{"id":2164,"date":"2022-08-15T16:00:00","date_gmt":"2022-08-15T07:00:00","guid":{"rendered":"https:\/\/maru.nagoya\/?p=2164"},"modified":"2023-01-28T15:28:24","modified_gmt":"2023-01-28T06:28:24","slug":"basic_gan","status":"publish","type":"post","link":"https:\/\/maru.nagoya\/index.php\/2022\/08\/15\/basic_gan\/","title":{"rendered":"\u3010GAN\u3011\u7d75\u3092\u63cf\u304fAI \u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u306f"},"content":{"rendered":"\n<div class=\"wp-block-sgb-say\"><div class=\"sgb-block-say sgb-block-say--left\"><div class=\"sgb-block-say-avatar\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/13165124\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-13-16.51.14.png\" alt=\"\u7a32\u751f\" width=\"80\" height=\"80\" style=\"border-color:#eaedf2\"><div class=\"sgb-block-say-avatar__name\">\u7a32\u751f<\/div><\/div><div class=\"sgb-block-say-text\"><div class=\"sgb-block-say-text__content\" style=\"color:#333;border-color:#d5d5d5;background-color:#FFF\">\n<p class=\"wp-block-paragraph\">\u521d\u3081\u307e\u3057\u3066\u3002AI-Tech-Lab\u5317\u6d77\u9053\u652f\u90e8 \u5b66\u751f\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u7a32\u751f\u3067\u3059\u3002\u666e\u6bb5\u306f\u533b\u7642\u7cfb\u306e\u5927\u5b66\u9662\u3067\u653e\u5c04\u7dda\u6cbb\u7642 \u00d7 AI\u306e\u7814\u7a76\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span class=\"keiko_yellow\">\u4eca\u56de\u306f\u3053\u3053\u6570\u5e74\u6025\u6fc0\u306a\u76db\u308a\u4e0a\u304c\u308a\u3092\u898b\u305b\u3066\u3044\u308b\u3001<strong>\u7d75\u3092\u63cf\u304fAI(\u751f\u6210\u30e2\u30c7\u30eb)\u306e\u57fa\u790e\u3067\u3042\u308bGAN(\u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af)\u306b\u3064\u3044\u3066\u7d39\u4ecb<\/strong>\u3057\u307e\u3059\u3002<\/span><\/p>\n<span class=\"sgb-block-say-text__before\" style=\"border-right-color:#d5d5d5\"><\/span><span class=\"sgb-block-say-text__after\" style=\"border-right-color:#FFF\"><\/span><\/div><\/div><\/div><\/div>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u3082\u304f\u3058<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a5f5a0064535\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\" style='display:none' id=\"ez-toc-cssicon-toggle-item-6a5f5a0064535\"  aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/maru.nagoya\/index.php\/2022\/08\/15\/basic_gan\/#%E8%BF%91%E5%B9%B4%E3%81%AE%E7%B5%B5%E3%82%92%E6%8F%8F%E3%81%8FAI_%E7%94%9F%E6%88%90%E3%83%A2%E3%83%87%E3%83%AB_%E3%81%AB%E3%81%A4%E3%81%84%E3%81%A6\" >\u8fd1\u5e74\u306e\u7d75\u3092\u63cf\u304fAI (\u751f\u6210\u30e2\u30c7\u30eb) 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href=\"https:\/\/maru.nagoya\/index.php\/2022\/08\/15\/basic_gan\/#%E7%94%BB%E5%83%8F%E5%88%86%E9%A1%9E%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E5%BE%A9%E7%BF%92\" >\u753b\u50cf\u5206\u985e\u30e2\u30c7\u30eb\u306e\u5fa9\u7fd2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/maru.nagoya\/index.php\/2022\/08\/15\/basic_gan\/#GAN%E3%81%AE%E4%BB%95%E7%B5%84%E3%81%BF\" >GAN\u306e\u4ed5\u7d44\u307f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/maru.nagoya\/index.php\/2022\/08\/15\/basic_gan\/#%E6%89%8B%E6%9B%B8%E3%81%8D%E6%95%B0%E5%AD%97%E7%94%BB%E5%83%8F%E3%81%AE%E7%94%9F%E6%88%90\" >\u624b\u66f8\u304d\u6570\u5b57\u753b\u50cf\u306e\u751f\u6210<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/maru.nagoya\/index.php\/2022\/08\/15\/basic_gan\/#%E6%9C%80%E5%BE%8C%E3%81%AB_GAN%E3%81%AE%E7%A4%BE%E4%BC%9A%E5%AE%9F%E8%A3%85%E3%81%B8%E3%81%AE%E6%9C%9F%E5%BE%85\" >\u6700\u5f8c\u306b: