Disentanglement on CelebA HQ (test)
79.93DisentanglementSODA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SODALatent Dim=2048, Backbone=ResNet50x22023.11 | 79.93 | 53.62 | 90.44 | |
| DiffAELatent Dim=5122023.11 | 64.39 | 39.25 | 84.61 | |
| StyleGAN2, W+Latent Dim=512x142023.11 | 60.03 | 94.46 | — | |
| StyleGAN2, WLatent Dim=5122023.11 | 56.15 | 96.71 | — | |
| DALL-E2 (with CLIP)Latent Dim=10242023.11 | 51.6 | 37.82 | 87.87 | |
| B-TCVAELatent Dim=20482023.11 | 49.11 | 31.63 | 89.1 | |
| DIP-VAE (I)Latent Dim=20482023.11 | 49.09 | 37.58 | 89.23 | |
| β-VAELatent Dim=20482023.11 | 49.04 | 32.46 | 89.37 | |
| DIP-VAE (II)Latent Dim=20482023.11 | 48.56 | 33.37 | 89.12 | |
| FactorVAELatent Dim=20482023.11 | 46.34 | 29.87 | 88.06 | |
| AnnealedVAELatent Dim=20482023.11 | 42.99 | 30.75 | 85.53 | |
| Unconditional Diffusion2023.11 | 41.33 | 30.72 | 84.94 | |
| Vanilla Auto-EncoderLatent Dim=20482023.11 | 38.94 | 29.82 | 84.52 |