{"id":4523,"date":"2020-11-20T23:31:01","date_gmt":"2020-11-20T14:31:01","guid":{"rendered":"https:\/\/transynk.co.jp\/?post_type=blog&#038;p=4523"},"modified":"2024-03-16T23:33:28","modified_gmt":"2024-03-16T14:33:28","slug":"deepfake","status":"publish","type":"blog","link":"https:\/\/transynk.co.jp\/en\/blog\/deepfake\/","title":{"rendered":"\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\uff08Deepfake\uff09\u3068\u305d\u306e\u5224\u5225\u65b9\u6cd5"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1372.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3068\u306f<\/h3><\/div><div class=\"fusion-text fusion-text-1 fusion-text-no-margin\" style=\"--awb-margin-bottom:40px;\"><p>\u300c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u300d\u3068\u300c\u30d5\u30a7\u30a4\u30af\u300d\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u7528\u8a9e\u3067\u3042\u308b\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u6280\u8853\u3092\u5229\u7528\u3057\u3066\u4f5c\u6210\u3055\u308c\u305f\u5408\u6210\u30e1\u30c7\u30a3\u30a2\u3067\u3059\u3002\u660e\u3089\u304b\u306b\u60aa\u610f\u3042\u308b\u76ee\u7684\u3067\u5408\u6210\u304c\u884c\u308f\u308c\u305f\u308f\u3051\u3067\u306f\u306a\u3044\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u5b9f\u969b\u306e\u4eba\u9593\u306e\u753b\u50cf\u3084\u52d5\u753b\u3001\u97f3\u58f0\u3092\u4f7f\u3063\u305f\u30e1\u30c7\u30a3\u30a2\u64cd\u4f5c\u306b\u306f\u3001\u9053\u7fa9\u7684\u304a\u3088\u3073\u6cd5\u7684\u306a\u61f8\u5ff5\u304c\u751f\u3058\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306f\u3001\u305d\u306e\u4eba\u304c\u5b9f\u969b\u884c\u3063\u3066\u3044\u306a\u3044\u52d5\u4f5c\u3092\u884c\u3063\u305f\u308a\u3001\u5b9f\u969b\u53e3\u306b\u51fa\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u767a\u8a00\u3057\u305f\u308a\u3057\u3066\u3044\u308b\u304b\u306e\u3088\u3046\u306b\u63cf\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u57fa\u672c\u7684\u306b\u3001\u5bfe\u8c61\u4eba\u7269\u306e\u753b\u50cf\u3092\u6570\u767e\u304b\u3089\u6570\u5343\u4ef6\u4e0e\u3048\u308c\u3070\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u305d\u306e\u4eba\u306e\u69d8\u3005\u306a\u8868\u60c5\u3084\u3001\u8907\u6570\u306e\u89d2\u5ea6\u304b\u3089\u6349\u3048\u305f\u9854\u3064\u304d\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002\u5b66\u7fd2\u304c\u9032\u3081\u3070\u3001\u5225\u306e\u4eba\u306e\u8868\u60c5\u3092\u771f\u4f3c\u3059\u308b\u3068\u5bfe\u8c61\u4eba\u7269\u306e\u9854\u304c\u3069\u306e\u3088\u3046\u306b\u898b\u3048\u308b\u304b\u3092\u4e88\u6e2c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u8ab0\u304b\u306e\u58f0\u306e\u30a2\u30af\u30bb\u30f3\u30c8\u3084\u30a4\u30f3\u30c8\u30cd\u30fc\u30b7\u30e7\u30f3\u3001\u30c8\u30fc\u30f3\u306e\u6a21\u5023\u3092\u5b66\u7fd2\u3055\u305b\u308b\u969b\u3082\u540c\u69d8\u306e\u30d7\u30ed\u30bb\u30b9\u304c\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u52d5\u753b\u306f\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3092\u4f7f\u7528\u3057\u3001\u30aa\u30d0\u30de\u5143\u5927\u7d71\u9818\u306b\u306a\u308a\u3059\u307e\u3057\u3066\u3044\u307e\u3059\u3002\u30aa\u30d0\u30de\u6c0f\u306e\u53e3\u3068\u984e\u306e\u52d5\u304d\u304c\u5408\u6210\u3055\u308c\u3001\u97f3\u58f0\u3068\u5408\u308f\u305b\u3066\u4f5c\u3089\u308c\u305f\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u52d5\u753b\u3067\u3059\u3002<\/p>\n<\/div><div class=\"fusion-video fusion-youtube\" style=\"--awb-max-width:600px;--awb-max-height:360px;\"><div class=\"video-shortcode\"><lite-youtube videoid=\"cQ54GDm1eL0\" class=\"landscape\" params=\"wmode=transparent&autoplay=1&amp;enablejsapi=1\" title=\"YouTube video player 1\" data-button-label=\"Play Video\" width=\"600\" height=\"360\" data-thumbnail-size=\"auto\" data-no-cookie=\"on\"><\/lite-youtube><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:20px;margin-bottom:20px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color4);border-color:var(--awb-color4);border-top-width:1px;\"><\/div><\/div><div class=\"fusion-text fusion-text-2 fusion-text-no-margin\" style=\"--awb-margin-bottom:40px;\"><p>\u3055\u3089\u306b\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u7684\u96e3\u6613\u5ea6\u306f\u9ad8\u304f\u306a\u3044\u306e\u3067\u3001\u4e2d\u7d1a\u304b\u3089\u4e0a\u7d1a\u7528\u306e\u6d88\u8cbb\u8005\u5411\u3051\u30d1\u30bd\u30b3\u30f3\u3068\u5341\u5206\u306a\u30b9\u30c8\u30ec\u30fc\u30b8\u30b9\u30da\u30fc\u30b9\u304c\u3042\u308c\u3070\u3001\u3069\u3093\u306a\u4eba\u3067\u3082\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30ed\u30b0\u30e9\u30e0\u306e<a href=\"https:\/\/github.com\/iperov\/DeepFaceLab\" target=\"_blank\" rel=\"noopener\">DeepFaceLab<\/a>\u3068<a href=\"https:\/\/github.com\/deepfakes\/faceswap\/\" target=\"_blank\" rel=\"noopener\">FaceSwap<\/a>\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002\u3069\u3061\u3089\u3082Github\u3067\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:20px;margin-bottom:20px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color4);border-color:var(--awb-color4);border-top-width:1px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306e\u5371\u967a\u6027<\/h3><\/div><div class=\"fusion-text fusion-text-3\" style=\"--awb-margin-top:20px;\"><p>\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306f\u5e02\u6c11\u306e\u65e5\u5e38\u751f\u6d3b\u306b\u304a\u3051\u308b\u8105\u5a01\u3068\u306a\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u7d44\u7e54\u72af\u7f6a\u3084\u56fd\u5bb6\u5b89\u5168\u4fdd\u969c\u554f\u984c\u306b\u81f3\u308b\u307e\u3067\u3001\u793e\u4f1a\u306e\u69d8\u3005\u306a\u5834\u9762\u3067\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u3001\u500b\u4eba\u30ec\u30d9\u30eb\u3067\u4e71\u7528\u3055\u308c\u308b\u6050\u308c\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306f\u30cd\u30c3\u30c8\u3044\u3058\u3081\u3084\u540d\u8a89\u6bc0\u640d\u3001\u8105\u8feb\u306b\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u30022017\u5e74\u306b\u306f\u3001\u6709\u540d\u4eba\u306e\u9854\u3092AV\u52d5\u753b\u306b\u8cbc\u308a\u4ed8\u3051\u305f\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u30dd\u30eb\u30ce\u304c\u5927\u304d\u306a\u30c8\u30ec\u30f3\u30c9\u3068\u306a\u308a\u3001Reddit\u3084\u591a\u304f\u306e\u30dd\u30eb\u30ce\u30b5\u30a4\u30c8\u3067\u5171\u6709\u3055\u308c\u307e\u3057\u305