| Presentation | 2021-07-02 Research on CNN-based automatic diagnosis support for electro-cardiogram Yoshiyuki Honda, Akihiro Fujii, Hiroyasu Shimizu, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this study, we proposed a method to determine normal and abnormal ECG waveforms and to classify them into multiple classes. In this method, the ECG is not treated as time-series waveform data, but as two-dimensional waveform image data, and classified. We used four classes from the MIT-BIH arrhythmia database: N class, VEB class, SVEB class, and F class, and classified them using CNN, VGG16, VGG19, and ResNet. The maximum accuracy was achieved with VGG16 and VGG19. 99.22% of sensitivity, 99.52% of specificity, and 99.3% of accuracy were obtained. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | ECG / CNN / MIT-BIH |
| Paper # | NLC2021-2 |
| Date of Issue | 2021-06-25 (NLC) |
| Conference Information | |
| Committee | NLC / IPSJ-ICS |
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| Conference Date | 2021/7/2(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Application of natural language processing and intelligent systems, and general topic of NLP |
| Chair | Kazutaka Shimada(Kyushu Inst. of Tech.) |
| Vice Chair | Mitsuo Yoshida(Toyohashi Univ. of Tech.) / Takeshi Kobayakawa(NHK) |
| Secretary | Mitsuo Yoshida(Univ. of Tokyo) / Takeshi Kobayakawa(Hiroshima Univ. of Economics) |
| Assistant | Kanjin Takahashi(Sansan) / Ko Mitsuda(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Natural Language Understanding and Models of Communication / Special Interest Group on Intelligence and Complex Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Research on CNN-based automatic diagnosis support for electro-cardiogram |
| Sub Title (in English) | |
| Keyword(1) | ECG |
| Keyword(2) | CNN |
| Keyword(3) | MIT-BIH |
| 1st Author's Name | Yoshiyuki Honda |
| 1st Author's Affiliation | *(*) |
| 2nd Author's Name | Akihiro Fujii |
| 2nd Author's Affiliation | Hosei University(Hosei Univ.) |
| 3rd Author's Name | Hiroyasu Shimizu |
| 3rd Author's Affiliation | *(*) |
| Date | 2021-07-02 |
| Paper # | NLC2021-2 |
| Volume (vol) | vol.121 |
| Number (no) | NLC-82 |
| Page | pp.pp.7-12(NLC), |
| #Pages | 6 |
| Date of Issue | 2021-06-25 (NLC) |