One Shot Learning, Siamese Networks, Relation Network, Meta Learning.
with the same weights and the output of the hidden layer is then passed to the distance layer that will compute the similarity of x_1 and x_2. The two networks need to have their weights tied so that two similar images will be mapped to similar spaces. Siamese convolutional network In the article