GAN\u306e\u793e\u4f1a\u5b9f\u88c5\u3078\u306e\u671f\u5f85<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-0\"><span class=\"ez-toc-section\" id=\"%E8%BF%91%E5%B9%B4%E3%81%AE%E7%B5%B5%E3%82%92%E6%8F%8F%E3%81%8FAI_%E7%94%9F%E6%88%90%E3%83%A2%E3%83%87%E3%83%AB_%E3%81%AB%E3%81%A4%E3%81%84%E3%81%A6\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">\u8fd1\u5e74\u306e\u7d75\u3092\u63cf\u304fAI (\u751f\u6210\u30e2\u30c7\u30eb) \u306b\u3064\u3044\u3066<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u6570\u5e74\u3067\u7d75\u3092\u63cf\u304fAI(\u753b\u50cf\u751f\u6210\u30e2\u30c7\u30eb)\u306f\u6025\u6fc0\u306b\u9032\u5316\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u307e\u305f\u3001<strong>AI\u304c\u672c\u7269\u3068\u533a\u5225\u304c\u3064\u304b\u306a\u3044\u3088\u3046\u306a\u753b\u50cf\u3084\u52d5\u753b\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u60aa\u7528\u3055\u308c\u308b\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af<\/strong>(\u30a6\u30af\u30e9\u30a4\u30ca\u6226\u4e89\u3067\u3082\u30bc\u30ec\u30f3\u30b9\u30ad\u30fc\u5927\u7d71\u9818\u306e\u30d5\u30a7\u30a4\u30af\u52d5\u753b\u304c\u62e1\u6563\u3055\u308c\u307e\u3057\u305f)\u3068\u3057\u3066\u30cb\u30e5\u30fc\u30b9\u306a\u3069\u3067\u898b\u805e\u304d\u3057\u305f\u3053\u3068\u304c\u3042\u308b\u4eba\u3082\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/15011228\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-15-1.12.11.png\" alt=\"\" class=\"wp-image-2176\" width=\"557\" height=\"367\" srcset=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/15011228\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-15-1.12.11.png 557w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/15011228\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-15-1.12.11-300x198.png 300w\" sizes=\"auto, (max-width: 557px) 100vw, 557px\" \/><figcaption>(\u5f15\u7528: <a href=\"https:\/\/www.fnn.jp\/articles\/-\/333829\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.fnn.jp\/articles\/-\/333829<\/a>)<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><span class=\"keiko_yellow\">\u4eca\u56de\u306f\u3001<strong>\u3053\u308c\u3089\u306e\u3088\u3046\u306bAI\u304c\u306a\u305c\u3053\u3093\u306a\u306b\u3082\u672c\u7269\u3089\u3057\u3044\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u304b\u306b\u3064\u3044\u3066\u3001\u8fd1\u5e74\u306e\u751f\u6210\u30e2\u30c7\u30eb\u306e\u57fa\u790e\u3068\u306a\u3063\u305f\u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(GAN)\u306e\u4ed5\u7d44\u307f\u3068\u5171\u306b\u89e3\u8aac<\/strong>\u3057\u3066\u884c\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-1\"><span class=\"ez-toc-section\" id=\"%E6%95%B5%E5%AF%BE%E7%9A%84%E7%94%9F%E6%88%90%E3%83%8D%E3%83%83%E3%83%88%E3%83%AF%E3%83%BC%E3%82%AFGAN%E3%81%AE%E6%A6%82%E8%A6%81\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">\u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(GAN)\u306e\u6982\u8981<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-2\"><span class=\"ez-toc-section\" id=\"%E6%95%B5%E5%AF%BE%E7%9A%84%E7%94%9F%E6%88%90%E3%83%8D%E3%83%83%E3%83%88%E3%83%AF%E3%83%BC%E3%82%AFGAN%E3%81%A8%E3%81%AF\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(GAN)\u3068\u306f<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><span