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 UkimuraPublished 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.