Abstract
Deep learning techniques have become very popular in the design of image descriptors and pattern classifiers as a single pipeline. A well-known drawback in those techniques, however, is the need of large training sets with pre-annotated samples. Unfortunately, in several applications of the Sciences and Engineering, it is difficult to count on specialists to pre-annotate large training se…