f\u3002\u8ab0\u304b\u304c\u3042\u306a\u305f\u306e\u9854\u753b\u50cf\u3092\u5229\u7528\u3057\u305f\u30dd\u30eb\u30ce\u753b\u50cf\u3084\u52d5\u753b\u3092\u3042\u306a\u305f\u306e\u53cb\u4eba\u3084\u5bb6\u65cf\u3068\u5171\u6709\u3057\u3066\u3057\u307e\u3046\u3068\u3001\u305f\u3068\u3048\u4e8b\u5f8c\u306b\u305d\u308c\u304c\u30d5\u30a7\u30a4\u30af\u3067\u3042\u308b\u3053\u3068\u304c\u5224\u660e\u3057\u3066\u3082\u624b\u9045\u308c\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306f\u3001\u7d44\u7e54\u72af\u7f6a\u3084\u30cd\u30c3\u30c8\u8a50\u6b3a\u3092\u4f01\u3066\u308b\u8005\u306b\u3068\u3063\u3066\u30c9\u30eb\u7bb1\u3068\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u753b\u50cf\u3084\u52d5\u753b\u306e\u64cd\u4f5c\u4ee5\u4e0a\u306b\u61f8\u5ff5\u3055\u308c\u3066\u3044\u308b\u306e\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u6280\u8853\u306b\u3088\u308a\u3001\u4fe1\u3058\u3089\u308c\u306a\u3044\u307b\u3069\u306e\u7cbe\u5ea6\u3067\u4eba\u306e\u30a2\u30af\u30bb\u30f3\u30c8\u3084\u30a4\u30f3\u30c8\u30cd\u30fc\u30b7\u30e7\u30f3\u3001\u97f3\u58f0\u30d1\u30bf\u30fc\u30f3\u3092\u6a21\u5023\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>Photoshop\u3084\u753b\u50cf\u3092\u81ea\u7531\u306b\u5909\u66f4\u3067\u304d\u308b\u6a5f\u80fd\u306f\u3088\u304f\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u305d\u306e\u4e2d\u3067\u3082\u7279\u306b\u97f3\u58f0\u6a21\u5023\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u4ee5\u5916\u306e\u4eba\u306b\u306f\u307b\u3068\u3093\u3069\u77e5\u3089\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u64cd\u4f5c\u3055\u308c\u305f\u97f3\u58f0\u3084\u5408\u6210\u97f3\u58f0\u306f\u3001\u4eee\u60f3\u8a98\u62d0\u3067\u5229\u7528\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4eee\u60f3\u8a98\u62d0\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3092\u901a\u3058\u3066\u6a19\u7684\u3092\u5b9a\u3081\u3001\u305d\u306e\u4eba\u306e\u5bb6\u65cf\u3092\u8a98\u62d0\u3057\u305f\u3053\u3068\u3092\u544a\u3052\u308b\u96fb\u8a71\u3092\u304b\u3051\u3066\u3001\u8eab\u4ee3\u91d1\u3092\u8981\u6c42\u3057\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u8a50\u6b3a\u3067\u306f\u3001\u96fb\u8a71\u306e\u5411\u3053\u3046\u304b\u3089\u3001\u4ff3\u512a\u304c\u6f14\u3058\u305f\u52a9\u3051\u3092\u547c\u3076\u58f0\u304c\u805e\u3053\u3048\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u88ab\u5bb3\u8005\u306f\u305d\u308c\u3092\u5bb6\u65cf\u306e\u58f0\u3060\u3068\u4fe1\u3058\u3066\u3001\u8b66\u5bdf\u306b\u9023\u7d61\u3059\u308b\u524d\u306b\u8eab\u4ee3\u91d1\u3092\u9001\u91d1\u3057\u3066\u3057\u307e\u3046\u306e\u3067\u3059\u3002\u5b50\u4f9b\u306e\u52d5\u753b\u3092\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u5171\u6709\u3059\u308b\u3053\u3068\u304c\u5897\u3048\u3066\u3044\u308b\u30c7\u30b8\u30bf\u30eb\u6642\u4ee3\u3067\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u97f3\u58f0\u3092\u5229\u7528\u3057\u3066\u3053\u306e\u3088\u3046\u306a\u8a50\u6b3a\u304c\u5bb9\u6613\u306b\u52a0\u901f\u5316\u3059\u308b\u6050\u308c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4f01\u696d\u5206\u91ce\u3067\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u304c\u30d6\u30e9\u30c3\u30af\u30cf\u30c3\u30c8\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306e\u3088\u308a\u60aa\u8cea\u306a\u5f62\u614b\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u7af6\u5408\u4ed6\u793e\u306eCEO\u304c\u8ab9\u8b17\u4e2d\u50b7\u3084\u4e0d\u5feb\u306a\u767a\u8a00\u3092\u3057\u3066\u3044\u308b\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u52d5\u753b\u3092\u4f5c\u6210\u3057\u3066\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3067\u30ea\u30fc\u30af\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3092\u7528\u3044\u305f\u696d\u52d9\u59a8\u5bb3\u306b\u3088\u3063\u3066\u3001\u5bb9\u6613\u306b\u4ed6\u793e\u306e\u682a\u4fa1\u3092\u64cd\u4f5c\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:40px;margin-bottom:40px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color4);border-color:var(--awb-color4);border-top-width:1px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u5bfe\u7b56<\/h3><\/div><div class=\"fusion-text fusion-text-4\" style=\"--awb-margin-top:20px;\"><p>\u3053\u308c\u307e\u3067\u898b\u3066\u304d\u305f\u3088\u3046\u306b\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306b\u306f\u91cd\u5927\u306a\u5371\u967a\u6027\u304c\u6307\u6458\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001OpenAI\u306e\u30dd\u30ea\u30b7\u30fc\u30c7\u30a3\u30ec\u30af\u30bf\u30fc\u3001\u30b8\u30e3\u30c3\u30af\u30fb\u30af\u30e9\u30fc\u30af\u306f\u3001\u8aa4\u60c5\u5831\u3084\u30d5\u30a7\u30a4\u30af\u30e1\u30c7\u30a3\u30a2\u306f\u65b0\u3057\u3044\u554f\u984c\u3067\u306f\u306a\u3044\u3068\u5f37\u8abf\u3057\u3066\u3044\u307e\u3059\u3002AI\u305d\u308c\u81ea\u4f53\u304c\u554f\u984c\u306a\u306e\u3067\u306f\u306a\u304f\u3001\u3053\u308c\u307e\u3067\u5e38\u306b\u5b58\u5728\u3057\u3066\u3044\u305f\u554f\u984c\u3092AI\u304c\u9855\u5728\u5316\u3057\u3066\u3044\u308b\u3060\u3051\u306a\u306e\u3067\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u3001\u5371\u967a\u306a\u4e8b\u4f8b\u3088\u308a\u5f79\u306b\u7acb\u3064\u6d3b\u7528\u4f8b\u306e\u65b9\u304c\u591a\u3044\u30c4\u30fc\u30eb\u306e\u4e00\u3064\u306b\u3059\u304e\u307e\u305b\u3093\u3002\u60aa\u610f\u3042\u308b\u610f\u56f3\u3092\u3082\u3063\u3066\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3092\u5229\u7528\u3059\u308b\u8005\u304b\u3089\u306e\u88ab\u5bb3\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u305f\u3081\u306b\u3001\u7279\u5b9a\u306e\u5bfe\u7b56\u3084\u4e88\u9632\u7b56\u3092\u8b1b\u3058\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u5404\u500b\u4eba\u3084\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3001\u305d\u3057\u3066\u5831\u9053\u6a5f\u95a2\u306f\u3001\u507d\u9020\u304c\u7591\u308f\u308c\u308b\u30e1\u30c7\u30a3\u30a2\u3092\u3059\u3070\u3084\u304f\u5bb9\u6613\u306b\u691c\u51fa\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3092\u6e96\u5099\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30dd\u30ea\u30b7\u30f3\u30b0\uff08\u53d6\u7de0\u308a\uff09\u306f\u3001\u653f\u5e9c\u3067\u306f\u306a\u304f\u5404\u500b\u4eba\u304c\u4e3b\u4f53\u3068\u306a\u3063\u3066\u884c\u3046\u3079\u304d\u3067\u3059\u3002\u81ea\u5206\u305f\u3061\u304c\u95b2\u89a7\u307e\u305f\u306f\u5171\u