Table 3.
One-shot accuracy on Omniglot standard split
| Model | 5-way | 10-way | 15-way | 20-way |
|---|---|---|---|---|
| Human performance (Lake et al., 2015) | - | - | - | 95.5 |
| Pixel kNN (Lake et al., 2013) | - | - | - | 21.7 |
| Affine model (Lake et al., 2013) | - | - | - | 81.8 |
| Deep Boltzmann Machines (Lake et al., 2013) | - | - | - | 62.0 |
| Hierarchial Bayesian Program Learning (Lake et al., 2015) | - | - | - | 96.7 |
| Siamese Net (Koch, 2015) | - | - | - | 92.0 |
| MetaNet | 98.45 | 97.32 | 96.4 | 95.92 |