| Presentation | 2020-01-30 Electronic bowl cleansing based on CycleGAN and its application to detection of intestinal obstruction part Kohei Nishio, Hirohisa Oda, Kosuke Chiba, Takayuki Kitasaka, Yuichiro Hayashi, Hayato Itoh, Masahiro Oda, Akinari Hinoki, Hiroo Uchida, Kensaku Mori, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we report a detection method of intestinal obstructions using CycleGAN electronic cleaning from CT volumes of ileus patients. Segmentation of the intestines is difficult because the intestines contain foods and fecal materials, which have similar intensities to ascites intensities on CT volumes. In this method, we remove residual materials in CT volumes using CycleGAN. We detect intestinal obstruction by segmenting intestine by region growing from the generated CT volumes. In our experiments, the proposed method detected 7 out of 14 intestinal obstruction sites from 7 cases by removing residual materials in CT volumes. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Computer-Aided Detection (CADe) / Ileus / CycleGAN / Electronic cleaning / Pediatric surgery |
| Paper # | MI2019-122 |
| Date of Issue | 2020-01-22 (MI) |
| Conference Information | |
| Committee | MI |
|---|---|
| Conference Date | 2020/1/29(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | OKINAWAKEN SEINENKAIKAN |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Medical Image Engineering, Analysis, Recognition, etc. |
| Chair | Yoshiki Kawata(Tokushima Univ.) |
| Vice Chair | Takayuki Kitasaka(Aichi Inst. of Tech.) / Hidekata Hontani(Nagoya Inst. of Tech.) |
| Secretary | Takayuki Kitasaka(Yamaguchi Univ.) / Hidekata Hontani(Univ. of Hyogo) |
| Assistant | Hotaka Takizawa(Tsukuba Univ.) / Yoshito Otake(NAIST) |
| Paper Information | |
| Registration To | Technical Committee on Medical Imaging |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Electronic bowl cleansing based on CycleGAN and its application to detection of intestinal obstruction part |
| Sub Title (in English) | |
| Keyword(1) | Computer-Aided Detection (CADe) |
| Keyword(2) | Ileus |
| Keyword(3) | CycleGAN |
| Keyword(4) | Electronic cleaning |
| Keyword(5) | Pediatric surgery |
| 1st Author's Name | Kohei Nishio |
| 1st Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 2nd Author's Name | Hirohisa Oda |
| 2nd Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 3rd Author's Name | Kosuke Chiba |
| 3rd Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 4th Author's Name | Takayuki Kitasaka |
| 4th Author's Affiliation | Aichi Institute of Technology(Aichi Inst. of Tech.) |
| 5th Author's Name | Yuichiro Hayashi |
| 5th Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 6th Author's Name | Hayato Itoh |
| 6th Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 7th Author's Name | Masahiro Oda |
| 7th Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 8th Author's Name | Akinari Hinoki |
| 8th Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 9th Author's Name | Hiroo Uchida |
| 9th Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 10th Author's Name | Kensaku Mori |
| 10th Author's Affiliation | Nagoya University(Nagoya Univ.) |
| Date | 2020-01-30 |
| Paper # | MI2019-122 |
| Volume (vol) | vol.119 |
| Number (no) | MI-399 |
| Page | pp.pp.243-248(MI), |
| #Pages | 6 |
| Date of Issue | 2020-01-22 (MI) |