class=\"keiko_yellow\">\u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(GAN)\u3068\u306f\u3001<strong>\u8b58\u5225\u5668\u3068\u751f\u6210\u5668\u3068\u547c\u3070\u308c\u308b2\u7a2e\u985e\u306eAI(\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af)\u304c\u305d\u306e\u540d\u306e\u901a\u308a&#8221;\u6575\u5bfe\u7684&#8221;\u306b\u5b66\u7fd2\u3059\u308b\u30e2\u30c7\u30eb<\/strong>\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u30892\u3064\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u5ea6\u3005\u672c\u7269\u3089\u3057\u3044\u507d\u7269\u3092\u4f5c\u308b\u507d\u9020\u8005\u3068\u3001\u507d\u7269\u3068\u672c\u7269\u3092\u898b\u5206\u3051\u308b\u9451\u5b9a\u58eb\u306b\u4f8b\u3048\u3089\u308c\u307e\u3059\u3002\u507d\u9020\u8005\u304c\u3088\u308a\u7cbe\u5de7\u306a\u507d\u7269\u3092\u4f5c\u308a\u9451\u5b9a\u58eb\u3092\u9a19\u305d\u3046\u3068\u3059\u308c\u3070\u3001\u9451\u5b9a\u58eb\u306f\u3088\u308a\u6b63\u78ba\u306b\u672c\u7269\u3068\u507d\u7269\u3092\u898b\u5206\u3051\u3089\u308c\u308b\u3088\u3046\u306b\u5b66\u7fd2\u3057\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b<strong><span class=\"keiko_yellow\">\u4e92\u3044\u306b\u6575\u5bfe\u3059\u308b\u3088\u3046\u306b\u5b66\u7fd2\u3092\u304f\u308a\u8fd4\u3059\u3053\u3068\u3067\u3001\u751f\u6210\u5668\u306f\u672c\u7269\u3068\u898b\u5206\u3051\u306e\u3064\u304b\u306a\u3044\u507d\u7269\u3092\u751f\u6210\u3067\u304d\u308b<\/span><\/strong><span class=\"keiko_yellow\">\u3088\u3046\u306b\u306a\u308a\u307e\u3059<\/span><strong><span class=\"keiko_yellow\">\u3002<\/span><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"969\" height=\"358\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/24122703\/image.png\" alt=\"\" class=\"wp-image-2255\" srcset=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/24122703\/image.png 969w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/24122703\/image-300x111.png 300w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/24122703\/image-768x284.png 768w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/24122703\/image-940x347.png 940w\" sizes=\"auto, (max-width: 969px) 100vw, 969px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-3\"><span class=\"ez-toc-section\" id=\"%E7%94%BB%E5%83%8F%E5%88%86%E9%A1%9E%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E5%BE%A9%E7%BF%92\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u753b\u50cf\u5206\u985e\u30e2\u30c7\u30eb\u306e\u5fa9\u7fd2<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u3067\u306f\u753b\u50cf\u5206\u985e\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u7c21\u5358\u306b\u5fa9\u7fd2\u3057\u307e\u3059\u3002\u57fa\u672c\u7684\u306a\u753b\u50cf\u5206\u985e\u30e2\u30c7\u30eb\u306f\u4e0b\u306e\u56f3\u306e\u3088\u3046\u306b\u753b\u50cf\u3068\u3001\u305d\u306e\u753b\u50cf\u306e\u5185\u5bb9\u3092\u8868\u3059\u6b63\u89e3\u30e9\u30d9\u30eb\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u672a\u77e5\u306e\u5165\u529b\u753b\u50cf\u304c\u3069\u306e\u30e9\u30d9\u30eb\u306b\u8a72\u5f53\u3059\u308b\u304b\u3092\u4e88\u6e2c\u3057\u3001\u305d\u306e\u78ba\u7387\u3092\u51fa\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span