6709\u3057\u3066\u3044\u308b\u3082\u306e\u304c\u672c\u7269\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u5404\u500b\u4eba\u304c\u76f4\u3061\u306b\u8b58\u5225\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u30b5\u30a4\u30c8\u306b\u30e2\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u5f37\u5316\u3092\u6c42\u3081\u308b\u5727\u529b\u3082\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u60aa\u610f\u306e\u3042\u308b\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3078\u306e\u5bfe\u7b56\u3092\u8003\u3048\u308b\u524d\u306b\u3001\u307e\u305a\u305d\u306e\u691c\u51fa\u65b9\u6cd5\u3092\u5b66\u3076\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u81ea\u52d5\u691c\u51fa\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u4e8b\u5f8c\u306b\u3053\u306e\u3088\u3046\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u5bfe\u5fdc\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306e\u516c\u958b\u3092\u30b9\u30c8\u30c3\u30d7\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u56fd\u6c11\u306e\u610f\u8b58\u3092\u9ad8\u3081\u3001\u691c\u51fa\u6280\u8853\u3092\u958b\u767a\u3057\u3001\u65b0\u305f\u306a\u6cd5\u898f\u3092\u5b9a\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3068\u306a\u308b\u4e00\u65b9\u3001\u8a00\u8ad6\u306e\u81ea\u7531\u3082\u4fdd\u969c\u3055\u308c\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u5408\u6210\u30e1\u30c7\u30a3\u30a2\u306e\u30e9\u30d9\u30eb\u4ed8\u3051\u3001\u30e2\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u5f37\u5316\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306b\u304a\u3051\u308b\u30b5\u30a4\u30c8\u8868\u793a\u524d\u306e\u691c\u95b2\u306a\u3069\u306e\u63d0\u6848\u3092\u5b9f\u884c\u306b\u79fb\u3059\u3068\u3001\u6709\u5bb3\u306a\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3092\u6291\u5236\u3059\u308b\u305f\u3081\u306b\u5927\u5909\u5f79\u7acb\u3064\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u7279\u6027\u306f\u3001\u81ea\u7531\u3068\u5373\u6642\u6027\u306b\u3042\u308a\u307e\u3059\u3002\u30a4\u30d9\u30f3\u30c8\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u4f55\u767e\u4e07\u4eba\u3082\u306e\u4eba\u3068\u5171\u6709\u3067\u304d\u308b\u3053\u3068\u3053\u305d\u3001Facebook\u3084Twitter\u306a\u3069\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u4eba\u3005\u304c\u60f9\u304d\u3064\u3051\u3089\u308c\u3066\u304d\u305f\u7406\u7531\u3067\u3059\u3002\u6295\u7a3f\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u8868\u793a\u3092\u9045\u3089\u305b\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u306f\u826f\u3044\u8003\u3048\u306e\u3088\u3046\u306b\u805e\u3053\u3048\u307e\u3059\u304c\u3001\u308f\u305a\u304b\u6570\u5206\u9593\u3068\u306f\u3044\u3048\u3001\u305d\u306e\u5373\u6642\u6027\u304c\u5931\u308f\u308c\u3066\u3057\u307e\u3046\u3053\u3068\u306f\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u5168\u4f53\u306e\u672c\u8cea\u3092\u5931\u3046\u3053\u3068\u306b\u3064\u306a\u304c\u308b\u3067\u3057\u3087\u3046\u3002\u305d\u306e\u305f\u3081\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u5927\u624b\u304c\u81ea\u793e\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u305d\u306e\u3088\u3046\u306a\u5927\u5e45\u306a\u5909\u66f4\u3092\u52a0\u3048\u308b\u3053\u3068\u306b\u540c\u610f\u3059\u308b\u304b\u306f\u7591\u554f\u3067\u3059\u3002<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:40px;margin-bottom:40px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color4);border-color:var(--awb-color4);border-top-width:1px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u624b\u6cd5<\/h3><\/div><div class=\"fusion-text fusion-text-5\" style=\"--awb-margin-top:20px;\"><p>\u3053\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u624b\u6cd5\u306b\u3064\u3044\u3066\u3054\u8aac\u660e\u3044\u305f\u3057\u307e\u3059\u3002\u5229\u7528\u53ef\u80fd\u306a\u69d8\u3005\u306a\u691c\u51fa\u65b9\u6cd5\u306e\u6982\u8981\u3092\u3064\u304b\u3080\u305f\u3081\u3001<a href=\"https:\/\/arxiv.org\/pdf\/2001.00179.pdf\" target=\"_blank\" rel=\"noopener\">\u30eb\u30fc\u30d9\u30f3\u30fb\u30c8\u30ed\u30b5\u30ca\u4ed6<\/a>\u306b\u3088\u308b\u300cDeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection\uff08\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u304a\u3088\u3073\u95a2\u9023\u6280\u8853\uff1a\u9854\u5408\u6210\u3068\u507d\u753b\u50cf\u691c\u51fa\u306b\u95a2\u3059\u308b\u8abf\u67fb\uff09\u300d\u3092\u53c2\u7167\u3057\u307e\u3057\u305f\u3002\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u624b\u6cd5\u306b\u3064\u3044\u3066\u3055\u3089\u306b\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u5834\u5408\u306f\u3001\u5f7c\u3089\u306e\u8abf\u67fb\u7d50\u679c\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u3053\u3053\u3067\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u624b\u6cd5\u3092\u6b21\u306e\u4e09\u3064\u306e\u5e83\u3044\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5206\u985e\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u4eba\u70ba\u7684\u7279\u5fb4\u91cf\uff08Hand-crafted\u7279\u5fb4\u91cf\uff09<\/li>\n<li>\u5b66\u7fd2\u7684\u7279\u5fb4\u91cf<\/li>\n<li>\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8<\/li>\n<\/ul>\n<p>\u4ee5\u4e0b\u3067\u4f8b\u3068\u3057\u3066\u6319\u3052\u305f\u5404\u624b\u6cd5\u306f\u3001\u305d\u306e\u5185\u5bb9\u3092\u6700\u3082\u9069\u5207\u306b\u8868\u3057\u3066\u3044\u308b\u3068\u601d\u308f\u308c\u308b\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5206\u985e\u3057\u305f\u306e\u3067\u3001\u3044\u304f\u3064\u304b\u306e\u624b\u6cd5\u306f\u8907\u6570\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5f53\u3066\u306f\u307e\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u7c21\u6f54\u306b\u8aac\u660e\u3059\u308b\u305f\u3081\u3001\u5404\u30ab\u30c6\u30b4\u30ea\u30fc\u3067\u306f\u4e3b\u306a\u624b\u6cd5\u3092\u6570\u7a2e\u3054\u7d39\u4ecb\u3059\u308b\u3060\u3051\u306b\u3068\u3069\u3081\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u8b70\u8ad6\u3082\u6700\u5c0f\u9650\u306b\u3057\u307e\u3057\u305f\u3002\u672c\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u5b66\u3073\u305f\u3044\u65b9\u306e\u305f\u3081\u306b\u3001\u30ea\u30f3\u30af\u3092\u63d0\u4f9b\u3057\u3066\u304a\u304d\u307e\u3059\u3002\u3067\u306f\u3001\u65e9\u901f\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u624b\u6cd5\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u4eba\u70ba\u7684\u7279\u5fb4\u91cf\uff08Hand-crafted\u7279\u5fb4\u91cf\uff09<\/h4><\/div><div