| Paper Abstract and Keywords |
| Presentation |
2021-02-18 13:00
A Note on Automatic Diagnosis of Helicobacter Pylori Infection Based on EfficientNet with Flooding Loss
Guang Li, Ren Togo (Hokkaido Univ.), Katsuhiro Mabe (Junpukai Health Maintenance Center), Shunpei Nishida (Olympus), Yoshihiro Tomoda, Hikari Shimizu (Olympus Medical Systems), Takahiro Ogawa, Miki Haseyama (Hokkaido Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper presents a method for automatically diagnosing Helicobacter pylori (H. pylori) infection based on EfficientNet using gastric endoscopic images. We use the images cut in endoscopic videos before the release frames for an augmentation strategy in our method. Moreover, to prevent overfitting of the training process, we use the flooding version of cross-entropy loss. Our method achieves high diagnostic performance in a complex endoscopic image dataset containing two domains and eight different gastric positions. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Helicobacter pylori infection / endoscopic image / EfficientNet / / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 45, no. 4, ME2021-5, pp. 23-26, Feb. 2021. |
| Paper # |
ME2021-5 |
| Date of Issue |
2021-02-11 (MMS, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
IEICE-IE IEICE-ITS MMS ME AIT |
| Conference Date |
2021-02-18 - 2021-02-19 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Image Processing, etc. |
| Paper Information |
| Registration To |
ME |
| Conference Code |
2021-02-IE-ITS-MMS-ME-AIT |
| 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 EfficientNet with Flooding Loss |
| Sub Title (in English) |
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| Keyword(1) |
Helicobacter pylori infection |
| Keyword(2) |
endoscopic image |
| Keyword(3) |
EfficientNet |
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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 |
Hikari Shimizu |
| 6th Author's Affiliation |
Olympus Medical Systems Corporation (Olympus Medical Systems) |
| 7th Author's Name |
Takahiro Ogawa |
| 7th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 8th Author's Name |
Miki Haseyama |
| 8th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2021-02-18 13:00:00 |
| Presentation Time |
25 minutes |
| Registration for |
ME |
| Paper # |
MMS2021-5, ME2021-5, AIT2021-5 |
| Volume (vol) |
vol.45 |
| Number (no) |
no.4 |
| Page |
pp.23-26 |
| #Pages |
4 |
| Date of Issue |
2021-02-11 (MMS, ME, AIT) |