Application of the sliding window method and Mask-RCNN method to nuclear recognition in oral cytology

• Hlavní autoři: Eiji Mitate (Autor), Kirin Inoue (Autor), Retsushi Sato (Autor), Youichi Shimomoto (Autor), Seigo Ohba (Autor), Kinuko Ogata (Autor), Tomoya Sakai (Autor), Jun Ohno (Autor), Ikuo Yamamoto (Autor), Izumi Asahina (Autor)
• Médium: Kniha
• Vydáno: BMC, 2022-08-01T00:00:00Z.
• Témata: article
• On-line přístup: Connect to this object online.

Abstract Background We aimed to develop an artificial intelligence (AI)-assisted oral cytology method, similar to cervical cytology. We focused on the detection of cell nuclei because the ratio of cell nuclei to cytoplasm increases with increasing cell malignancy. As an initial step in the developme...