Global probabilistic models for enhancing segmentation with convolutional networks

While deep learning has dramatically improved our capabilities for developing extremely robust segmentation methods, some challenges remain. In many practical settings we only have access to a limited amount of training data. More importantly, the relationship between algorithm performance and the r...