| Presentation | 2019-01-22 [Poster Presentation] CNN-based lymphedema detection method using CT image Satoki Zenbutsu, Takashi Ohnishi, Shinsuke Akita, Nobuyuki Mitsukawa, Hideaki Haneishi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Lymphedema is a disease which is often created after treatment of cancer. In this study, detection of lymphedema is performed using CT image obtained as follow-up after cancer treatment. In the proposed method, a discriminator is generated by extracting ROI, extracting attention to fat layer on CT images and machine learning by CNN. As a result, it was possible to discriminate the possibility of lymphedema with an accuracy of about 85.7%. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Lymphedema / CNN / CT image / Machine Learning / Detection |
| Paper # | MI2018-75 |
| Date of Issue | 2019-01-15 (MI) |
| Conference Information | |
| Committee | MI |
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| Conference Date | 2019/1/22(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Medical Image Engineering, Analysis, Recognition, etc. |
| Chair | Kensaku Mori(Nagoya Univ.) |
| Vice Chair | Yoshiki Kawata(Tokushima Univ.) / Yuichi Kimura(Kinki Univ.) |
| Secretary | Yoshiki Kawata(Aichi Inst. of Tech.) / Yuichi Kimura(Nagoya Inst. of Tech.) |
| Assistant | Ryo Haraguchi(Univ. of Hyogo) / Yasushi Hirano(Yamaguchi Univ.) |
| Paper Information | |
| Registration To | Medical Imaging |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Poster Presentation] CNN-based lymphedema detection method using CT image |
| Sub Title (in English) | |
| Keyword(1) | Lymphedema |
| Keyword(2) | CNN |
| Keyword(3) | CT image |
| Keyword(4) | Machine Learning |
| Keyword(5) | Detection |
| 1st Author's Name | Satoki Zenbutsu |
| 1st Author's Affiliation | Chiba University(Chiba Univ.) |
| 2nd Author's Name | Takashi Ohnishi |
| 2nd Author's Affiliation | Chiba University(Chiba Univ.) |
| 3rd Author's Name | Shinsuke Akita |
| 3rd Author's Affiliation | Chiba University(Chiba Univ.) |
| 4th Author's Name | Nobuyuki Mitsukawa |
| 4th Author's Affiliation | Chiba University(Chiba Univ.) |
| 5th Author's Name | Hideaki Haneishi |
| 5th Author's Affiliation | Chiba University(Chiba Univ.) |
| Date | 2019-01-22 |
| Paper # | MI2018-75 |
| Volume (vol) | vol.118 |
| Number (no) | MI-412 |
| Page | pp.pp.57-61(MI), |
| #Pages | 5 |
| Date of Issue | 2019-01-15 (MI) |