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| Presentation | 2020-11-04 11:20 Automatic Classification of Pancreatic Cancer and Analysis of Video Frames Using 3D CNN and Attention Sota Kato, Kazuhiro Hotta (Meijo Univ.), Hiroki Kawashima, Takuya Ishikawa, Hirotaka Suzuki (Nagoya Univ.)  MICT2020-12 MI2020-38 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (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) |
| (in English) | Pancreatic cancer / Video recognition / 3D CNN / Attention / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 120, no. 220, MI2020-38, pp. 24-28, Nov. 2020. | |
| Paper # | MI2020-38 | |
| Date of Issue | 2020-10-28 (MICT, MI) | |
| ISSN | Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | MICT2020-12 MI2020-38 |
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| Conference Information | |
| Committee | MICT MI |
| Conference Date | 2020-11-04 - 2020-11-04 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Medical imaging technology, healthcare and medical information communication technology |
| Paper Information | |
| Registration To | MI |
| Conference Code | 2020-11-MICT-MI |
| Language | Japanese |
| 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 |
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| 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.) |
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| Speaker | Author-1 |
| Date Time | 2020-11-04 11:20:00 |
| Presentation Time | 20 minutes |
| Registration for | MI |
| Paper # | MICT2020-12, MI2020-38 |
| Volume (vol) | vol.120 |
| Number (no) | no.219(MICT), no.220(MI) |
| Page | pp.24-28 |
| #Pages | 5 |
| Date of Issue | 2020-10-28 (MICT, MI) |
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