class=\"keiko_yellow\">GAN\u306e\u8b58\u5225\u5668\u306f\u5165\u529b\u3055\u308c\u305f\u753b\u50cf\u304c\u672c\u7269\u304b\u507d\u7269\u306e\u3069\u3061\u3089\u304b\u3067\u3042\u308b\u304b\u3092\u8b58\u5225\u3057\u307e\u3059\u3002\u8a00\u3044\u63db\u3048\u308b\u3068\u3001<strong>\u8b58\u5225\u5668\u306f\u6b63\u89e3\u30e9\u30d9\u30eb\u304c\u672c\u7269\u753b\u50cf\u3067\u3042\u308b\u304b\u3001\u751f\u6210\u5668\u306b\u3088\u308b\u751f\u6210\u753b\u50cf(\u507d\u7269)\u3067\u3042\u308b\u304b\u306e\u753b\u50cf\u5206\u985e\u30e2\u30c7\u30eb<\/strong>\u3068\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/24133413\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-24-13.32.01-1024x723.jpg\" alt=\"\" class=\"wp-image-2256\" width=\"486\" height=\"342\" srcset=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/24133413\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-24-13.32.01-1024x723.jpg 1024w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/24133413\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-24-13.32.01-300x212.jpg 300w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/24133413\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-24-13.32.01-768x542.jpg 768w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/24133413\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-24-13.32.01-940x664.jpg 940w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/24133413\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-24-13.32.01.jpg 1224w\" sizes=\"auto, (max-width: 486px) 100vw, 486px\" \/><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-4\"><span class=\"ez-toc-section\" id=\"GAN%E3%81%AE%E4%BB%95%E7%B5%84%E3%81%BF\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">GAN\u306e\u4ed5\u7d44\u307f<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d9a\u3044\u3066\u751f\u6210\u5668\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\u751f\u6210\u5668\u306f\u753b\u50cf\u5206\u985e\u30e2\u30c7\u30eb\u306e\u5165\u529b\u5c64\u3068\u51fa\u529b\u5c64\u3092\u5165\u308c\u66ff\u3048\u305f\u3088\u3046\u306a\u5f62\u72b6\u3092\u3057\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a<strong>\u751f\u6210\u5668\u306e\u5165\u529b\u306f\u6570\u5b57\u306e\u7f85\u5217(\u4e71\u6570\u30d9\u30af\u30c8\u30eb)\u3067\u3001\u753b\u50cf\u3092\u51fa\u529b<\/strong>\u3057\u307e\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/20170620\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-20-17.05.49.png\" alt=\"\" class=\"wp-image-2230\"><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u306e\u56f3\u3067\u306f\u51fa\u529b\u753b\u50cf\u306f\u624b\u66f8\u304d\u6570\u5b57\u306e7\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u5b9f\u969b\u306b\u306f\u751f\u6210\u5668\u5358\u4f53\u3067\u306f\u3053\u306e\u3088\u3046\u306a\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u305d\u3053\u3067\u3001<span class=\"keiko_yellow\"><strong>\u751f\u6210\u5668\u304c\u8b58\u5225\u5668\u3092\u9a19\u3059(\u8b58\u5225\u5668\u304c\u672c\u7269\u753b\u50cf\u3068\u8b58\u5225\u3057\u3066\u3057\u307e\u3046\u3088\u3046\u306a\u753b\u50cf\u3092\u751f\u6210\u3059\u308b)\u3068\u3044\u3046\u76ee\u7684\u3092\u6301\u3063\u3066\u5b66\u7fd2\u3092\u884c\u3046<\/strong>\u3053\u3068\u3067\u672c\u7269\u306e\u624b\u66f8\u304d\u6570\u5b57\u753b\u50cf\u306b\u9650\u308a\u306a\u304f\u8fd1\u3044\u753b\u50cf\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u306e\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-5\"><span class=\"ez-toc-section\" id=\"%E6%89%8B%E6%9B%B8%E3%81%8D%E6%95%B0%E5%AD%97%E7%94%BB%E5%83%8F%E3%81%AE%E7%94%9F%E6%88%90\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">\u624b\u66f8\u304d\u6570\u5b57\u753b\u50cf\u306e\u751f\u6210<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u3067\u306f\u5177\u4f53\u7684\u306bGAN\u306e\u5b66\u7fd2\u904e\u7a0b\u3092\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u6b63\u89e3\u30e9\u30d9\u30eb\u3092\u672c\u7269\u753b\u50cf: 