Unsupervised Disentanglement on Shapes3D (test)
56.5DCIIP-IRM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| IP-IRMMode=Unsupervised2021.10 | 56.5 | 42 | 76.6 | 95.9 | 75.7 | 56.5 | 67.2 | |
| SimCLRMode=Standard SSL2021.10 | 53.5 | 43.9 | 67.8 | 94.9 | 73.3 | 53.6 | 64.5 | |
| β-TCVAEMode=Unsupervised2021.10 | 47 | 29.1 | 77.7 | 82.1 | 43.9 | 46.9 | 54.5 | |
| β-VAEMode=Unsupervised2021.10 | 36.9 | 28.3 | 78.2 | 80.7 | 42.7 | 36.8 | 50.6 | |
| VAEMode=Unsupervised2021.10 | 35.1 | 28.4 | 82 | 80.2 | 42.1 | 35.2 | 50.5 | |
| Factor-VAEMode=Unsupervised2021.10 | 34 | 31.6 | 81.5 | 73.8 | 31.9 | 33.9 | 47.8 | |
| β-AnnealVAEMode=Unsupervised2021.10 | 32.7 | 41.2 | 74.3 | 64.3 | 25.9 | 32.8 | 45.2 |