Detecting colon polyps in endoscopic images using artificial intelligence constructed with automated collection of annotated images from an endoscopy reporting system.

Journal: Digestive endoscopy : official journal of the Japan Gastroenterological Endoscopy Society
Published Date: Nov 30, 2021

Abstract

BACKGROUND: Artificial intelligence (AI) has made considerable progress in image recognition, especially in the analysis of endoscopic images. The availability of large-scale annotated datasets has contributed to the recent progress in this field. Datasets of high-quality annotated endoscopic images are widely available, particularly in Japan. A system for collecting annotated data reported daily could aid in accumulating a significant number of high-quality annotated datasets.

Authors

  • Keisuke Hori
    Department of Gastroenterology and Endoscopy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan.
  • Hiroaki Ikematsu
    Division of Science and Technology for Endoscopy Exploratory Oncology Research & Clinical Trial Center National Cancer Center Chiba Japan.
  • Yoichi Yamamoto
    Department of Gastroenterology and Endoscopy, National Cancer Center Hospital East, Chiba, Japan.
  • Hiroki Matsuzaki
    Surgical Device Innovation Office, National Cancer Center Hospital East, 6-5-1, Kashiwanoha, Kashiwa-City, Chiba, 277-8577, Japan.
  • Nobuyoshi Takeshita
    Department of Colorectal Surgery, National Cancer Center Hospital East, 6-5-1, Kashiwanoha, Kashiwa-City, Chiba, 277-8577, Japan. ntakeshi@east.ncc.go.jp.
  • Kensuke Shinmura
    Department of Gastroenterology and Endoscopy National Cancer Center Hospital East Chiba Japan.
  • Yusuke Yoda
    Department of Gastroenterology and Endoscopy, National Cancer Center Hospital East, Kashiwa, Chiba, Japan.
  • Takayoshi Kiuchi
    System Engineering Division, FUJIFILM Medical IT Solutions Co., Ltd., Tokyo, Japan.
  • Satoko Takemoto
    Center for Advanced Photonics, RIKEN, Wako, Saitama, Japan.
  • Hideo Yokota
    Cloud-Based Eye Disease Diagnosis Joint Research Team, RIKEN, Wako, Japan.
  • Tomonori Yano
    Department of Gastroenterology and Endoscopy National Cancer Center Hospital East Chiba Japan.

Keywords

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