{"version":"1.0","provider_name":"UX TIMES","provider_url":"https:\/\/uxdaystokyo.com\/articles","author_name":"\u5927\u672c \u3042\u304b\u306d","author_url":"https:\/\/uxdaystokyo.com\/articles\/author\/akaneohmoto\/","title":"GAN | UX TIMES","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"9j7Fy8gKZB\"><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/gan\/\">GAN<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/gan\/embed\/#?secret=9j7Fy8gKZB\" width=\"600\" height=\"338\" title=\"&#8220;GAN&#8221; &#8212; UX TIMES\" data-secret=\"9j7Fy8gKZB\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script>\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n\/\/# sourceURL=https:\/\/uxdaystokyo.com\/articles\/wp-includes\/js\/wp-embed.min.js\n<\/script>\n","thumbnail_url":"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/generative-adversarial-networks.jpg","thumbnail_width":1080,"thumbnail_height":1080,"description":"GAN\uff08\u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u3068\u306f\u3001GAN\u306f\u300c\u751f\u6210\u5668\uff08Generator\uff09\u300d\u3068\u300c\u8b58\u5225\u5668\uff08Discriminator\uff09\u300d\u3068\u3044\u3046\u4e8c\u3064\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u7af6\u308f\u305b\u308b\u4ed5\u7d44\u307f\u3067\u6210\u308a\u7acb\u3064\u3002\u751f\u6210\u5668\u306f\u300c\u672c\u7269\u305d\u3063\u304f\u308a\u306e\u507d\u7269\u30c7\u30fc\u30bf\u300d\u3092\u4f5c\u308a\u51fa\u3057\u3001\u8b58\u5225\u5668\u306f\u300c\u672c\u7269\u304b\u507d\u7269\u304b\u3092\u898b\u5206\u3051\u308b\u300d\u5f79\u5272\u3092\u62c5\u3046\u3002 \u3053\u306e\u7af6\u4e89\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3067\u3001\u751f\u6210\u5668\u306f\u6b21\u7b2c\u306b\u672c\u7269\u306b\u6975\u3081\u3066\u8fd1\u3044\u30c7\u30fc\u30bf\u3092\u751f\u307f\u51fa\u305b\u308b\u3088\u3046\u306b\u306a\u308b\u306e\u3067\u3042\u308b\u3002  \u4eba\u5de5\u77e5\u80fd\u306b\u304a\u3051\u308b\u751f\u6210\u30e2\u30c7\u30eb\u306e\u4e00\u7a2e\u3067\u3042\u308b\u3002\u7814\u7a76\u8005\u3084\u5b9f\u52d9\u8005\u306e\u9593\u3067\u3082\u300c\u30b8\u30fc\u30a8\u30fc\u30a8\u30cc\u300d\u3068\u30a2\u30eb\u30d5\u30a1\u30d9\u30c3\u30c8\u8aad\u307f\u3059\u308b\u3053\u3068\u3082\u3042\u308b\u304c\u3001\u4e00\u822c\u7684\u306b\u306f\u300c\u30ac\u30f3\u300d\u3068\u547c\u3070\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3002 \u63d0\u5531\u8005     \u30a4\u30a2\u30f3\u30fb\u30b0\u30c3\u30c9\u30d5\u30a7\u30ed\u30fc\uff08Ian Goodfellow\uff09GAN\u306e\u751f\u307f\u306e\u89aa\u3067\u3042\u308a\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u7814\u7a76\u3092\u727d\u5f15\u3057\u305f\u4eba\u7269\u3067\u3042\u308b\u3002   \u30c7\u30b6\u30a4\u30f3\u306b\u304a\u3051\u308b\u5229\u7528\u65b9\u6cd5 \u30c7\u30b6\u30a4\u30f3\u3084UX\u306e\u9818\u57df\u306b\u304a\u3044\u3066\u3001GAN\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u3002     \u30d3\u30b8\u30e5\u30a2\u30eb\u30c7\u30b6\u30a4\u30f3\u306e\u81ea\u52d5\u751f\u6210GAN\u306f\u65b0\u3057\u3044\u30ed\u30b4\u3001\u80cc\u666f\u30d1\u30bf\u30fc\u30f3\u3001UI\u8981\u7d20\u306a\u3069\u3092\u81ea\u52d5\u751f\u6210\u3067\u304d\u308b\u3002\u305f\u3068\u3048\u3070\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u306e\u4e16\u754c\u89b3\u306b\u5408\u308f\u305b\u305f\u6570\u767e\u7a2e\u985e\u306e\u30c7\u30b6\u30a4\u30f3\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u77ed\u6642\u9593\u3067\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3042\u308b\u3002    \u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u306e\u9ad8\u901f\u5316\u307e\u3060\u5b58\u5728\u3057\u306a\u3044\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3084\u7a7a\u9593\u306e\u30d3\u30b8\u30e5\u30a2\u30eb\u3092GAN\u3067\u4f5c\u6210\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u691c\u8a0e\u3084A\/B\u30c6\u30b9\u30c8\u306b\u6d3b\u7528\u3067\u304d\u308b\u3002    \u30e6\u30fc\u30b6\u30fc\u30ea\u30b5\u30fc\u30c1\u3067\u306e\u30b7\u30ca\u30ea\u30aa\u518d\u73feGAN\u3092\u4f7f\u3063\u3066\u300c\u591a\u69d8\u306a\u30e6\u30fc\u30b6\u30fc\u306e\u9854\u753b\u50cf\u300d\u3084\u300c\u60f3\u5b9a\u3055\u308c\u308b\u5229\u7528\u74b0\u5883\u306e\u98a8\u666f\u300d\u3092\u751f\u6210\u3057\u3001\u5b9f\u969b\u306e\u30da\u30eb\u30bd\u30ca\u306b\u8fd1\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u64ec\u4f3c\u7684\u306b\u518d\u73fe\u3059\u308b\u3053\u3068\u3067\u3001UX\u30b7\u30ca\u30ea\u30aa\u306e\u691c\u8a0e\u304c\u73fe\u5b9f\u5473\u3092\u5e2f\u3073\u308b\u3002    \u6587\u5316\u7684\u30fb\u611f\u6027\u7684\u30c7\u30b6\u30a4\u30f3\u305f\u3068\u3048\u3070GAN\u3092\u4f7f\u3063\u3066\u300c\u6d6e\u4e16\u7d75\u98a8\u306eUI\u30c6\u30fc\u30de\u300d\u3084\u300c\u8fd1\u672a\u6765\u7684\u306a\u5efa\u7bc9\u30a4\u30e1\u30fc\u30b8\u300d\u3092\u751f\u6210\u3057\u3001\u6587\u5316\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u878d\u5408\u3057\u305f\u65b0\u3057\u3044\u8868\u73fe\u3092\u8a66\u307f\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3042\u308b\u3002   \u30c7\u30b6\u30a4\u30f3\u306b\u304a\u3051\u308b\u4e8b\u4f8b    EC\u30b5\u30a4\u30c8\u306e\u5546\u54c1\u5199\u771f\u751f\u6210\u5b9f\u969b\u306b\u64ae\u5f71\u3057\u3066\u3044\u306a\u3044\u30ab\u30e9\u30fc\u3084\u7d20\u6750\u306e\u670d\u3092GAN\u3067\u751f\u6210\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u591a\u5f69\u306a\u9078\u629e\u80a2\u3092\u63d0\u793a\u3059\u308b\u3002    \u6559\u80b2\u30b3\u30f3\u30c6\u30f3\u30c4\u6b74\u53f2\u6559\u6750\u306b\u304a\u3044\u3066\u3001GAN\u3067\u300c\u5f53\u6642\u306e\u8857\u4e26\u307f\u300d\u3084\u300c\u5931\u308f\u308c\u305f\u6587\u5316\u8ca1\u300d\u3092\u5fa9\u5143\u3057\u3001\u5b66\u7fd2\u4f53\u9a13\u3092\u8c4a\u304b\u306b\u3059\u308b\u3002    \u30a4\u30f3\u30af\u30eb\u30fc\u30b7\u30d6\u30c7\u30b6\u30a4\u30f3\u591a\u69d8\u306a\u4eba\u7a2e\u30fb\u5e74\u9f62\u30fb\u4f53\u578b\u306e\u30a2\u30d0\u30bf\u30fc\u3092\u751f\u6210\u3057\u3001UI\u3084\u30b5\u30fc\u30d3\u30b9\u304c\u7570\u306a\u308b\u30e6\u30fc\u30b6\u30fc\u5c64\u306b\u3068\u3063\u3066\u4f7f\u3044\u3084\u3059\u3044\u304b\u3092\u691c\u8a3c\u3059\u308b\u3002   6\u7a2e\u985e\u306e\u751f\u6210AI\u30e2\u30c7\u30eb \u751f\u6210AI\u5168\u4f53\u3068\u3057\u3066\u306f \u8a00\u8a9e\u30fb\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u52d5\u753b\u30fb3D\u30fb\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb \u306a\u3069\u591a\u69d8\u306a\u5206\u91ce\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u3002 1.