Presentation | 2022-02-22 DeepFake detection using video and audio Tetsuo Uchida, Syunji Yazaki, Ishihata Hiroaki, |
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PDF Download Page | ![]() |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this paper, we propose three methods 1) a method using mouth images and unprocessed sounds. 2) a method using mouth images and source-separated human voices. 3) a method combining Selim's image processing part and separated human voices. The Selim's model in a detection rate of 92.0%. The method using mouth images and unprocessed sounds in a detection rate of 75.8%. The method using mouth images and source-separated human voices in a detection rate of 82.0%. The method combining Selim's image processing part and separated human voices in a detection rate of 97%. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | DeepFake |
Paper # | ITS2021-54,IE2021-63 |
Date of Issue | 2022-02-14 (ITS, IE) |
Conference Information | |
Committee | IE / ITS / ITE-AIT / ITE-ME / ITE-MMS |
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Conference Date | 2022/2/21(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Online |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Image Processing, etc. |
Chair | Kazuya Kodama(NII) / Masahiro Fujii(Utsunomiya Univ.) / Hisaki Nate(Tokyo Polytechnic Univ.) / Hiroyuki Arai(Nippon Inst. of Tech.) / Kenji Machida(NHK) |
Vice Chair | Hiroyuki Bandoh(NTT) / Toshihiko Yamazaki(Univ. of Tokyo) / Kohei Ohno(Meiji Univ.) / Naohisa Hashimoto(AIST) / / Shogo Muramatsu(Niigata Univ.) |
Secretary | Hiroyuki Bandoh(KDDI Research) / Toshihiko Yamazaki(Nagoya Inst. of Tech.) / Kohei Ohno(Akita Prefectural Univ.) / Naohisa Hashimoto(NIT, Tsuruoka College) / / Shogo Muramatsu(NHK) / (Hokkaido Univ.) |
Assistant | Shunsuke Iwamura(NHK) / Shinobu Kudo(NTT) / Msataka Imao(Mitsubishi Electric) / Kenshi Saho(Toyama Prefectural Univ.) / Keiji Jimi(Gunma Univ.) |
Paper Information | |
Registration To | Technical Committee on Image Engineering / Technical Committee on Intelligent Transport Systems Technology / Technical Group on Artistic Image Technology / Technical Group on Media Engineering / Technical Group on Multi-media Storage |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | DeepFake detection using video and audio |
Sub Title (in English) | |
Keyword(1) | DeepFake |
1st Author's Name | Tetsuo Uchida |
1st Author's Affiliation | Tokyo University of Technology(TUT) |
2nd Author's Name | Syunji Yazaki |
2nd Author's Affiliation | The University of Electro-Communications(UEC) |
3rd Author's Name | Ishihata Hiroaki |
3rd Author's Affiliation | Tokyo University of Technology(TUT) |
Date | 2022-02-22 |
Paper # | ITS2021-54,IE2021-63 |
Volume (vol) | vol.121 |
Number (no) | ITS-373,IE-374 |
Page | pp.pp.173-178(ITS), pp.173-178(IE), |
#Pages | 6 |
Date of Issue | 2022-02-14 (ITS, IE) |