| Presentation | 2021-07-08 A Study of Voiceprint Authentication Using Deep Learning of Image Classification Yuki Hiroi, Mengchun Xie, Nobuo Iwasaki, Mitsutoshi Murata, Toru Mori, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Currently, special fraud targeting the elderly is a problem in Japan. As a countermeasure, it is possible to identify the person planning to commit a special fraud by using voiceprint authentication. A voiceprint is a three-dimensional representation of the frequency of a person's voice, and like a fingerprint, it is unique to each person. Therefore, voiceprint authentication can be used to verify the identity of a person. In this study, voice data is converted into a spectrogram image that can be represented in three dimensions, and an image classification method using convolutional neural networks of deep learning is used to attempt voiceprint authentication. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Voiceprint Authentication / Spectrogram / Deep Learning / Convolutional Neural Network |
| Paper # | SS2021-7,KBSE2021-19 |
| Date of Issue | 2021-07-01 (SS, KBSE) |
| Conference Information | |
| Committee | KBSE / IPSJ-SE / SS |
|---|---|
| Conference Date | 2021/7/8(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Virtual (Zoom) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hiroyuki Nakagawa(Osaka Univ.) / 鷲崎 弘宜(早稲田大学) / Takashi Kobayashi(Tokyo Inst. of Tech.) |
| Vice Chair | Takuya Saruwatari(NTT Data) / / Kozo Okano(Shinshu Univ.) |
| Secretary | Takuya Saruwatari(Shinsｈu Univ) / (Doshisha Univ,) / Kozo Okano |
| Assistant | Hideharu Kojima(Osaka Univ.) / Yutaro Kashiwa(Kyushu Univ,) / 伊原 彰紀(和歌山大学) / 小川 秀人(日立製作所) / 竹内 広宜(武蔵大学) / 徳本 晋(富士通) / 伏田 享平(NTT株式会社) / 福田 浩章(芝浦工業大学) / 横川 智教(岡山県立大学) / Shinpei Ogata(Shinshu Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Knowledge-Based Software Engineering / Special Interest Group on Software Engineering / Technical Committee on Software Science |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study of Voiceprint Authentication Using Deep Learning of Image Classification |
| Sub Title (in English) | |
| Keyword(1) | Voiceprint Authentication |
| Keyword(2) | Spectrogram |
| Keyword(3) | Deep Learning |
| Keyword(4) | Convolutional Neural Network |
| 1st Author's Name | Yuki Hiroi |
| 1st Author's Affiliation | National Institute of Technology, Wakayama College(NIT,Wakayama College) |
| 2nd Author's Name | Mengchun Xie |
| 2nd Author's Affiliation | National Institute of Technology, Wakayama College(NIT,Wakayama College) |
| 3rd Author's Name | Nobuo Iwasaki |
| 3rd Author's Affiliation | National Institute of Technology, Wakayama College(NIT,Wakayama College) |
| 4th Author's Name | Mitsutoshi Murata |
| 4th Author's Affiliation | National Institute of Technology, Wakayama College(NIT,Wakayama College) |
| 5th Author's Name | Toru Mori |
| 5th Author's Affiliation | National Institute of Technology, Wakayama College(NIT,Wakayama College) |
| Date | 2021-07-08 |
| Paper # | SS2021-7,KBSE2021-19 |
| Volume (vol) | vol.121 |
| Number (no) | SS-94,KBSE-95 |
| Page | pp.pp.37-40(SS), pp.37-40(KBSE), |
| #Pages | 4 |
| Date of Issue | 2021-07-01 (SS, KBSE) |