Research map / Image generation / Editing and style transfer
Multi-Attribute Transfer via Disentangled Representation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add attribute verification loss (lambda_ver 0.1) (ablation) | Ours · CelebA test | FID: 55.15 -> 45.23 | Helped |
| increase lambda_ver from 0.1 to 1 (ablation) | Ours · CelebA test | FID: 45.23 -> 60.98 | Hurt |
| increase lambda_ver from 0.1 to 10 (ablation) | Ours · CelebA test | FID: 45.23 -> 70.72 | Hurt |
| swap latent units of disentangled representation vs label-vector translation (StarGAN) | Ours · CelebA test (A/B pairs) | FID: 78.90 -> 45.23 | Helped |
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