Deep learning multi-classification of middle ear diseases using synthetic tympanic images.

Journal: Acta oto-laryngologica
PMID:

Abstract

BACKGROUND: Recent advances in artificial intelligence have facilitated the automatic diagnosis of middle ear diseases using endoscopic tympanic membrane imaging.

Authors

  • Yoshimaru Mizoguchi
    Department of Otorhinolaryngology, Institute of Science Tokyo, Tokyo, Japan.
  • Taku Ito
    Department of Ophthalmology, Shiga University of Medical Science, 520 - 2192, Seta Tsukinowacho, Otsu, Shiga, Japan.
  • Masato Yamada
    Department of Otolaryngology and Head and Neck Surgery, Tsuchiura-Kyodo General Hospital, Ibaraki, Japan.
  • Takeshi Tsutsumi
    Department of Otorhinolaryngology, Institute of Science Tokyo, Tokyo, Japan.