Limited number of cases may yield generalizable models, a proof of concept in deep learning for colon histology

• Main Authors: Lorne Holland (Author), Dongguang Wei (Author), Kristin A Olson (Author), Anupam Mitra (Author), John Paul Graff (Author), Andrew D Jones (Author), Blythe Durbin-Johnson (Author), Ananya Datta Mitra (Author), Hooman H Rashidi (Author)
• Format: Book
• Published: Elsevier, 2020-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

Background: Little is known about the effect of a minimum number of slides required in generating image datasets used to build generalizable machine-learning (ML) models. In addition, the assumption within deep learning is that the increased number of training images will always enhance accuracy and...