{"id":2428,"date":"2022-12-26T14:34:41","date_gmt":"2022-12-26T05:34:41","guid":{"rendered":"https:\/\/techtalk.pcmatic.jp\/?p=2428"},"modified":"2022-12-26T14:50:30","modified_gmt":"2022-12-26T05:50:30","slug":"deepfake%e3%81%a8%e3%81%af%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/techtalk.pcmatic.jp\/?p=2428","title":{"rendered":"\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3068\u306f\uff1f"},"content":{"rendered":"\n<p 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href=\"https:\/\/www.technologyreview.com\/2020\/09\/29\/1009098\/ai-deepfake-putin-kim-jong-un-us-election\/\" target=\"_blank\">\u30d7\u30fc\u30c1\u30f3\u3068\u91d1\u6b63\u6069\u306e\u30d5\u30a7\u30a4\u30af\u30d3\u30c7\u30aa<\/a>\u3092\u63a2\u3057\u3066\u898b\u3066\u3001\u5f7c\u3089\u304c\u3044\u304b\u306b\u5b9f\u5728\u306e\u4eba\u7269\u306b\u6050\u308d\u3057\u3044\u307b\u3069\u4f3c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3082\u3057\u4fe1\u983c\u3055\u308c\u308b\u30e1\u30c7\u30a3\u30a2\u30b5\u30a4\u30c8\u304c\u3053\u306e\u8a18\u4e8b\u3092\u51fa\u3057\u3066\u3066\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3067\u3042\u308b\u3068\u79c1\u305f\u3061\u3092\u7d0d\u5f97\u3055\u305b\u306a\u3051\u308c\u3070\u3001\u3053\u308c\u3089\u306e\u30d3\u30c7\u30aa\u304c\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u6280\u8853\u3067\u4f5c\u3089\u308c\u305f\u3082\u306e\u3060\u3068\u4fe1\u3058\u308b\u306e\u306f\u96e3\u3057\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306f\u3069\u306e\u3088\u3046\u306b\u59cb\u307e\u3063\u305f\u306e\u304b\uff1f<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u64cd\u4f5c\u3084\u60c5\u5831\u306e\u6539\u3056\u3093\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306e\u51fa\u73fe\u3067\u5f53\u305f\u308a\u524d\u306e\u3088\u3046\u306b\u884c\u308f\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u6226\u4e89\u3084\u653f\u6cbb\u306e\u4e16\u754c\u3067\u306f\u3001\u8aa4\u5831\u3084\u8aa4\u89e3\u3092\u4e0e\u3048\u308b\u305f\u3081\u306b\u305d\u306e\u3088\u3046\u306a\u884c\u70ba\u304c\u5f53\u305f\u308a\u524d\u306e\u3088\u3046\u306b\u884c\u308f\u308c\u3066\u3044\u305f\u306e\u3067\u3001\u305d\u308c\u3089\u306f\u5e38\u306b\u4eba\u9593\u306e\u672c\u6027\u306e\u4e00\u90e8\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3067\u306e\u6280\u8853\u306f\u30011997\u5e74\u306bChristoph Bregler\u3001Malcolm Slaney\u3001Michele Covell\u306b\u3088\u308b\u6620\u50cf\u66f8\u304d\u63db\u3048\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u3057\u3066\u59cb\u307e\u308a\u307e\u3057\u305f\u3002\u3053\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u65e2\u5b58\u306e\u30d3\u30c7\u30aa\u6620\u50cf\u3092\u64cd\u4f5c\u3057\u3066\u3001\u65b0\u3057\u3044\u5225\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u7f6e\u304d\u63db\u3048\u308b\u3082\u306e\u3067\u3057\u305f\u3002\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u9854\u306e\u518d\u751f\u3092\u5b8c\u5168\u306b\u81ea\u52d5\u5316\u3057\u305f\u306e\u306f\u3001\u3053\u306e\u6642\u304c\u521d\u3081\u3066\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2014\u5e74\u306b\u306f\u3001\u30a4\u30a2\u30f3\u30fb\u30b0\u30c3\u30c9\u30d5\u30a7\u30ed\u30fc\u304c\u300cGenerative Adversarial