class=\"fusion-text fusion-text-6\" style=\"--awb-margin-top:20px;\"><p>\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u6280\u8853\u3067\u4f5c\u6210\u3057\u305f\u672c\u7269\u306e\u3088\u3046\u306b\u898b\u3048\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u3067\u3082\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u660e\u3089\u304b\u306a\u6b20\u9665\u304c\u3042\u308a\u3001\u4eba\u9593\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u8a73\u3057\u304f\u8abf\u3079\u308b\u3068\u305d\u308c\u3092\u767a\u898b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u4e00\u4f8b\u306f\u3001\u9854\u306e\u7279\u5fb4\u306b\u4e0d\u81ea\u7136\u306a\u70b9\u304c\u3042\u308b\u5834\u5408\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3092\u691c\u51fa\u3059\u308b\u305f\u3081\u3001\u5177\u4f53\u7684\u306a\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u3001\u7279\u5fb4\u9078\u629e\uff08\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\uff09\u3092\u884c\u3046\u624b\u6cd5\u3092\u3044\u304f\u3064\u304b\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><a href=\"https:\/\/openaccess.thecvf.com\/content_CVPRW_2019\/papers\/Media%20Forensics\/Agarwal_Protecting_World_Leaders_Against_Deep_Fakes_CVPRW_2019_paper.pdf\" target=\"_blank\" rel=\"noopener\">\u30b7\u30e5\u30eb\u30c6\u30a3\u30fb\u30a2\u30ac\u30fc\u30ef\u30eb\u4ed6<\/a>\u306f\u3001\u5bfe\u8c61\u4eba\u7269\uff08POI\uff09\u3092\u4ed6\u306e\u500b\u4eba\u3084\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306b\u3088\u308b\u306a\u308a\u3059\u307e\u3057\u3068\u533a\u5225\u3067\u304d\u308b\u65b0\u898f\u6027\u691c\u51fa\u30e2\u30c7\u30eb\uff08\u3053\u3053\u3067\u306f1\u30af\u30e9\u30b9SVM\uff09\u3092\u542b\u3080\u624b\u6cd5\u3092\u63d0\u6848\u3057\u3066\u3044\u307e\u3059\u3002 \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u5fc5\u8981\u306a\u306e\u306f\u3001\u5bfe\u8c61\u4eba\u7269\u3092\u64ae\u5f71\u3057\u305f\u672c\u7269\u306e\u30d3\u30c7\u30aa\u3060\u3051\u306a\u306e\u3067\u3001\u3053\u306e\u624b\u6cd5\u306f\u304b\u306a\u308a\u8208\u5473\u6df1\u3044\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u8457\u8005\u306e\u4eee\u8aac\u306b\u3088\u308b\u3068\u3001\u4eba\u306f\u8a71\u3059\u6642\u3001\u72ec\u7279\u306e\uff08\u305f\u3060\u3057\u3001\u304a\u305d\u3089\u304f\u4e00\u610f\u3067\u306f\u306a\u3044\uff09\u9854\u306e\u8868\u60c5\u3084\u52d5\u304d\u3092\u793a\u3057\u307e\u3059\u3002\u305d\u3053\u3067\u3001OpenFace2\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3092\u7528\u3044\u3066\u3001\u4e0e\u3048\u3089\u308c\u305f\u30d3\u30c7\u30aa\u304b\u3089\u9854\u3084\u982d\u306e\u52d5\u304d\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u9854\u306e\u52d5\u4f5c\u5358\u4f4d\u3084\u7279\u5b9a\u306e\u8ef8\u5468\u308a\u306e\u56de\u8ee2\u3001\u53e3\u306e\u7279\u5b9a\u306e\u30e9\u30f3\u30c9\u30de\u30fc\u30af\u9593\u306e3D\u8ddd\u96e2\u3092\u53ce\u96c6\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u4e0e\u3048\u3089\u308c\u305f10\u79d2\u306e\u30d3\u30c7\u30aa\u30af\u30ea\u30c3\u30d7\u304b\u308920\u500b\u306e\u9854\/\u982d\u7279\u5fb4\u91cf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n<p>\u6700\u5f8c\u306b\u3001\u4e0a\u8a18\u306e20\u500b\u306e\u9854\/\u982d\u7279\u5fb4\u91cf\u306e\u9593\u306e\u30d4\u30a2\u30bd\u30f3\u76f8\u95a2\u4fc2\u6570\u3092\u8a08\u7b97\u3057\u300110\u79d2\u9593\u306e\u30af\u30ea\u30c3\u30d7\u3092\u8868\u3059190\u6b21\u5143\u306e\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002190\u6b21\u5143\u306e\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u3092\u62bd\u51fa\u3057\u305f\u5f8c\u306f\u30011\u30af\u30e9\u30b9\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\uff08SVM\uff09\u3092\u5229\u7528\u3057\u3066\u300110\u79d2\u306e\u30d3\u30c7\u30aa\u30af\u30ea\u30c3\u30d7\u304c\u6b63\u771f\u6b63\u9298\u3001\u5bfe\u8c61\u4eba\u7269\u306e\u30d3\u30c7\u30aa\u304b\u3069\u3046\u304b\u3092\u5224\u5225\u3057\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u30bf\u30af\u30d2\u30e7\u30f3\u30fb\u30c1\u30e7\u30f3\u4ed6\u3082\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306e\u691c\u51fa\u306b\u4eba\u70ba\u7684\u7279\u5fb4\u91cf\u3092\u5229\u7528\u3059\u308b\u5225\u306e\u65b9\u6cd5\u3092\u63d0\u6848\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u4eba\u306e\u307e\u3070\u305f\u304d\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u5206\u6790\u3057\u3066\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u30d3\u30c7\u30aa\u3092\u691c\u51fa\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002\u307e\u3070\u305f\u304d\u306e\u30d1\u30bf\u30fc\u30f3\u306f\u4f53\u8abf\u3084\u8a8d\u77e5\u6d3b\u52d5\u3001\u751f\u7269\u5b66\u7684\u8981\u56e0\u306b\u57fa\u3065\u3044\u3066\u5909\u5316\u3059\u308b\u3053\u3068\u304c\u77e5\u3089\u308c\u3066\u304a\u308a\u3001\u7814\u7a76\u3067\u306f\u3053\u308c\u3092\u524d\u63d0\u306b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u624b\u6cd5\u3067\u306f\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u3044\u304f\u3064\u304b\u7528\u3044\u3066\u9854\u9818\u57df\u3092\u62bd\u51fa\u3057\u3001\u30d3\u30c7\u30aa\u306e\u5404\u30d5\u30ec\u30fc\u30e0\u3067\u76ee\u306e\u30a2\u30b9\u30da\u30af\u30c8\u6bd4\uff08EAR\uff09\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002\u76ee\u3092\u9589\u3058\u305f\u6642\u306eEAR\u5024\u306f\u901a\u5e38\u3001\u76ee\u3092\u958b\u3044\u305f\u6642\u3088\u308a\u5c0f\u3055\u304f\u306a\u308b\u306e\u3067\u3001\u9069\u5207\u306a\u95be\u5024\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001EAR\u5024\u306b\u57fa\u3065\u3044\u3066\u307e\u3070\u305f\u304d\u3092\u691c\u51fa\u3057\u3001\u30d3\u30c7\u30aa\u5185\u306e\u307e\u3070\u305f\u304d\u30d1\u30bf\u30fc\u30f3\u3092\u5206\u6790\u3067\u304d\u307e\u3059\u3002\uff08\u6b63\u78ba\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u5b9a\u5f0f\u5316\u306b\u3064\u3044\u3066\u306f\u5143\u306e\u8ad6\u6587\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\uff09<\/p>\n<p>\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u306f\u3001\u30d3\u30c7\u30aa\u5185\u306e\u4eba\u7269\u3092\u8aac\u660e\u3059\u308b\u305f\u3081\u306e\u5165\u529b\u3068\u3057\u3066\u56db\u3064\u306e\u5c5e\u6027\uff08\u6027\u5225\u3001\u5e74\u9f62\u3001\u6d3b\u52d5\u3001\u6642\u9593\uff09\u304c\u4f7f\u7528\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u5c5e\u6027\u306b\u57fa\u3065\u304d\u3001\u4ee3\u8868\u7684\u306a\u307e\u3070\u305f\u304d\u30d1\u30bf\u30fc\u30f3\u306e\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u3066\u4e8b\u524d\u306b\u4f5c\u6210\u3057\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u6b21\u306b\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30af\u30a8\u30ea\u304b\u3089\u5f97\u3089\u308c\u305f\u307e\u3070\u305f\u304d\u30d1\u30bf\u30fc\u30f3\u306e\u30c7\u30fc\u30bf\u3068\u6e2c\u5b9a\u3057\u305f\u307e\u3070\u305f\u304d\u30d1\u30bf\u30fc\u30f3\u3092\u6bd4\u8f03\u3057\u3066\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u304b\u3069\u3046\u304b\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/p>\n<p>\u4eba\u70ba\u7684\u7279\u5fb4\u91cf\u3092\u5229\u7528\u3057\u305f\u691c\u51fa\u624b\u6cd5\u306e\u8a73\u7d30\u306f\u3001\u524d\u8ff0\u306e<a