| Presentation | 2020-11-04 Automatic Classification of Pancreatic Cancer and Analysis of Video Frames Using 3D CNN and Attention Sota Kato, Kazuhiro Hotta, Hiroki Kawashima, Takuya Ishikawa, Hirotaka Suzuki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The purpose of this research is to classify pancreatic cancer from videos and to analyze an important location for the classification. We classify two classes of cancer from videos using CNN with 3D Convolution and visualize the important frames in the videos using attention module. Our proposed method can analyze which frames contribute to prediction and be expected to automate the analysis which has been done manually. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Pancreatic cancer / Video recognition / 3D CNN / Attention |
| Paper # | MICT2020-12,MI2020-38 |
| Date of Issue | 2020-10-28 (MICT, MI) |
| Conference Information | |
| Committee | MICT / MI |
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| Conference Date | 2020/11/4(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Virtual (TBD) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Medical imaging technology, healthcare and medical information communication technology |
| Chair | Eisuke Hanada(Saga Univ.) / Yoshiki Kawata(Tokushima Univ.) |
| Vice Chair | Hirokazu Tanaka(Hiroshima City Univ.) / Daisuke Anzai(Nagoya Inst. of Tech.) / Takayuki Kitasaka(Aichi Inst. of Tech.) / Hidekata Hontani(Nagoya Inst. of Tech.) |
| Secretary | Hirokazu Tanaka(Kobe Univ.) / Daisuke Anzai(Yokohama National Univ.) / Takayuki Kitasaka(Yamaguchi Univ.) / Hidekata Hontani(Univ. of Hyogo) |
| Assistant | Keita Saku(Kyushu Univ.) / Kai Ishida(KISTEC) / Kento Takabayashi(Okayama Pref. Univ.) / Hotaka Takizawa(Tsukuba Univ.) / Yoshito Otake(NAIST) |
| Paper Information | |
| Registration To | Technical Committee on Healthcare and Medical Information Communication Technology / Technical Committee on Medical Imaging |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Automatic Classification of Pancreatic Cancer and Analysis of Video Frames Using 3D CNN and Attention |
| Sub Title (in English) | |
| Keyword(1) | Pancreatic cancer |
| Keyword(2) | Video recognition |
| Keyword(3) | 3D CNN |
| Keyword(4) | Attention |
| 1st Author's Name | Sota Kato |
| 1st Author's Affiliation | Meijo University(Meijo Univ.) |
| 2nd Author's Name | Kazuhiro Hotta |
| 2nd Author's Affiliation | Meijo University(Meijo Univ.) |
| 3rd Author's Name | Hiroki Kawashima |
| 3rd Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 4th Author's Name | Takuya Ishikawa |
| 4th Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 5th Author's Name | Hirotaka Suzuki |
| 5th Author's Affiliation | Nagoya University(Nagoya Univ.) |
| Date | 2020-11-04 |
| Paper # | MICT2020-12,MI2020-38 |
| Volume (vol) | vol.120 |
| Number (no) | MICT-219,MI-220 |
| Page | pp.pp.24-28(MICT), pp.24-28(MI), |
| #Pages | 5 |
| Date of Issue | 2020-10-28 (MICT, MI) |