Image Generation (CVPR 2024 · similarity 0.84)
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