| Presentation | 2018-12-05 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, Shigeto Yoshida, Hiroshi Mieno, Shinji Tanaka, Takayuki Sugawara, Hiroshi Toishi, Masayuki Tsuji, Nobuo Tamba, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Computer-Aided Diagnosis / Support Vector Machine / Convolutional Neural Network / Real-time Processing |
| Paper # | VLD2018-42,DC2018-28 |
| Date of Issue | 2018-11-28 (VLD, DC) |
| Conference Information | |
| Committee | VLD / DC / CPSY / RECONF / CPM / ICD / IE / IPSJ-SLDM / IPSJ-EMB / IPSJ-ARC |
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| Conference Date | 2018/12/5(3days) |
| 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- |
| Chair | Noriyuki Minegishi(Mitsubishi Electric) / Satoshi Fukumoto(Tokyo Metropolitan Univ.) / Koji Nakano(Hiroshima Univ.) / Masato Motomura(Hokkaido Univ.) / Fumihiko Hirose(Yamagata Univ.) / Hideto Hidaka(Renesas) / Takayuki Hamamoto(Tokyo Univ. of Science) / Yutaka Tamiya(Fujitsu Laboratories) / 渡辺 晴美(東海大) / 井上 弘士(九大) |
| Vice Chair | Nozomu Togawa(Waseda Univ.) / Hiroshi Takahashi(Ehime Univ.) / Hidetsugu Irie(Univ. of Tokyo) / Takashi Miyoshi(Fujitsu) / Yuichiro Shibata(Nagasaki Univ.) / Kentaro Sano(RIKEN) / Mayumi Takeyama(Kitami Inst. of Tech.) / Makoto Nagata(Kobe Univ.) / Hideaki Kimata(NTT) / Kazuya Kodama(NII) |
| Secretary | Nozomu Togawa(NTT) / Hiroshi Takahashi(Aizu Univ.) / Hidetsugu Irie(Tokyo Inst. of Tech.) / Takashi Miyoshi(Nihon Univ.) / Yuichiro Shibata(Utsunomiya Univ.) / Kentaro Sano(Hokkaido Univ.) / Mayumi Takeyama(Hiroshima City Univ.) / Makoto Nagata(e-trees.Japan) / Hideaki Kimata(Toyohashi Univ. of Tech.) / Kazuya Kodama(NTT) / (Panasonic) / (Tohoku Univ.) / (KDDI Research) |
| Assistant | / / Yasuaki Ito(Hiroshima Univ.) / Tomoaki Tsumura(Nagoya Inst. of Tech.) / Yuuki Kobayashi(NEC) / Hiroki Nakahara(Tokyo Inst. of Tech.) / Yasuo Kimura(Tokyo Univ. of Tech.) / Hideki Nakazawa(Hirosaki Univ.) / Tomoaki Terasako(Ehime Univ.) / Hiroyuki Ito(Tokyo Inst. of Tech.) / Masatoshi Tsuge(Socionext) / Tetsuya Hirose(Kobe Univ.) / Kazuya Hayase(NTT) / Yasutaka Matsuo(NHK) / Hiroe Iwasaki(NTT) |
| Paper Information | |
| Registration To | Technical Committee on VLSI Design Technologies / Technical Committee on Dependable Computing / Technical Committee on Computer Systems / Technical Committee on Reconfigurable Systems / Technical Committee on Component Parts and Materials / Technical Committee on Integrated Circuits and Devices / Technical Committee on Image Engineering / Special Interest Group on System and LSI Design Methodology / Special Interest Group on Embedded Systems / Special Interest Group on System Architecture |
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| Language | JPN |
| 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) | |
| Keyword(1) | Computer-Aided Diagnosis |
| Keyword(2) | Support Vector Machine |
| Keyword(3) | Convolutional Neural Network |
| Keyword(4) | Real-time Processing |
| 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) |
| Date | 2018-12-05 |
| Paper # | VLD2018-42,DC2018-28 |
| Volume (vol) | vol.118 |
| Number (no) | VLD-334,DC-335 |
| Page | pp.pp.13-18(VLD), pp.13-18(DC), |
| #Pages | 6 |
| Date of Issue | 2018-11-28 (VLD, DC) |