Abstract
The development of machine learning models based on convolutional neural networks over the years has contributed to important advances in image classification and segmentation problems. Many of these models, however, still rely on a large number of labeled samples for training, which may require considerable user effort and time. Such cost may be prohibitive in areas such as Biology and M…