Reliable Oral Cancer Classification Framework with Bayesian Deep Learning
Bofan Song, Sumsum P. Sunny, Shaobai Li, G Keerthi, Sanjana Patrick, Nirza Mukhia, Shubha Gurudath, Subhashini Raghavan, Pramila Mendonca, Tsusennaro, Shirley T. Leivon, Trupti C. Kolur, Vivek Shetty, Vidya Bushan R, Rohan Michael Ramesh, Vijay Pillai, Alben Sigamani, Amritha Suresh, Moni Abraham Kuriakose, Praveen N. Birur · Frontiers in Optics / Laser Science · 2020
Standard deep learning algorithms for clinical image classification are unable to understand their confidence in a decision. We developed a Bayesian deep network could estimate uncertainty to assess the reliability of oral cancer image classification.