Disentanglement on MPI3D
0.62InfoMQLInfoWGAN-GP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| QLInfoWGAN-GP2023.05 | 0.62 | 0.51 | 0.37 | 0.24 | 0.71 | 0.25 | — | |
| QLAE2023.05 | 0.61 | 0.63 | 0.51 | 0.36 | 0.85 | 0.36 | — | |
| QLAEmodel_category=Discrete latent models2026.03 | 0.61 | 0.63 | 0.51 | — | — | — | — | |
| beta-TCVAE2023.05 | 0.51 | 0.6 | 0.57 | 0.22 | 0.77 | 0.21 | — | |
| β-TCVAE2026.03 | 0.51 | 0.6 | 0.57 | — | — | — | — | |
| β-TCVAESource=Hsu et al. (2023)2026.03 | 0.51 | 0.6 | 0.57 | — | — | — | — | |
| VQ-VAE w/ weight decaymodel_category=Discrete latent models2026.03 | 0.5 | 0.81 | 0.41 | — | — | — | — | |
| beta-VAE2023.05 | 0.45 | 0.71 | 0.51 | 0.31 | 0.83 | 0.27 | — | |
| BioAE2023.05 | 0.45 | 0.66 | 0.36 | 0.24 | 0.79 | 0.19 | — | |
| β-VAE2026.03 | 0.45 | 0.71 | 0.51 | — | — | — | — | |
| BioAE2026.03 | 0.45 | 0.66 | 0.36 | — | — | — | — | |
| β-VAESource=Hsu et al. (2023)2026.03 | 0.45 | 0.71 | 0.51 | — | — | — | — | |
| BioAESource=Hsu et al. (2023)2026.03 | 0.45 | 0.66 | 0.36 | — | — | — | — | |
| AE + ICA2026.03 | 0.44 | 0.66 | 0.31 | — | — | — | — | |
| AE + ICA2026.03 | 0.44 | 0.66 | 0.31 | — | — | — | — | |
| VQ-VAE2023.05 | 0.43 | 0.57 | 0.22 | 0.09 | 0.63 | 0.14 | — | |
| InfoWGAN-GP2023.05 | 0.43 | 0.4 | 0.2 | 0.09 | 0.63 | 0.09 | — | |
| VQ-VAEmodel_category=Discrete latent models2026.03 | 0.43 | 0.57 | 0.22 | — | — | — | — | |
| AE (reproduction)2026.03 | 0.42 | 0.66 | 0.31 | — | — | — | — | |
| AE2026.03 | 0.42 | 0.4 | 0.31 | — | — | — | — | |
| AE2023.05 | 0.37 | 0.72 | 0.36 | 0.15 | 0.83 | 0.14 | — | |
| AE2026.03 | 0.37 | 0.72 | 0.36 | — | — | — | — | |
| Ada-GVAESupervision=Weakly supervised2026.01 | — | — | — | 0.401 | — | — | 0.621 | |
| beta-TCVAESupervision=Unsupervised2026.01 | — | — | — | 0.237 | — | — | 0.179 | |
| DisCoSupervision=Unsupervised2026.01 | — | — | — | 0.292 | — | — | 0.371 | |
| DisDiffSupervision=Unsupervised2026.01 | — | — | — | 0.337 | — | — | 0.617 | |
| EncDiffSupervision=Unsupervised2026.01 | — | — | — | 0.685 | — | — | 0.872 | |
| FactorVAESupervision=Unsupervised2026.01 | — | — | — | 0.24 | — | — | 0.152 | |
| GAN-LDSupervision=Unsupervised2026.01 | — | — | — | 0.196 | — | — | 0.391 | |
| GANSpaceSupervision=Unsupervised2026.01 | — | — | — | 0.229 | — | — | 0.465 | |
| InfoGAN-CRSupervision=Unsupervised2026.01 | — | — | — | 0.241 | — | — | 0.439 | |
| XFACTORSSupervision=Weakly supervised2026.01 | — | — | — | 0.949 | 0.997 | 0.797 | 0.978 |