0\u3001\u751f\u6210\u753b\u50cf: 1\u3068\u3059\u308b\u3068\u8b58\u5225\u5668\u306f\u5165\u529b\u753b\u50cf\u306b\u5bfe\u3057\u3066\u3053\u308c\u3089\u3092\u6b63\u3057\u304f\u51fa\u529b\u3059\u308b\u3088\u3046\u306b\u3001\u751f\u6210\u5668\u306f\u8b58\u5225\u5668\u304c0\u3068\u51fa\u529b\u3057\u3066\u3057\u307e\u3046\u3088\u3046\u306a\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u3088\u3046\u306b\u5b66\u7fd2\u3059\u308b\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/20170748\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-15-3.24.34-1024x443.png\" alt=\"\" class=\"wp-image-2231\"><\/figure>\n<\/div>\n\n\n<div class=\"wp-block-sgb-timeline\"><div class=\"sgb-tl\">\n<div class=\"wp-block-sgb-timeline-item sgb-tl-item\"><div class=\"sgb-tl-item__label--default\"><\/div><div class=\"sgb-tl-item__title\">\u753b\u50cf\u306e\u751f\u6210<\/div><div class=\"sgb-tl-item__main\">\n<p class=\"wp-block-paragraph\">\u524d\u8ff0\u3057\u305f\u3088\u3046\u306b\u751f\u6210\u5668\u5358\u4f53\u3067\u306f\u30ea\u30a2\u30eb\u306a\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002\u4e0b\u56f3\u306e\u3088\u3046\u306b<strong>\u5b66\u7fd2\u958b\u59cb\u76f4\u5f8c\u306e\u751f\u6210\u5668\u306f\u305f\u3060\u306e\u30ce\u30a4\u30ba\u753b\u50cf\u3092\u51fa\u529b<\/strong>\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u3001<strong><span class=\"keiko_yellow\">\u5b66\u7fd2\u958b\u59cb\u76f4\u5f8c\u306e\u8b58\u5225\u5668\u306f\u672c\u7269\u753b\u50cf\u307e\u305f\u306f\u751f\u6210\u753b\u50cf\u304c\u3069\u306e\u3088\u3046\u306a\u753b\u50cf\u304b\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u305f\u3060\u306e\u30ce\u30a4\u30ba\u753b\u50cf\u3067\u3082\u6b63\u3057\u304f\u8b58\u5225\u3067\u304d\u307e\u305b\u3093\u3002<\/span><\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/20170834\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-15-3.38.12-1024x256.png\" alt=\"\" class=\"wp-image-2232\"><figcaption>(\u5b66\u7fd2\u958b\u59cb\u76f4\u5f8c\u3067\u306f\u305f\u3060\u306e\u30ce\u30a4\u30ba\u753b\u50cf\u3067\u3082\u672c\u7269\u753b\u50cf\u3068\u8b58\u5225\u3055\u308c\u3066\u3057\u307e\u3046\u5834\u5408\u3082)<\/figcaption><\/figure>\n<\/div><\/div><div class=\"sgb-tl-item__marker main-bdr main-bc\"><\/div><\/div>\n\n\n\n<div class=\"wp-block-sgb-timeline-item sgb-tl-item\"><div class=\"sgb-tl-item__label--default\"><\/div><div class=\"sgb-tl-item__title\">\u8b58\u5225\u5668\u306e\u5b66\u7fd2<\/div><div class=\"sgb-tl-item__main\">\n<p class=\"wp-block-paragraph\">\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001<span class=\"keiko_yellow\"><strong>\u8b58\u5225\u5668\u304c\u672c\u7269\u753b\u50cf\u3068\u30ce\u30a4\u30ba\u753b\u50cf\u3092\u6b63\u3057\u304f\u8b58\u5225\u3067\u304d\u308b\u3088\u3046\u306b\u5b66\u7fd2<\/strong>\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/20170914\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-15-3.38.20-1024x354.png\" alt=\"\" class=\"wp-image-2233\"><\/figure>\n<\/div><div class=\"sgb-tl-item__marker main-bdr main-bc\"><\/div><\/div>\n\n\n\n<div class=\"wp-block-sgb-timeline-item sgb-tl-item\"><div class=\"sgb-tl-item__label--default\"><\/div><div class=\"sgb-tl-item__title\">\u751f\u6210\u5668\u306e\u5b66\u7fd2<\/div><div class=\"sgb-tl-item__main\">\n<p class=\"wp-block-paragraph\">\u7d9a\u3044\u3066\u3001<span