Presentation 2022-02-22
DeepFake detection using video and audio
Tetsuo Uchida, Syunji Yazaki, Ishihata Hiroaki,
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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
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
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)