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. Author manuscript; available in PMC: 2019 May 15.
Published in final edited form as: Proc Mach Learn Res. 2017 Aug;70:2554–2563.

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