Paper Abstract and Keywords |
Presentation |
2018-12-05 10:20
Prototyping of Real-time Computer-Aided Diagnosis System for Colorectal Endoscopic Movies and Images with Machine Learning Takumi Okamoto, Masayuki Odagawa, Koujiroh Takebayashi, Mikihisa Nagano, Tetsushi Koide, Toru Tamaki, Bisser Raytchev, Kazufumi Kaneda (Hiroshima Univ.), Shigeto Yoshida, Hiroshi Mieno (JR Hiroshima Hospital), Shinji Tanaka (Hiroshima Univ.), Takayuki Sugawara, Hiroshi Toishi, Masayuki Tsuji, Nobuo Tamba (Cadence, Japan) VLD2018-42 DC2018-28 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we discuss prototyping of real-time computer-aided diagnosis (CAD) system for colorectal endoscopic movies and images. Our system is using Convolutional Neural Network (CNN) as a feature extraction and Support Vector Machine (SVM) as an identifier. We introduce and estimate several phenomenons when identifying endoscopic movies, non-magnify and magnify mode of endoscope examination, moving a lesion or endoscope along the depth, and different (old and new) endoscopic system by using SVM training and identify endoscopic movies. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Computer-Aided Diagnosis / Support Vector Machine / Convolutional Neural Network / Real-time Processing / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 334, VLD2018-42, pp. 13-18, Dec. 2018. |
Paper # |
VLD2018-42 |
Date of Issue |
2018-11-28 (VLD, DC) |
ISSN |
Print edition: ISSN 0913-5685 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) |
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VLD2018-42 DC2018-28 |
Conference Information |
Committee |
VLD DC CPSY RECONF CPM ICD IE IPSJ-SLDM |
Conference Date |
2018-12-05 - 2018-12-07 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Satellite Campus Hiroshima |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Design Gaia 2018 -New Field of VLSI Design- |
Paper Information |
Registration To |
VLD |
Conference Code |
2018-12-VLD-DC-CPSY-RECONF-CPM-ICD-IE-SLDM-EMB-ARC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Prototyping of Real-time Computer-Aided Diagnosis System for Colorectal Endoscopic Movies and Images with Machine Learning |
Sub Title (in English) |
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Keyword(1) |
Computer-Aided Diagnosis |
Keyword(2) |
Support Vector Machine |
Keyword(3) |
Convolutional Neural Network |
Keyword(4) |
Real-time Processing |
Keyword(5) |
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Keyword(6) |
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Keyword(7) |
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Keyword(8) |
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1st Author's Name |
Takumi Okamoto |
1st Author's Affiliation |
Research Institute for Nanodevice and Bio Systems, Hiroshima University (Hiroshima Univ.) |
2nd Author's Name |
Masayuki Odagawa |
2nd Author's Affiliation |
Research Institute for Nanodevice and Bio Systems, Hiroshima University (Hiroshima Univ.) |
3rd Author's Name |
Koujiroh Takebayashi |
3rd Author's Affiliation |
Research Institute for Nanodevice and Bio Systems, Hiroshima University (Hiroshima Univ.) |
4th Author's Name |
Mikihisa Nagano |
4th Author's Affiliation |
Research Institute for Nanodevice and Bio Systems, Hiroshima University (Hiroshima Univ.) |
5th Author's Name |
Tetsushi Koide |
5th Author's Affiliation |
Research Institute for Nanodevice and Bio Systems, Hiroshima University (Hiroshima Univ.) |
6th Author's Name |
Toru Tamaki |
6th Author's Affiliation |
Graduate School of Engineering, Hiroshima University (Hiroshima Univ.) |
7th Author's Name |
Bisser Raytchev |
7th Author's Affiliation |
Graduate School of Engineering, Hiroshima University (Hiroshima Univ.) |
8th Author's Name |
Kazufumi Kaneda |
8th Author's Affiliation |
Graduate School of Engineering, Hiroshima University (Hiroshima Univ.) |
9th Author's Name |
Shigeto Yoshida |
9th Author's Affiliation |
Department of Gastroenterology, Medical Corporation JR Hiroshima Hospital (JR Hiroshima Hospital) |
10th Author's Name |
Hiroshi Mieno |
10th Author's Affiliation |
Department of Gastroenterology, Medical Corporation JR Hiroshima Hospital (JR Hiroshima Hospital) |
11th Author's Name |
Shinji Tanaka |
11th Author's Affiliation |
Department of Endoscopy and Medicine Graduate School of Biomedical and Health Science, Hiroshima University (Hiroshima Univ.) |
12th Author's Name |
Takayuki Sugawara |
12th Author's Affiliation |
Cadence Design Systems, Japan (Cadence, Japan) |
13th Author's Name |
Hiroshi Toishi |
13th Author's Affiliation |
Cadence Design Systems, Japan (Cadence, Japan) |
14th Author's Name |
Masayuki Tsuji |
14th Author's Affiliation |
Cadence Design Systems, Japan (Cadence, Japan) |
15th Author's Name |
Nobuo Tamba |
15th Author's Affiliation |
Cadence Design Systems, Japan (Cadence, Japan) |
16th Author's Name |
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16th Author's Affiliation |
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17th Author's Name |
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17th Author's Affiliation |
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18th Author's Name |
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18th Author's Affiliation |
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19th Author's Name |
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19th Author's Affiliation |
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20th Author's Name |
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20th Author's Affiliation |
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Speaker |
Author-1 |
Date Time |
2018-12-05 10:20:00 |
Presentation Time |
25 minutes |
Registration for |
VLD |
Paper # |
VLD2018-42, DC2018-28 |
Volume (vol) |
vol.118 |
Number (no) |
no.334(VLD), no.335(DC) |
Page |
pp.13-18 |
#Pages |
6 |
Date of Issue |
2018-11-28 (VLD, DC) |
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