href=\"https:\/\/arxiv.org\/pdf\/2001.00179.pdf\" target=\"_blank\" rel=\"noopener\">\u8abf\u67fb\u8ad6\u6587<\/a>\u3084\u300c<a href=\"https:\/\/arxiv.org\/pdf\/1911.05351.pdf\" target=\"_blank\" rel=\"noopener\">GANprintR<\/a>\u300d\u8ad6\u6587\u306e\u95a2\u9023\u30bb\u30af\u30b7\u30e7\u30f3\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u5b66\u7fd2\u7684\u7279\u5fb4\u91cf<\/h4><\/div><div class=\"fusion-text fusion-text-7\" style=\"--awb-margin-top:20px;\"><p>\u3053\u3053\u3067\u306f\u3001\u5b66\u7fd2\u7684\u7279\u5fb4\u91cf\u3092\u7528\u3044\u3066\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3092\u691c\u51fa\u3059\u308b\u624b\u6cd5\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u3053\u308c\u3089\u306e\u624b\u6cd5\u306e\u591a\u304f\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u306b\u5fc5\u8981\u306a\u7279\u5fb4\u91cf\u306e\u5b66\u7fd2\u306b\u3001\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u3092\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n<p>\u30a2\u30f3\u30c9\u30ec\u30a2\u30b9\u30fb\u30ec\u30b9\u30e9\u30fc\u4ed6\u306b\u3088\u308b\u8ad6\u6587\u300c<a href=\"https:\/\/arxiv.org\/pdf\/1901.08971.pdf\" target=\"_blank\" rel=\"noopener\">FaceForensics++<\/a>\u300d\u3067\u306f\u3001\u6570\u7a2e\u306e\u5b66\u7fd2\u30d9\u30fc\u30b9\u624b\u6cd5\u3068\u4e00\u7a2e\u985e\u306e\u4eba\u70ba\u7684\u7279\u5fb4\u91cf\u62bd\u51fa\u624b\u6cd5\u3092\u7528\u3044\u3066\u3001\u69d8\u3005\u306a\u54c1\u8cea\u306e\u30d3\u30c7\u30aa\u306b\u304a\u3051\u308b\u507d\u753b\u50cf\u691c\u51fa\u80fd\u529b\u3092\u8a55\u4fa1\u3057\u3066\u3044\u307e\u3059\u3002\u5165\u529b\u753b\u50cf\u304b\u3089\u4e8b\u524d\u306b\u9854\u9818\u57df\u3092\u62bd\u51fa\u3057\uff08\u624b\u6cd5\u306b\u3088\u3063\u3066\u306f\u3001\u30bb\u30f3\u30bf\u30fc\u30af\u30ed\u30c3\u30d7\u307e\u305f\u306f\u30b5\u30a4\u30ba\u5909\u66f4\u3082\u884c\u3046\uff09\u3001\u69d8\u3005\u306a\u624b\u6cd5\u3067\u507d\u753b\u50cf\u3092\u691c\u51fa\u3057\u307e\u3057\u305f\u3002\u3059\u308b\u3068\u3001\u751f\u306e\u30a4\u30f3\u30d7\u30c3\u30c8\u30c7\u30fc\u30bf\u3067\u306f\u5168\u3066\u306e\u624b\u6cd5\u304c\u9ad8\u3044\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u307e\u3057\u305f\u304c\u3001\u5727\u7e2e\u3057\u305f\u30d3\u30c7\u30aa\u3092\u4f7f\u7528\u3057\u305f\u5834\u5408\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4f4e\u4e0b\u3057\u307e\u3057\u305f\u3002\u5b9f\u9a13\u3067\u7528\u3044\u305f\u624b\u6cd5\u306e\u3046\u3061\u3001\u5168\u3066\u306e\u30d3\u30c7\u30aa\u54c1\u8cea\u306b\u308f\u305f\u3063\u3066\u6700\u9ad8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u9054\u6210\u3057\u305f\u306e\u306fXceptionNet\u30e2\u30c7\u30eb\u3067\u3057\u305f\u3002<\/p>\n<p>\u4e00\u90e8\u306e\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u4f5c\u6210\u624b\u6cd5\u306f\u3001\u6642\u9593\u7684\u4e00\u8cab\u6027\u3092\u7dad\u6301\u3057\u305f\u30d3\u30c7\u30aa\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002\u3053\u306e\u3088\u3046\u306a\u4e0d\u6574\u5408\u306b\u3088\u3063\u3066\u751f\u3058\u308b\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u304c\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u30d3\u30c7\u30aa\u3092\u691c\u51fa\u3059\u308b\u305f\u3081\u306e\u826f\u3044\u624b\u304c\u304b\u308a\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u7528\u306b\u7a7a\u9593\u60c5\u5831\u3068\u6642\u7cfb\u5217\u60c5\u5831\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u65b9\u6cd5\u306e\u4e00\u3064\u306f\u30013D\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u305d\u3053\u3067\u3001<a href=\"https:\/\/hal.inria.fr\/hal-02862476\/document\" target=\"_blank\" rel=\"noopener\">\u30e4\u30aa\u30d5\u30a4\u30fb\u30ef\u30f3\u4ed6<\/a>\u306f\u30013D\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08\u5177\u4f53\u7684\u306b\u306fI3D\u30013D ResNet\u30013D ResNeXt\uff09\u306e\u52a0\u5de5\u30d3\u30c7\u30aa\u691c\u51fa\u80fd\u529b\u3092\u5206\u6790\u3057\u3066\u3044\u307e\u3059\u3002\u5f7c\u3089\u304c\u884c\u3063\u305f\u69d8\u3005\u306a\u5b9f\u9a13\u306b\u95a2\u3057\u3066\u306f\u3001\u5143\u306e\u8ad6\u6587\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><a href=\"https:\/\/openaccess.thecvf.com\/content_ICCVW_2019\/papers\/HBU\/Amerini_Deepfake_Video_Detection_through_Optical_Flow_Based_CNN_ICCVW_2019_paper.pdf\" target=\"_blank\" rel=\"noopener\">\u30a4\u30ec\u30fc\u30cd\u30fb\u30a2\u30e1\u30ea\u30fc\u30cb\u4ed6<\/a>\u306f\u3001\u30aa\u30d7\u30c6\u30a3\u30ab\u30eb\u30d5\u30ed\u30fc\u3092\u5229\u7528\u3057\u3066\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3092\u691c\u51fa\u3059\u308b\u65b9\u6cd5\u3092\u63d0\u6848\u3057\u3066\u3044\u307e\u3059\u3002\u5927\u307e\u304b\u306b\u3054\u8aac\u660e\u3059\u308b\u3068\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u30d3\u30c7\u30aa\u3067\u306f\u3001\u30d5\u30ec\u30fc\u30e0\u9593\u306e\u52d5\u304d\u306e\u4e0d\u6574\u5408\uff08\u9854\u306e\u4e00\u90e8\u306e\u4e0d\u81ea\u7136\u306a\u52d5\u304d\u306a\u3069\uff09\u304c\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u30aa\u30d7\u30c6\u30a3\u30ab\u30eb\u30d5\u30ed\u30fc\u306b\u3088\u3063\u3066\u3053\u308c\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002\u4e0e\u3048\u3089\u308c\u305f\u30d5\u30ec\u30fc\u30e0f(t)\u306b\u5bfe\u3057\u3066PWC-Net\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3057\u3066\u3001\u30aa\u30d7\u30c6\u30a3\u30ab\u30eb\u30d5\u30ed\u30fc\u306e\u30d5\u30a9\u30ef\u30fc\u30c9\u63a8\u5b9aOF(f(t), f(t+1))\u3092\u884c\u3046\u3068\u3001\u30b7\u30fc\u30f3\u5185\u306e\u69d8\u3005\u306a\u8981\u7d20\u306e\u898b\u304b\u3051\u306e\u52d5\u304d\u3092\u4e88\u6e2c\u3067\u304d\u307e\u3059\u3002\u62bd\u51fa\u3055\u308c\u305f\u30aa\u30d7\u30c6\u30a3\u30ab\u30eb\u30d5\u30ed\u30fc\u5024\u306fRGB\u753b\u50cf\u5f62\u5f0f\u306b\u5909\u63db\u3055\u308c\u3001\u30aa\u30d7\u30c6\u30a3\u30ab\u30eb\u30d5\u30ed\u30fcCNN\u304c\u305d\u308c\u3092\u5229\u7528\u3057\u3066\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8<\/h4><\/div><div