How does the degree of novelty impacts semi-supervised representation learning for novel class retrieval?

Quentin Leroy, Olivier Buisson, Alexis Joly

Supervised representation learning with deep networks tends to overfit the training classes and the generalization to novel classes is a challenging question. It is common to evalu…