Disentanglement on Isaac3D
78InfoMQLAE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| QLAE2023.05 | 78 | 97 | 49 | 69 | 99 | 54 | |
| QLAEmodel_category=Discrete latent models2026.03 | 78 | 97 | 49 | — | — | — | |
| VQ-VAE w/ weight decaymodel_category=Discrete latent models2026.03 | 73 | 81 | 44 | — | — | — | |
| AE + ICA2026.03 | 64 | 80 | 34 | — | — | — | |
| AE + ICA2026.03 | 64 | 82 | 43 | — | — | — | |
| BioAE2023.05 | 63 | 65 | 33 | 38 | 91 | 31 | |
| QLInfoWGAN-GP2023.05 | 63 | 58 | 49 | 24 | 79 | 25 | |
| BioAE2026.03 | 63 | 65 | 33 | — | — | — | |
| BioAESource=Hsu et al. (2023)2026.03 | 63 | 65 | 33 | — | — | — | |
| beta-VAE2023.05 | 60 | 80 | 51 | 23 | 88 | 19 | |
| β-VAE2026.03 | 60 | 80 | 51 | — | — | — | |
| β-VAESource=Hsu et al. (2023)2026.03 | 60 | 80 | 51 | — | — | — | |
| VQ-VAE2023.05 | 57 | 87 | 45 | 33 | 89 | 31 | |
| VQ-VAEmodel_category=Discrete latent models2026.03 | 57 | 87 | 45 | — | — | — | |
| beta-TCVAE2023.05 | 54 | 70 | 46 | 19 | 84 | 16 | |
| β-TCVAE2026.03 | 54 | 70 | 46 | — | — | — | |
| β-TCVAESource=Hsu et al. (2023)2026.03 | 54 | 70 | 46 | — | — | — | |
| InfoWGAN-GP2023.05 | 53 | 51 | 24 | 13 | 71 | 11 | |
| AE2023.05 | 42 | 80 | 21 | 13 | 85 | 10 | |
| AE2026.03 | 42 | 80 | 21 | — | — | — | |
| AE (reproduction)2026.03 | 41 | 80 | 20 | — | — | — | |
| AE2026.03 | 41 | 80 | 34 | — | — | — |