One Shot Learning, Siamese Networks, Relation Network, Meta Learning.
Network (RN) (Sung et al., 2018) [3] is similar to siamese network but with a few differences: Instead of using a simple L1 distance, we use Convolutional Neural network for relation score. The loss function is changed from cross-entropy to mean squared error as computing relation score is