Piecewise Classifier Mappings: Learning Fine-Grained Learners for Novel Categories With Few Examples

摘要

Humans are capable of learning a new fine-grained concept with very little supervision, e.g., few exemplary images for a species of bird, yet our best deep learning systems need hundreds or thousands of labeled examples. In this paper, we try to reduce th