class=\"fusion-text fusion-text-8\" style=\"--awb-margin-top:20px;\"><p>\u73fe\u6642\u70b9\u3067\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306e\u4f5c\u6210\u624b\u6cd5\u306f\u5b8c\u74a7\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u3057\u3070\u3057\u3070\u753b\u50cf\u52a0\u5de5\u306e\u8a3c\u62e0\u304c\u6b8b\u308b\u306e\u3067\u3001\u3053\u308c\u3092\u5206\u6790\u3059\u308c\u3070\u3001\u305d\u306e\u30e1\u30c7\u30a3\u30a2\u304c\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u304b\u3069\u3046\u304b\u3092\u63a8\u5b9a\u3067\u304d\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u3057\u3070\u3057\u3070\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u3068\u547c\u3070\u308c\u308b\u3053\u306e\u3088\u3046\u306a\u8a3c\u62e0\u3092\u63a2\u3059\u691c\u51fa\u624b\u6cd5\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u624b\u6cd5\u306e\u4e2d\u306b\u306f\u3001\u753b\u50cf\u5185\u306e\u611f\u5ea6\u4e0d\u5747\u4e00\u6027\uff08PRNU\uff09\u30d1\u30bf\u30fc\u30f3\u3092\u5229\u7528\u3059\u308b\u3082\u306e\u304c\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002\u8ad6\u6587\u300c<a href=\"https:\/\/arxiv.org\/pdf\/1808.08396.pdf\" target=\"_blank\" rel=\"noopener\">\u30ce\u30a4\u30ba\u30d7\u30ea\u30f3\u30c8<\/a>\u300d\u306e\u8457\u8005\u304c\u8a00\u53ca\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u3001<a href=\"https:\/\/www.researchgate.net\/publication\/244423541_Detecting_digital_image_forgeries_using_sensor_pattern_noise_-_art_no_60720Y7\" target=\"_blank\" rel=\"noopener\">\u30eb\u30fc\u30ab\u30b9\u4ed6<\/a>\u306e\u753b\u671f\u7684\u306a\u8ad6\u6587\u306b\u3088\u308b\u3068\u3001\u30c7\u30d0\u30a4\u30b9\u88fd\u9020\u904e\u7a0b\u306b\u4e0d\u5b8c\u5168\u6027\u304c\u5b58\u5728\u3059\u308b\u305f\u3081\u3001\u5168\u3066\u306e\u53d6\u5f97\u753b\u50cf\u306b\u306f\u500b\u3005\u306e\u30c7\u30d0\u30a4\u30b9\u72ec\u81ea\u306e\u30de\u30fc\u30af\uff08PRNU\u30d1\u30bf\u30fc\u30f3\uff09\u304c\u6b8b\u308b\u3053\u3068\u304c\u89b3\u5bdf\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001PRNU\u304c\u306a\u3044\u5834\u5408\u306f\u3001\u52a0\u5de5\u3055\u308c\u305f\u753b\u50cf\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u305d\u3053\u3067\u3001\u5f53\u7136\u306e\u3053\u3068\u306a\u304c\u3089\u3001PRNU\u30d9\u30fc\u30b9\u306e\u624b\u6cd5\u306f\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u304c\u3001\u3053\u308c\u3089\u306e\u624b\u6cd5\u306b\u306f\u3044\u304f\u3064\u304b\u6b20\u70b9\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u4e00\u3064\u304c\u3001\u9069\u5207\u306a\u63a8\u5b9a\u3092\u884c\u3046\u305f\u3081\u306b\u306f\u591a\u304f\u306e\u753b\u50cf\u3092\u5fc5\u8981\u3068\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p><a href=\"https:\/\/arxiv.org\/pdf\/1812.11842.pdf\" target=\"_blank\" rel=\"noopener\">\u30d5\u30e9\u30f3\u30c1\u30a7\u30b9\u30b3\u30fb\u30de\u30fc\u30e9\u4ed6<\/a>\u306b\u3088\u308b\u5225\u306e\u8ad6\u6587\u3067\u306f\u3001\u30ab\u30e1\u30e9\u304cPRNU\u306e\u8de1\u3092\u6b8b\u3059\u306e\u3068\u540c\u3058\u3088\u3046\u306b\u3001GAN\uff08\u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u304c\u751f\u6210\u3057\u305f\u753b\u50cf\u306b\u3082\u7279\u5b9a\u306e\u300c\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u300d\u304c\u6b8b\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8457\u8005\u3089\u306f\u3001GAN\u306e\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u306e\u8a3c\u62e0\u3092\u793a\u3059\u5b9f\u9a13\u3092\u63d0\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u7279\u5b9a\u306eGAN\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f\u753b\u50cfXi\u3067\u3001\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u306f\u753b\u50cf\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u3068\u95a2\u4fc2\u306e\u306a\u3044\u5916\u4e71\u3092\u8868\u3057\u307e\u3059\u3002\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u307e\u305aRi = Xi \u2013 f(Xi)\u3092\u7528\u3044\u3066\u6b8b\u7559\u30ce\u30a4\u30baRi\u306e\u5024\u3092\u7b97\u51fa\u3057\u307e\u3059\u3002\u95a2\u6570f\u306f\u30ce\u30a4\u30ba\u9664\u53bb\u30d5\u30a3\u30eb\u30bf\u30fc\u3067\u3059\u3002\u3053\u306e\u6b8b\u7559\u30ce\u30a4\u30ba\u306f\u3001\u30bc\u30ed\u3067\u306a\u3044\u78ba\u5b9a\u7684\u8981\u7d20\uff08\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u3001F\uff09\u3068\u30e9\u30f3\u30c0\u30e0\u30ce\u30a4\u30ba\u8981\u7d20\uff08Wi\uff09\u306e\u548c\u306b\u76f8\u5f53\u3059\u308b\u3068\u8003\u3048\u3089\u308c\u308b\u306e\u3067\u3001Ri = F + Wi\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u30e9\u30f3\u30c0\u30e0\u30ce\u30a4\u30ba\u8981\u7d20\u306f\u3001\u540c\u3058GAN\u304c\u751f\u6210\u3057\u305f\u7570\u306a\u308b\u753b\u50cf\u3092\u591a\u6570\u5165\u529b\u3057\u3066\u5e73\u5747\u3092\u3068\u308b\u3068\u307b\u307c\u76f8\u6bba\u3055\u308c\u308b\u306e\u3067\u3001\u4e0a\u8a18\u306e\u8a08\u7b97\u3092\u884c\u3046\u3068GAN\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u306e\u5024\u3092\u63a8\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001\u3053\u306e\u7814\u7a76\u3067\u306f\u3001\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u3092\u5229\u7528\u3057\u3066\u3001\u7570\u306a\u308b\u7a2e\u985e\u306eGAN\u304c\u751f\u6210\u3057\u305f\u753b\u50cf\u3092\u5224\u5225\u3059\u308b\u5b9f\u9a13\u3082\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u5b9f\u9a13\u3067\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u4e8c\u3064\u306e\u7570\u306a\u308bGAN\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u4f7f\u7528\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>GAN A: \u30aa\u30ec\u30f3\u30b8\u306e\u753b\u50cf\u3092\u30ea\u30f3\u30b4\u306e\u753b\u50cf\u306b\u5909\u63db\u3059\u308b\u305f\u3081\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305fCycle