Disentanglement on Falcor3D
0.74InfoMVQ-VAE w/ weight decay
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| VQ-VAE w/ weight decaymodel_category=Discrete latent models2026.03 | 0.74 | 0.86 | 0.4 | — | — | — | |
| beta-VAE2023.05 | 0.71 | 0.73 | 0.7 | 0.32 | 0.84 | 0.28 | |
| QLAE2023.05 | 0.71 | 0.77 | 0.44 | 0.5 | 0.96 | 0.38 | |
| β-VAE2026.03 | 0.71 | 0.73 | 0.7 | — | — | — | |
| QLAEmodel_category=Discrete latent models2026.03 | 0.71 | 0.77 | 0.44 | — | — | — | |
| β-VAESource=Hsu et al. (2023)2026.03 | 0.71 | 0.73 | 0.7 | — | — | — | |
| AE + ICA2026.03 | 0.71 | 0.83 | 0.33 | — | — | — | |
| AE + ICA2026.03 | 0.68 | 0.75 | 0.37 | — | — | — | |
| beta-TCVAE2023.05 | 0.66 | 0.74 | 0.71 | 0.36 | 0.9 | 0.33 | |
| β-TCVAE2026.03 | 0.66 | 0.74 | 0.71 | — | — | — | |
| β-TCVAESource=Hsu et al. (2023)2026.03 | 0.66 | 0.74 | 0.71 | — | — | — | |
| VQ-VAE2023.05 | 0.61 | 0.83 | 0.42 | 0.3 | 0.79 | 0.29 | |
| VQ-VAEmodel_category=Discrete latent models2026.03 | 0.61 | 0.83 | 0.42 | — | — | — | |
| BioAE2023.05 | 0.54 | 0.73 | 0.31 | 0.21 | 0.81 | 0.17 | |
| QLInfoWGAN-GP2023.05 | 0.54 | 0.53 | 0.56 | 0.2 | 0.73 | 0.24 | |
| BioAE2026.03 | 0.54 | 0.73 | 0.31 | — | — | — | |
| BioAESource=Hsu et al. (2023)2026.03 | 0.54 | 0.73 | 0.31 | — | — | — | |
| InfoWGAN-GP2023.05 | 0.44 | 0.6 | 0.3 | 0.11 | 0.74 | 0.08 | |
| AE2023.05 | 0.39 | 0.74 | 0.2 | 0.08 | 0.76 | 0.07 | |
| AE2026.03 | 0.39 | 0.74 | 0.2 | — | — | — | |
| AE (reproduction)2026.03 | 0.37 | 0.75 | 0.21 | — | — | — | |
| AE2026.03 | 0.37 | 0.83 | 0.2 | — | — | — |