| Paper Abstract and Keywords |
| Presentation |
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.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
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. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Helicobacter pylori infection / endoscopic image / self-supervised learning / self-knowledge distillation / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 46, no. 6, ME2022-34, pp. 49-52, Feb. 2022. |
| Paper # |
ME2022-34 |
| Date of Issue |
2022-02-14 (MMS, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
AIT ME MMS IEICE-IE IEICE-ITS |
| Conference Date |
2022-02-21 - 2022-02-22 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
ME |
| Conference Code |
2022-02-AIT-ME-MMS-IE-ITS |
| Language |
English |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Note on Automatic Diagnosis of Helicobacter Pylori Infection Based on Self-Supervised Learning and Self-Knowledge Distillation |
| Sub Title (in English) |
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| Keyword(1) |
Helicobacter pylori infection |
| Keyword(2) |
endoscopic image |
| Keyword(3) |
self-supervised learning |
| Keyword(4) |
self-knowledge distillation |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| 1st Author's Name |
Guang Li |
| 1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 2nd Author's Name |
Ren Togo |
| 2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 3rd Author's Name |
Katsuhiro Mabe |
| 3rd Author's Affiliation |
Junpukai Health Maintenance Center (Junpukai Health Maintenance Center) |
| 4th Author's Name |
Shunpei Nishida |
| 4th Author's Affiliation |
Olympus Corporation (Olympus) |
| 5th Author's Name |
Yoshihiro Tomoda |
| 5th Author's Affiliation |
Olympus Medical Systems Corporation (Olympus Medical Systems) |
| 6th Author's Name |
Takahiro Ogawa |
| 6th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 7th Author's Name |
Miki Haseyama |
| 7th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2022-02-21 13:30:00 |
| Presentation Time |
15 minutes |
| Registration for |
ME |
| Paper # |
MMS2022-9, ME2022-34, AIT2022-9 |
| Volume (vol) |
vol.46 |
| Number (no) |
no.6 |
| Page |
pp.49-52 |
| #Pages |
4 |
| Date of Issue |
2022-02-14 (MMS, ME, AIT) |