GAN<\/li>\n<li>GAN B: \u30ad\u30c3\u30c1\u30f3\u306e\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u3088\u3046\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305fProgressive GAN<\/li>\n<\/ul>\n<p>\u753b\u50cf\u3068\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u306e\u76f8\u95a2\u3084\u540c\u69d8\u306e\u6307\u6a19\u306b\u57fa\u3065\u3051\u3070\u3001\u6709\u610f\u306a\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u3092\u5229\u7528\u3057\u3066\u3001\u4e0e\u3048\u3089\u308c\u305f\u753b\u50cf\u306f\u3069\u3061\u3089\u306eGAN\u304c\u751f\u6210\u3057\u305f\u3082\u306e\u304b\u3092\u5224\u5225\u3067\u304d\u308b\u306f\u305a\u3060\u3068\u8457\u8005\u3089\u306f\u8ff0\u3079\u3066\u3044\u307e\u3059\u3002\u5b9f\u9a13\u7d50\u679c\u306f\u6b21\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li>GAN\u306e\u76f8\u4e92\u76f8\u95a2\uff08\u4e00\u3064\u306eGAN\u304c\u751f\u6210\u3057\u305f\u753b\u50cf\u306e\u6b8b\u7559\u30ce\u30a4\u30ba\u3068\u5225\u306eGAN\u306e\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u3068\u306e\u76f8\u95a2\uff09\u306f\u30bc\u30ed\u4ed8\u8fd1\u306b\u5747\u7b49\u306b\u5206\u5e03\u3057\u3001\u751f\u6210\u753b\u50cf\u3068\u3001\u95a2\u4fc2\u306e\u306a\u3044\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u306e\u9593\u306b\u306f\u76f8\u95a2\u6027\u304c\u306a\u3044\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li>GAN\u306e\u81ea\u5df1\u76f8\u95a2\uff08\u4e00\u3064\u306eGAN\u304c\u751f\u6210\u3057\u305f\u753b\u50cf\u306e\u6b8b\u7559\u30ce\u30a4\u30ba\u3068\u540c\u3058GAN\u306e\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u3068\u306e\u76f8\u95a2\uff09\u306f\u30bc\u30ed\u3088\u308a\u8457\u3057\u304f\u5927\u304d\u304f\u3001\u6b63\u3057\u3044\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u306e\u9593\u306b\u306f\u6709\u610f\u306a\u76f8\u95a2\u304c\u3042\u308b\u3053\u3068\u3092\u8a3c\u660e\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3053\u306e\u7d50\u679c\u306f\u3001\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306e\u30bd\u30fc\u30b9\u307e\u3067\u7279\u5b9a\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3092\u793a\u5506\u3059\u308b\u306e\u3067\u3001\u8208\u5473\u6df1\u3044\u3082\u306e\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u3089\u306e\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u306e\u7279\u6027\u3084\u4f7f\u3044\u52dd\u624b\u3001\u5805\u7262\u6027\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u306f\u3055\u3089\u306a\u308b\u7814\u7a76\u304c\u5fc5\u8981\u3067\u3042\u308b\u3068\u8457\u8005\u3089\u306f\u8ff0\u3079\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u3055\u3089\u306b\u3001<a href=\"https:\/\/openaccess.thecvf.com\/content_ICCV_2019\/papers\/Yu_Attributing_Fake_Images_to_GANs_Learning_and_Analyzing_GAN_Fingerprints_ICCV_2019_paper.pdf\" target=\"_blank\" rel=\"noopener\">\u30cb\u30f3\u30fb\u30e6\u30fc\u4ed6<\/a>\u306e\u7814\u7a76\u3067\u306f\u3001GAN\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u306e\u5206\u6790\u306b\u95a2\u3059\u308b\u8a73\u3057\u3044\u8abf\u67fb\u304c\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u5f7c\u3089\u306f\u3001GAN\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u308f\u305a\u304b\u306b\u9055\u3046\u3060\u3051\u3067\u3082\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u306f\u7570\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u3053\u308c\u306b\u3088\u3063\u3066\u304d\u3081\u7d30\u304b\u3044\u30e2\u30c7\u30eb\u8a8d\u8a3c\u304c\u53ef\u80fd\u306b\u306a\u308b\u3068\u3044\u3046\u8208\u5473\u6df1\u3044\u4e3b\u5f35\u3092\u63d0\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u5f7c\u3089\u306e\u7814\u7a76\u306f\u5168\u822c\u306b\u308f\u305f\u3063\u3066\u3001GAN\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u624b\u6cd5\u306e\u5b9f\u73fe\u53ef\u80fd\u6027\u3084\u6027\u80fd\u306b\u95a2\u3059\u308b\u512a\u308c\u305f\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:40px;margin-bottom:40px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color4);border-color:var(--awb-color4);border-top-width:1px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u304c\u76f4\u9762\u3059\u308b\u8ab2\u984c<\/h3><\/div><div class=\"fusion-text fusion-text-9\"><p>\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u624b\u6cd5\u306e\u7cbe\u5ea6\u5411\u4e0a\u306b\u306f\u3001\u30af\u30ea\u30a2\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u8ab2\u984c\u304c\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u3067\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u753b\u8cea\u306e\u4f4e\u4e0b<\/h4><\/div><div class=\"fusion-text fusion-text-10\"><p>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u3067\u5171\u6709\u3055\u308c\u308b\u30e1\u30c7\u30a3\u30a2\u306f\u3001\u30c7\u30fc\u30bf\u5727\u7e2e\u3084\u30b5\u30a4\u30ba\u5909\u66f4\u3001\u30ce\u30a4\u30ba\u306a\u3069\u306b\u3088\u3063\u3066\u54c1\u8cea\u304c\u4f4e\u4e0b\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u90e8\u306e\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3068\u3063\u3066\u306f\u3001\u3053\u308c\u304c\u7cbe\u5ea6\u5411\u4e0a\u3092\u963b\u3080\u8ab2\u984c\u3068\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u524d\u8ff0\u306e\u901a\u308a\u3001\u8ad6\u6587\u300c<a href=\"https:\/\/arxiv.org\/pdf\/1901.08971.pdf\" target=\"_blank\" rel=\"noopener\">FaceForensics++<\/a>\u300d\u3067\u306f\u3001\u7570\u306a\u308b\u54c1\u8cea\u306e\u30d3\u30c7\u30aa\u3092\u7528\u3044\u3066\u691c\u51fa\u624b\u6cd5\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6bd4\u8f03\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u751f\u306e\u5165\u529b\u30c7\u30fc\u30bf\u3067\u306f\u9ad8\u3044\u7cbe\u5ea6\u3092\u793a\u3059\u306e\u306b\u5bfe\u3057\u3001\u5727\u7e2e\u3055\u308c\u305f\u30d3\u30c7\u30aa\u3067\u306f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4f4e\u4e0b\u3059\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u54c1\u8cea\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u52a3\u5316\u306b\u5bfe\u3057\u3066\u30ed\u30d0\u30b9\u30c8\u306a\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u624b\u6cd5\u3092\u958b\u767a\u3059\u308b\u3053\u3068\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3084\u507d\u9020\u8a3c\u62e0\u306a\u3069\u306e\u30e1\u30c7\u30a3\u30a2\u30a2\u30a4\u30c6\u30e0\u306f\u3001\u69d8\u3005\u306a\u54c1\u8cea\u306e\u3082\u306e\u304c\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u5e83\u7bc4\u306b\u62e1\u6563\u3055\u308c\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u304b\u3089\u3067\u3059\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u3084\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u306e\u9664\u53bb<\/h4><\/div><div