class=\"keiko_yellow\">\u751f\u6210\u5668\u304c\u30ce\u30a4\u30ba\u753b\u50cf\u3068\u672c\u7269\u753b\u50cf\u3092\u6b63\u3057\u304f\u8b58\u5225\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f<strong>\u8b58\u5225\u5668\u3092\u518d\u5ea6\u9a19\u3059\u3088\u3046\u306a\u753b\u50cf\u3092\u751f\u6210\u3057\u3088\u3046\u3068\u5b66\u7fd2<\/strong>\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/24141716\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-15-3.19.41-1024x441-1.png\" alt=\"\" class=\"wp-image-2257\"><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u30b9\u30c6\u30c3\u30d71\u306e\u3082\u306e\u3068\u6bd4\u3079\u308b\u3068<strong>\u5c11\u3057\u624b\u66f8\u304d\u6570\u5b57\u3089\u3057\u3044\u753b\u50cf\u304c\u751f\u6210<\/strong>\u3055\u308c\u307e\u3057\u305f\u3002\u305d\u3057\u3066\u3001<strong>\u8b58\u5225\u5668\u306f\u3053\u306e\u753b\u50cf\u3092\u672c\u7269\u753b\u50cf\u3067\u3042\u308b\u3068\u8aa4\u3063\u3066\u8b58\u5225<\/strong>\u3057\u3066\u3057\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u518d\u3073\u30b9\u30c6\u30c3\u30d72\u306e\u3088\u3046\u306b\u8b58\u5225\u5668\u306f\u3053\u306e\u3088\u3046\u306a\u751f\u6210\u753b\u50cf\u3068\u672c\u7269\u753b\u50cf\u3092\u8b58\u5225\u3067\u304d\u308b\u3088\u3046\u306b\u5b66\u7fd2\u3057\u3001\u3055\u3089\u306b\u751f\u6210\u5668\u306f\u30b9\u30c6\u30c3\u30d73\u306e\u3088\u3046\u306b\u5b66\u7fd2\u304c\u9032\u3093\u3060\u8b58\u5225\u5668\u3092\u9a19\u3059\u3088\u3046\u306b<strong>\u5b66\u7fd2\u3092\u4f55\u5ea6\u3082\u7e70\u308a\u8fd4\u3057\u307e\u3059<\/strong>\u3002<span class=\"keiko_yellow\">\u6700\u7d42\u7684\u306b\u306f\u4e0b\u56f3\u306e\u3088\u3046\u306b\u304b\u306a\u308a\u624b\u66f8\u304d\u6570\u5b57\u753b\u50cf\u306b\u8fd1\u3044\u753b\u50cf\u304c\u751f\u6210\u3067\u304d\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/08\/15035409\/%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%BC%E3%83%B3%E3%82%B7%E3%83%A7%E3%83%83%E3%83%88-2022-08-15-3.53.53-1024x308.png\" alt=\"\" class=\"wp-image-2195\"><\/figure>\n<\/div><div class=\"sgb-tl-item__marker main-bdr main-bc\"><\/div><\/div>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-6\"><span class=\"ez-toc-section\" id=\"%E6%9C%80%E5%BE%8C%E3%81%AB_GAN%E3%81%AE%E7%A4%BE%E4%BC%9A%E5%AE%9F%E8%A3%85%E3%81%B8%E3%81%AE%E6%9C%9F%E5%BE%85\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">\u6700\u5f8c\u306b: GAN\u306e\u793e\u4f1a\u5b9f\u88c5\u3078\u306e\u671f\u5f85<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\u306bGAN\u306e\u5fdc\u7528\u4f8b\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u306e\u5192\u982d\u3067\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3068\u3044\u3046\u3088\u3046\u306bGAN\u3092\u60aa\u7528\u3057\u305f\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u304c\u3001<strong>GAN\u306f\u826f\u3044\u65b9\u5411\u3067\u3082\u793e\u4f1a\u5b9f\u88c5\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/strong>\u4f8b\u3048\u3070<strong><span