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Reliable Oral Cancer Classification Framework with Bayesian Deep Learning

Authors :
Rohan Ramesh
Vijay Pillai
Praveen Birur
Shubha Gurudath
Bofan Song
Nirza Mukhia
Shirley T Leivon
Alben Sigamani
Pramila Mendonca
Vidya Bushan R
G. Keerthi
Vivek Shetty
Amritha Suresh
Sumsum P. Sunny
Subhashini Raghavan
Tsusennaro
Moni Abraham Kuriakose
Rongguang Liang
Trupti Kolur
Shaobai Li
Sanjana Patrick
Source :
Frontiers in Optics / Laser Science.
Publication Year :
2020
Publisher :
Optica Publishing Group, 2020.

Abstract

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.

Details

Database :
OpenAIRE
Journal :
Frontiers in Optics / Laser Science
Accession number :
edsair.doi...........8f2a73adb0d944a41f0e6e60ad25efd3