class=\"fusion-text fusion-text-11\"><p>\u691c\u51fa\u306b\u5229\u7528\u3055\u308c\u308b\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u307e\u305f\u306f\u300c\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u300d\u60c5\u5831\u3092\u507d\u753b\u50cf\u306e\u4f5c\u6210\u8005\u304c\u9664\u53bb\u3057\u3066\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u3092\u9003\u308c\u3088\u3046\u3068\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u300c<a href=\"https:\/\/arxiv.org\/pdf\/1911.05351.pdf\" target=\"_blank\" rel=\"noopener\">GANprintR<\/a>\u300d\u8ad6\u6587\u3067\u306f\u3001\u5408\u6210\u3057\u305f\u507d\u753b\u50cf\u304b\u3089GAN\u30d5\u30a3\u30f3\u30ac\u30fc\u30d7\u30ea\u30f3\u30c8\u3092\u9664\u53bb\u3059\u308b\u7c21\u5358\u306a\u81ea\u52d5\u30a8\u30f3\u30b3\u30fc\u30c0\u30d9\u30fc\u30b9\u306e\u624b\u6cd5\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u753b\u50cf\u306e\u8996\u899a\u7684\u54c1\u8cea\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u9854\u52a0\u5de5\u691c\u51fa\u30b7\u30b9\u30c6\u30e0\u3092\u9a19\u3059\u624b\u6cd5\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u6226\u7565\u306f\u3001\u4e00\u90e8\u306e\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u624b\u6cd5\u306e\u7cbe\u5ea6\u3092\u8105\u304b\u3057\u307e\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u624b\u6cd5\u304c\u975e\u5e38\u306b\u9650\u5b9a\u3055\u308c\u305f\u7279\u6027\uff08\u6620\u50cf\u5185\u306e\u7570\u5e38\u306a\u307e\u3070\u305f\u304d\u7387\u306a\u3069\uff09\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u305d\u308c\u3089\u306e\u7279\u6027\u3092\u6301\u305f\u306a\u3044\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u4f5c\u6210\u624b\u6cd5\u304c\u958b\u767a\u3055\u308c\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u624b\u6cd5\u306e\u6c4e\u7528\u5316\u3084\u9032\u5316\u306e\u9045\u308c<\/h4><\/div><div class=\"fusion-text fusion-text-12\"><p>\u5e73\u305f\u304f\u8a00\u3046\u3068\u3001\u4e00\u90e8\u306e\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u6226\u7565\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5206\u91ce\u3068\u7570\u306a\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u3084\u52a0\u5de5\u6280\u8853\u3078\u306e\u6c4e\u7528\u6027\u304c\u4f4e\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<a href=\"https:\/\/hal.inria.fr\/hal-02862476\/document\" target=\"_blank\" rel=\"noopener\">\u30e4\u30aa\u30d5\u30a4\u30fb\u30ef\u30f3\u4ed6<\/a>\u306f\u8907\u6570\u306e\u753b\u50cf\u52a0\u5de5\u624b\u6cd5\u3092\u7528\u3044\u305f\u5b9f\u9a13\u306e\u4e00\u3064\u3067\u3001\u672c\u7269\u306e\u30d3\u30c7\u30aa\u3068\u30013\u7a2e\u985e\u306e\u52a0\u5de5\u6280\u8853\u3092\u7528\u3044\u3066\u4f5c\u6210\u3057\u305f\u30d5\u30a7\u30a4\u30af\u30d3\u30c7\u30aa\u3092\u57fa\u306b\u30013D\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u691c\u51fa\u5668\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3057\u305f\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u3068\u306f\u7570\u306a\u308b\u624b\u6cd5\u3067\u4f5c\u6210\u3055\u308c\u305f\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306e\u691c\u51fa\u3092\u30c6\u30b9\u30c8\u3057\u305f\u3068\u3053\u308d\u3001\uff08\u4ed6\u306e\u5b9f\u9a13\u3068\u6bd4\u8f03\u3057\u3066\uff09\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u4f4e\u4e0b\u304c\u8a8d\u3081\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u306b\u304a\u3044\u3066\u3001\u672a\u77e5\u306e\u5206\u91ce\u3078\u306e\u6c4e\u7528\u5316\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u4e00\u3064\u306b\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u3092\u5b9f\u4e16\u754c\u306b\u9069\u7528\u3059\u308b\u5834\u5408\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u672c\u5f53\u306e\u51fa\u51e6\u3084\u3001\u507d\u60c5\u5831\u306e\u691c\u51fa\u306a\u3069\u7279\u5b9a\u306e\u30b7\u30ca\u30ea\u30aa\u306b\u9069\u7528\u3055\u308c\u308b\u52a0\u5de5\u306e\u7a2e\u985e\u306f\u308f\u304b\u3089\u306a\u3044\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u304b\u3089\u3067\u3059\u3002\u307e\u305f\u3001\u65b0\u3057\u3044\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u4f5c\u6210\u624b\u6cd5\u304c\u958b\u767a\u3055\u308c\u308b\u306b\u3064\u308c\u3001\u6c4e\u7528\u6027\u306e\u4f4e\u3044\u6226\u7565\u306f\u3001\u3053\u308c\u3089\u306e\u624b\u6cd5\u3092\u30ab\u30d0\u30fc\u3059\u308b\u305f\u3081\u306b\u5e38\u306b\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3059\u308b\u5fc5\u8981\u304c\u751f\u3058\u307e\u3059\u3002\u4e00\u90e8\u306e\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u691c\u51fa\u624b\u6cd5\u306f\u4ed6\u306e\u3082\u306e\u3088\u308a\u672a\u77e5\u306e\u5206\u91ce\u3078\u306e\u6c4e\u7528\u6027\u304c\u9ad8\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u6226\u7565\u3092\u7279\u5b9a\u3057\u3001\u5236\u7d04\u306e\u306a\u3044\u8a2d\u5b9a\u306b\u9069\u5fdc\u3067\u304d\u308b\u691c\u51fa\u624b\u6cd5\u3092\u751f\u307f\u51fa\u3059\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<\/div><div 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fusion-text-13\"><p>\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u304c\u8513\u5ef6\u3059\u308b\u30aa\u30f3\u30e9\u30a4\u30f3\u306e\u4e16\u754c\u306b\u5165\u308b\u306e\u306f\u3001\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u306b\u5165\u308b\u3088\u3046\u306a\u3082\u306e\u3067\u3001\u305d\u3053\u306b\u4f55\u304c\u3042\u308b\u304b\u308f\u304b\u308a\u307e\u305b\u3093\u3002\u305d\u308c\u3068\u540c\u3058\u3088\u3046\u306b\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u305d\u306e\u6d3b\u7528\u4e8b\u4f8b\u306b\u5bfe\u3059\u308b\u6050\u308c\u306f\u30012000\u5e74\u4ee5\u964d\u9855\u8457\u3067\u3057\u305f\u3002\u4eca\u5f8c\u306f\u3001\u79c1\u305f\u3061\u306b\u5f79\u7acb\u3064\u3082\u306e\u304c\u306a\u3044\u304b\u8abf\u3079\u3066\u307f\u308b\u3053\u3068\u3092\u9078\u629e\u3059\u3079\u304d\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: 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