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

• প্রধান লেখক: Lorne Holland (লেখক), Dongguang Wei (লেখক), Kristin A Olson (লেখক), Anupam Mitra (লেখক), John Paul Graff (লেখক), Andrew D Jones (লেখক), Blythe Durbin-Johnson (লেখক), Ananya Datta Mitra (লেখক), Hooman H Rashidi (লেখক)
• বিন্যাস: গ্রন্থ
• প্রকাশিত: Elsevier, 2020-01-01T00:00:00Z.
• বিষয়গুলি: article
• অনলাইন ব্যবহার করুন: 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...