Presentation | 2023-03-14 Diversification of Personal Records using GAN Chengxi Jiang, Tiancheng Wang, Hikaru Morita, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this paper, we deal with data anonymization as a privacy protection technology.Even in an anonymized database, it is possible to identify an individual by combining multiple quasi-identifiers.There is a need for k-anonymization technology that cannot be narrowed down to less than k people.In addition, even with anonymity, l-diversity is required so that the attributes of individual records narrowed down to the same category do not have the same information that requires special care, such as medical history.In this paper, the authors propose to replace the information corresponding to the information requiring special care with a high-dimensional face image tag (hereafter referred to as a face tag) that is difficult to retrieve directly.Although there have been studies that provide facial images with facial expressions instead of the original information requiring special care, they cannot directly show information that could be information requiring special care, such as medical history and age. Incorporating information as a high-dimensional face image that gives information indirectly, generating face tags with diversity.A third party can know the tendency of the information requiring special care from the deformation information of the face tag, but it is not generated from the base image of the individual's face, so it has no relation to the individual. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | StyleGAN / Anonymization / Database |
Paper # | IT2022-99,ISEC2022-78,WBS2022-96,RCC2022-96 |
Date of Issue | 2023-03-07 (IT, ISEC, WBS, RCC) |
Conference Information | |
Committee | RCC / ISEC / IT / WBS |
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Conference Date | 2023/3/14(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Shunichi Azuma(Nagoya Univ.) / Noboru Kunihiro(Tsukuba Univ.) / Tetsuya Kojima(Tokyo Kosen) / Takashi Shono(Wind River) |
Vice Chair | Shunichi Azuma(Hokkaido Univ.) / Koji Ishii(Kagawa Univ.) / Junji Shikata(Yokohama National Univ.) / Goichiro Hanaoka(AIST) / Yasuyuki Nogami(Okayama Univ.) / Hiroyasu Ishikawa(Nihon Univ.) / Hideki Ochiai(Yokohama National Univ.) |
Secretary | Shunichi Azuma(CRIEPI) / Koji Ishii(Ritsumeikan Univ.) / Junji Shikata(AIST) / Goichiro Hanaoka(Ibaraki Univ.) / Yasuyuki Nogami(Saitamai Univ.) / Hiroyasu Ishikawa(Nagaoka Univ. of Tech.) / Hideki Ochiai(Okayama Prefectural Univ.) |
Assistant | SHAN LIN(NICT) / Ryosuke Adachi(Yamaguchi Univ.) / Yoshikazu Hanatani(Toshiba) / Takayuki Nozaki(Yamaguchi Univ.) / Sun Ran(Ibaraki Univ.) / Chen Na(NAIST) |
Paper Information | |
Registration To | Technical Committee on Reliable Communication and Control / Technical Committee on Information Security / Technical Committee on Information Theory / Technical Committee on Wideband System |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Diversification of Personal Records using GAN |
Sub Title (in English) | |
Keyword(1) | StyleGAN |
Keyword(2) | Anonymization |
Keyword(3) | Database |
1st Author's Name | Chengxi Jiang |
1st Author's Affiliation | Kanagawa University(Kanagawa Univ.) |
2nd Author's Name | Tiancheng Wang |
2nd Author's Affiliation | Kanagawa University(Kanagawa Univ.) |
3rd Author's Name | Hikaru Morita |
3rd Author's Affiliation | Kanagawa University(Kanagawa Univ.) |
Date | 2023-03-14 |
Paper # | IT2022-99,ISEC2022-78,WBS2022-96,RCC2022-96 |
Volume (vol) | vol.122 |
Number (no) | IT-427,ISEC-428,WBS-429,RCC-430 |
Page | pp.pp.203-208(IT), pp.203-208(ISEC), pp.203-208(WBS), pp.203-208(RCC), |
#Pages | 6 |
Date of Issue | 2023-03-07 (IT, ISEC, WBS, RCC) |