Networks\uff08GAN\uff09\u300d\u3092\u767a\u660e\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u3088\u3063\u3066\u3001\u4e0a\u8a18\u306e\u30d7\u30fc\u30c1\u30f3\u306e\u4f8b\u306e\u3088\u3046\u306a\u30ea\u30a2\u30eb\u306a\u30d5\u30a7\u30a4\u30af\u52d5\u753b\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GAN\u306f\u3001\u6575\u5bfe\u7684\u30e2\u30c7\u30eb\u30d7\u30ed\u30bb\u30b9\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002\u751f\u6210\u30e2\u30c7\u30ebG\u304c\u30c7\u30fc\u30bf\u5206\u5e03\u3092\u53d6\u5f97\u3057\u3001\u8b58\u5225\u30e2\u30c7\u30ebD\u304c\u30b5\u30f3\u30d7\u30eb\u306e\u78ba\u7387\u3092\u63a8\u5b9a\u3059\u308b\u3002\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u306f\u3001D\u304b\u3089\u3001\u305d\u3057\u3066G\u3092\u8a13\u7df4\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u9593\u9055\u3044\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u5316\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u5168\u4f53\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u6280\u8853\u306e\u9032\u5316\u306b\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306f\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3059\u308b\u306e\u304b\uff1f<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306e\u52d5\u4f5c\u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u3001GAN\u3068\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u305f\u3081\u306b\u306f\u7279\u5b9a\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3092\u4f5c\u6210\u3059\u308b\u6700\u3082\u4e00\u822c\u7684\u306a\u65b9\u6cd5\u306f\u3001\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3092\u4f7f\u7528\u3057\u305f\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\">\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306f\u3001\u52d5\u753b\u3092\u7814\u7a76\u3059\u308b\u6df1\u5c64\u6a5f\u68b0\u5b66\u7fd2AI\u30c4\u30fc\u30eb\u3067\u3059\u3002\u52d5\u753b\u3092\u7814\u7a76\u3059\u308b\u76ee\u7684\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u89d2\u5ea6\u3084\u74b0\u5883\u304b\u3089\u898b\u305f\u4eba\u7269\u306e\u5916\u898b\u3092\u77e5\u308b\u3053\u3068\u3067\u3059\u3002\u305d\u3057\u3066\u3001\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u64cd\u4f5c\u3055\u308c\u305f\u52d5\u753b\u5185\u306e\u4eba\u7269\u306b\u4eba\u7269\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7814\u7a76\u3057\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044\u7d50\u679c\u3092\u958b\u767a\u3059\u308bGAN\u306e\u52a9\u3051\u3092\u501f\u308a\u3066\u6539\u5584\u3055\u308c\u307e\u3059\u3002\u6539\u5584\u3059\u3079\u304d\u6f5c\u5728\u7684\u306a\u9818\u57df\u3092\u691c\u51fa\u3059\u308b\u3053\u3068\u3067\u3001\u9854\u9762\u7f6e\u63db\u306e\u6b20\u9665\u3092\u4fee\u6b63\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306e\u691c\u51fa\u3068\u89e3\u8aad\u3092\u3055\u3089\u306b\u96e3\u3057\u304f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306f\u4f55\u306e\u305f\u3081\u306b\u3042\u308b\u306e\u304b\uff1f<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u30ea\u30a2\u30eb\u306a\u5408\u6210\u6620\u50cf\u306f\u3001\u6620\u753b\u3001\u30b2\u30fc\u30e0\u3001\u30b7\u30cd\u30de\u696d\u754c\u306b\u304a\u3044\u3066\u69d8\u3005\u306a\u30b7\u30fc\u30