| 講演抄録／キーワード |
| 講演名 |
2022-02-21 13:30
A Note on Automatic Diagnosis of Helicobacter Pylori Infection Based on Self-Supervised Learning and Self-Knowledge Distillation
○Guang Li・Ren Togo（Hokkaido Univ.）・Katsuhiro Mabe（Junpukai Health Maintenance Center）・Shunpei Nishida（Olympus）・Yoshihiro Tomoda（Olympus Medical Systems）・Takahiro Ogawa・Miki Haseyama（Hokkaido Univ.） |
| 抄録 |
（和） |
This paper proposes a novel method for automatic diagnosis of Helicobacter pylori (H. pylori) infection based on self-supervised learning and self-knowledge distillation. Our method consists of two phases, the first is the self-supervised learning phase for learning discriminative representations from gastric endoscopic images, and the second is the self-knowledge distillation based fine-tuning phase for accurate automatic diagnosis of H. pylori infection. Our method achieves high diagnosis performance in a complex endoscopic image dataset. |
| （英） |
This paper proposes a novel method for automatic diagnosis of Helicobacter pylori (H. pylori) infection based on self-supervised learning and self-knowledge distillation. Our method consists of two phases, the first is the self-supervised learning phase for learning discriminative representations from gastric endoscopic images, and the second is the self-knowledge distillation based fine-tuning phase for accurate automatic diagnosis of H. pylori infection. Our method achieves high diagnosis performance in a complex endoscopic image dataset. |
| キーワード |
（和） |
Helicobacter pylori infection / endoscopic image / self-supervised learning / self-knowledge distillation / / / / |
| （英） |
Helicobacter pylori infection / endoscopic image / self-supervised learning / self-knowledge distillation / / / / |
| 文献情報 |
映情学技報, vol. 46, no. 6, ME2022-34, pp. 49-52, 2022年2月. |
| 資料番号 |
ME2022-34 |
| 発行日 |
2022-02-14 (MMS, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| PDFダウンロード |
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