| Presentation | 2018-07-24 Polyp Classification Using CNN Features from Three Kinds of Endoscope Images Yuji Iwahori, Yuji Iwahori, Hiroyasu Usami, Naotaka Ogasawara, Kunio Kasugai, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes a polyp classification approach using three kinds of endoscope images. Transfer learning is applied from CNN which extracts features and SVM is used to classify the benign or malignant. Sevenkinds of CNNs and SVMs are used for the classification using the features extracted from the corresponding CNN according to the combination of three kinds of images. Voting processing is applied to judge the final classification result from each SVM classifier. It is confirmed that proposed approach has an advantage for the classification accuracy of polyp in comparison with the combination of endoscope images and its voting processing. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Polyp Classification / Endoscope Image / Voting Processing / CNN / SVM |
| Paper # | MI2018-27 |
| Date of Issue | 2018-07-17 (MI) |
| Conference Information | |
| Committee | MI |
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| Conference Date | 2018/7/24(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | aiina (Morioka, Iwate) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Medical Imaging, etc. |
| Chair | Kensaku Mori(Nagoya Univ.) |
| Vice Chair | Yoshiki Kawata(Tokushima Univ.) / Yuichi Kimura(Kinki Univ.) |
| Secretary | Yoshiki Kawata(Aichi Inst. of Tech.) / Yuichi Kimura(Nagoya Inst. of Tech.) |
| Assistant | Ryo Haraguchi(Univ. of Hyogo) / Yasushi Hirano(Yamaguchi Univ.) |
| 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) | Polyp Classification Using CNN Features from Three Kinds of Endoscope Images |
| Sub Title (in English) | |
| Keyword(1) | Polyp Classification |
| Keyword(2) | Endoscope Image |
| Keyword(3) | Voting Processing |
| Keyword(4) | CNN |
| Keyword(5) | SVM |
| 1st Author's Name | Yuji Iwahori |
| 1st Author's Affiliation | Chubu University(Chubu Univ.) |
| 2nd Author's Name | Yuji Iwahori |
| 2nd Author's Affiliation | Chubu University(Chubu Univ.) |
| 3rd Author's Name | Hiroyasu Usami |
| 3rd Author's Affiliation | Chubu University(Chubu Univ.) |
| 4th Author's Name | Naotaka Ogasawara |
| 4th Author's Affiliation | Aichi Medical University(Aichi Med. Univ.) |
| 5th Author's Name | Kunio Kasugai |
| 5th Author's Affiliation | Aichi Medical University(Aichi Med. Univ.) |
| Date | 2018-07-24 |
| Paper # | MI2018-27 |
| Volume (vol) | vol.118 |
| Number (no) | MI-150 |
| Page | pp.pp.25-32(MI), |
| #Pages | 8 |
| Date of Issue | 2018-07-17 (MI) |