One Shot Learning, Siamese Networks, Relation Network, Meta Learning.
and existing models can still be improved. Even though the results showed on Omniglot dataset are very good there are tasks that are more complicated than classifying characters. For example the Relation Network achieves 50.6% of accuracy on the Mini Imagenet for the 10-way one-shot classification