Unsupervised Disentanglement on CMNIST (test)
0.948DCIVAE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| VAEMode=Unsupervised2021.10 | 0.948 | 0.664 | 0.968 | 0.824 | 0.948 | 0.849 | |
| β-VAEMode=Unsupervised2021.10 | 0.945 | 0.705 | 0.963 | 0.809 | 0.945 | 0.874 | |
| IP-IRMMode=Unsupervised2021.10 | 0.917 | 0.785 | 0.99 | 0.921 | 0.916 | 0.906 | |
| Factor-VAEMode=Unsupervised2021.10 | 0.916 | 0.893 | 0.947 | 0.77 | 0.916 | 0.888 | |
| β-TCVAEMode=Unsupervised2021.10 | 0.914 | 0.864 | 0.962 | 0.801 | 0.914 | 0.891 | |
| β-AnnealVAEMode=Unsupervised2021.10 | 0.911 | 0.79 | 0.965 | 0.821 | 0.911 | 0.88 | |
| SimCLRMode=Standard SSL2021.10 | 0.882 | 0.767 | 0.976 | 0.863 | 0.876 | 0.873 |