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Variational Prototyping-Encoder: One-Shot Learning With Prototypical Images

Variational Prototyping-Encoder: One-Shot Learning With Prototypical Images

In daily life, graphic symbols, such as traffic signs and brand logos, are ubiquitously utilized around us due to its intuitive expression beyond language boundary. We tackle an open-set graphic symbol recognition problem by one-shot classification with prototypical images as a single training example for each novel class. We take …