Urine cell image recognition using a deep-learning model for an automated slide evaluation system.

Masatomo KanekoKeisuke TsujiKeiichi MasudaKengo UenoKohei HenmiShota NakagawaRyo FujitaKensho SuzukiYuichi InoueSatoshi TeramukaiEiichi KonishiTetsuro TakamatsuOsamu Ukimura

Published in: BJU international (2021)

Our novel AI classification system for urine cytology successfully classified all cell subtypes with an accuracy of higher than 90%, and achieved diagnostic accuracy of malignancy superior to the highest level achieved by cytotechnologists.

Keyphrases

deep learning
single cell
cell therapy
stem cells
high grade
convolutional neural network
mesenchymal stem cells