class=\"keiko_yellow\">\u5e0c\u5c11\u75be\u60a3\u753b\u50cf\u306e\u751f\u6210\u306b\u3088\u308b\u533b\u7642\u306b\u304a\u3051\u308b\u753b\u50cf\u8a3a\u65adAI\u306e\u7cbe\u5ea6\u5411\u4e0a<\/span><\/strong>\u3067\u3059\u3002\u533b\u7642\u753b\u50cf\u306e\u5206\u91ce\u3067\u306f\u4ed6\u306e\u5206\u91ce\u3068\u6bd4\u8f03\u3057\u3066\u60a3\u8005\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fb5\u5bb3\u306e\u6050\u308c\u306a\u3069\u304b\u3089\u5927\u898f\u6a21\u3067\u30aa\u30fc\u30d7\u30f3\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u308b\u3053\u3068\u304c\u96e3\u3057\u3044\u3067\u3059\u3002\u3055\u3089\u306b\u5e0c\u5c11\u75be\u60a3\u306b\u95a2\u3057\u3066\u306f\u305d\u3082\u305d\u3082\u5b58\u5728\u3057\u3066\u3044\u308b\u753b\u50cf\u304c\u5c11\u306a\u3044\u3068\u3044\u3046\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u554f\u984c\u304b\u3089\u533b\u7642\u753b\u50cf\u3067\u306fAI\u306e\u6d3b\u7528\u304c\u4ed6\u306e\u5206\u91ce\u3068\u6bd4\u3079\u3066\u9032\u3093\u3067\u6765\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u305d\u3053\u3067\u3001<strong><span class=\"keiko_yellow\">\u672c\u7269\u306b\u9650\u308a\u306a\u304f\u8fd1\u3044\u753b\u50cf\u3092\u751f\u6210\u3067\u304d\u308bGAN\u304c<\/span><\/strong><span class=\"keiko_yellow\">\u6bd4\u8f03\u7684\u5c11\u91cf\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u5927\u91cf\u306b<\/span><strong><span class=\"keiko_yellow\">\u753b\u50cf\u3092\u751f\u6210\u3057\u3001\u305d\u306e\u751f\u6210\u753b\u50cf\u3092\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3059\u308b\u3053\u3068\u3067\u753b\u50cf(\u5206\u985e)\u8a3a\u65ad\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b<\/span><\/strong><span class=\"keiko_yellow\">\u53ef\u80fd\u6027\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/span>(M. Frid-Adar, <em>et. al., IEEE <\/em>(2018) <a href=\"https:\/\/arxiv.org\/abs\/1801.02385\">https:\/\/arxiv.org\/abs\/1801.02385<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GAN\u306f\u5192\u982d\u3067\u8aac\u660e\u3057\u305f\u3088\u3046\u306a\u7d75\u3092\u63cf\u304fAI\u3068\u3057\u3066\u8fd1\u5e74\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u304c\u3001\u672a\u3060\u672c\u683c\u7684\u306a\u793e\u4f1a\u5b9f\u88c5\u306b\u306f\u81f3\u3063\u3066\u3044\u306a\u3044\u3068\u601d\u308f\u308c\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u306e\u3088\u3046\u306b\u60aa\u7528\u4f8b\u304c\u5148\u7acb\u3063\u3066\u3057\u307e\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u4eca\u5f8c\u306f\u533b\u7642\u306a\u3069\u69d8\u3005\u306a\u5206\u91ce\u3067\u306e\u4eba\u9593\u793e\u4f1a\u306b\u5bfe\u3057\u3066\u5584\u3044\u65b9\u5411\u3067\u306e\u6d3b\u7528\u306b\u671f\u5f85\u3057\u305f\u3044\u3082\u306e\u3067\u3059\u306d\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u3053\u6570\u5e74\u3067\u7d75\u3092\u63cf\u304fAI(\u753b\u50cf\u751f\u6210\u30e2\u30c7\u30eb)\u306f\u6025\u6fc0\u306b\u9032\u5316\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u307e\u305f\u3001AI\u304c\u672c\u7269\u3068\u533a\u5225\u304c\u3064\u304b\u306a\u3044\u3088\u3046\u306a\u753b\u50cf\u3084\u52d5\u753b\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u60aa\u7528\u3055\u308c\u308b\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af(\u30a6\u30af\u30e9\u30a4\u30ca\u6226\u4e89\u3067\u3082\u30bc\u30ec\u30f3\u30b9\u30ad\u30fc\u5927\u7d71\u9818\u306e\u30d5\u30a7\u30a4\u30af\u52d5\u753b\u304c\u62e1\u6563\u3055\u308c\u307e &#8230; <\/p>\n","protected":false},"author":8,"featured_media":2139,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[11],"tags":[6,5],"class_list":["post-2164","post","type-post","status-publish","format-standard","has-post-thumbnail","category-artificial-intelligence","tag-dl","tag-ml"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u7a32\u751f \u521d\u3081\u307e\u3057\u3066\u3002AI-Tech-Lab\u5317\u6d77\u9053\u652f\u90e8 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