f3\u3067\u306e\u5229\u7528\u5b9f\u7e3e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u3088\u304f\u306a\u3044\u4f7f\u3044\u65b9\u3092\u3055\u308c\u308b\u4e8b\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2017\u5e74\u3001\u300cDeepfake\u300d\u3068\u547c\u3070\u308c\u308bReddit\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u304c\u3001\u6709\u540d\u4eba\u3084\u4ff3\u512a\u306e\u507d\u30dd\u30eb\u30ce\uff08\u5225\u540d\u300c\u30ea\u30d9\u30f3\u30b8\u30dd\u30eb\u30ce\u300d\uff09\u3092\u4f5c\u6210\u3057\u3066\u3044\u305f\u3053\u3068\u304c\u767a\u899a\u3057\u307e\u3057\u305f\u3002\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u4fb5\u5bb3\u3057\u3001\u672c\u4eba\u306e\u540c\u610f\u306a\u3057\u306b\u6027\u7684\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u914d\u4fe1\u3057\u3001\u305d\u306e\u4eba\u7269\u306e\u8a55\u5224\u3092\u843d\u3068\u3059\u3053\u3068\u304c\u76ee\u7684\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306e\u5371\u967a\u6027\u3068\u306f\uff1f<\/h4>\n\n\n\n<p 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class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001\u30cf\u30c3\u30ab\u30fc\u304c\u5199\u771f\u3084\u30d3\u30c7\u30aa\u306a\u3069\u306e\u500b\u4eba\u60c5\u5831\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u500b\u4eba\u60c5\u5831\u306e\u76d7\u96e3\u3084\u305d\u306e\u4ed6\u306e\u60aa\u610f\u306e\u3042\u308b\u884c\u70ba\u306b\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u305f\u3081\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306f\u6d88\u8cbb\u8005\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u5bfe\u3059\u308b\u5927\u304d\u306a\u8105\u5a01\u3068\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u60aa\u7528\u304c\u6a2a\u884c\u3059\u308b\u4e2d\u3001\u3088\u308a\u6df1\u523b\u306a\u4e8b\u614b\u304c\u767a\u751f\u3059\u308b\u306e\u306f\u6642\u9593\u306e\u554f\u984c\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Deepfake\u306e\u5371\u967a\u6027\u3092\u793a\u3059\u4e00\u4f8b\u3068\u3057\u3066\u3001<a rel=\"noreferrer noopener\" href=\"https:\/\/www.technologyreview.com\/2019\/06\/12\/134992\/facebook-deepfake-zuckerberg-instagram-social-media-election-video\/\" data-type=\"URL\" data-id=\"https:\/\/www.technologyreview.com\/2019\/06\/12\/134992\/facebook-deepfake-zuckerberg-instagram-social-media-election-video\/\" target=\"_blank\">\u30de\u30fc\u30af\u30fb\u30b6\u30c3\u30ab\u30fc\u30d0\u30fc\u30b0\u306e\u30d5\u30a7\u30a4\u30af\u30d3\u30c7\u30aa<\/a>\u304c\u3042\u308a\u307e\u3059\u3002\u30a2\u30fc\u30c6\u30a3\u30b9\u30c8\u306e\u30c0\u30cb\u30a8\u30eb\u30fb\u30cf\u30a6\u3068\u30d3\u30eb\u30fb\u30dd\u30b9\u30bf\u30fc\u306f\u3001AI\u4f01\u696dCanny\u3068\u5171\u540c\u3067\u3001\u3042\u308b\u5c55\u89a7\u4f1a\u306e\u305f\u3081\u306b\u5e7d\u970a\u30d3\u30c7\u30aa\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002\u5f7c\u3089\u306f\u3001&#8221;\u4f55\u5341\u5104\u3082\u306e\u4eba\u3005\u306e\u76d7\u307e\u308c\u305f\u30c7\u30fc\u30bf\u3001\u3059\u3079\u3066\u306e\u79d8\u5bc6\u3001\u4eba\u751f\u3001\u672a\u6765\u3092\u5b8c\u5168\u306b\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3059\u308b\u4e00\u4eba\u306e\u7537 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