\u8a00\u8a9e\u30e2\u30c7\u30eb   LLM\uff08Large Language Model\uff092017\u5e74\u306bGoogle\u306e\u7814\u7a76\u30c1\u30fc\u30e0\u304c\u767a\u8868\u3057\u305f\u300cAttention is All You Need\u300d\u00a0\u8ad6\u6587\u4e8b\u4f8b\uff1a\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3084\u30ec\u30b9\u30c8\u30e9\u30f3\u4e88\u7d04\u306a\u3069\u3002  2.\u753b\u50cf\u751f\u6210\u7cfb    GAN\uff08Generative Adversarial Networks\uff09\u751f\u6210\u5668\uff08Generator\uff09\u3068\u8b58\u5225\u5668\uff08Discriminator\uff09\u306e\u4e8c\u8005\u304c\u7af6\u3044\u5408\u3046\u4ed5\u7d44\u307f\u3092\u5229\u7528\u3057\u3001\u30ea\u30a2\u30eb\u306a\u753b\u50cf\u3084\u6620\u50cf\u3092\u751f\u6210\u3059\u308b\u3002\u4e8b\u4f8b\uff1a\u4eba\u7269\u306e\u30d5\u30a7\u30a4\u30af\u5199\u771f\u751f\u6210\u3001\u30d5\u30a1\u30c3\u30b7\u30e7\u30f3\u30c7\u30b6\u30a4\u30f3\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u4f5c\u6210\u3002    \u62e1\u6563\u30e2\u30c7\u30eb\uff08Diffusion Models, \u4f8b: Stable Diffusion, DALL\u00b7E\uff09\u30ce\u30a4\u30ba\u304b\u3089\u5f90\u3005\u306b\u753b\u50cf\u3092\u5fa9\u5143\u3059\u308b\u4ed5\u7d44\u307f\u3092\u6301\u3064\u3002GAN\u3088\u308a\u5b89\u5b9a\u7684\u3067\u9ad8\u89e3\u50cf\u5ea6\u306e\u751f\u6210\u304c\u53ef\u80fd\u3067\u3042\u308b\u3002\u4e8b\u4f8b\uff1a\u5e83\u544a\u30d3\u30b8\u30e5\u30a2\u30eb\u306e\u4f5c\u6210\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u306e\u30b3\u30f3\u30bb\u30d7\u30c8\u30a2\u30fc\u30c8\u751f\u6210\u3002    3. \u52d5\u753b\u751f\u6210\u7cfb    Video Diffusion \/ VideoGAN\u62e1\u6563\u30e2\u30c7\u30eb\u3084GAN\u3092\u52d5\u753b\u306b\u62e1\u5f35\u3057\u305f\u3082\u306e\u3067\u3042\u308b\u3002\u9023\u7d9a\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u3092\u81ea\u7136\u306b\u3064\u306a\u304e\u3001\u9ad8\u54c1\u8cea\u306a\u6620\u50cf\u3092\u751f\u6210\u3067\u304d\u308b\u3002\u4e8b\u4f8b\uff1aUI\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u4f5c\u6210\u3001\u5e83\u544a\u52d5\u753b\u306e\u81ea\u52d5\u751f\u6210\u3002   4.\u97f3\u58f0\u30fb\u97f3\u697d\u751f\u6210\u7cfb    \u97f3\u58f0\u5408\u6210\u30e2\u30c7\u30eb\uff08TTS: Text-to-Speech, \u4f8b: Tacotron, VALL-E\uff09\u30c6\u30ad\u30b9\u30c8\u3092\u4eba\u9593\u3089\u3057\u3044\u97f3\u58f0\u306b\u5909\u63db\u3059\u308b\u3002\u58f0\u8cea\u3084\u611f\u60c5\u8868\u73fe\u306e\u8abf\u6574\u3082\u53ef\u80fd\u3067\u3042\u308b\u3002\u4e8b\u4f8b\uff1a\u30ca\u30ec\u30fc\u30b7\u30e7\u30f3\u4ed8\u304dUX\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3001\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u30dc\u30a4\u30b9\u306e\u81ea\u52d5\u751f\u6210\u3002    \u97f3\u697d\u751f\u6210\u30e2\u30c7\u30eb\uff08\u4f8b: Jukebox, MusicLM\uff09\u7279\u5b9a\u306e\u30b8\u30e3\u30f3\u30eb\u3084\u697d\u5668\u69cb\u6210\u306b\u57fa\u3065\u304d\u65b0\u3057\u3044\u697d\u66f2\u3092\u751f\u6210\u3059\u308b\u3002\u4e8b\u4f8b\uff1a\u30a2\u30d7\u30ea\u5185\u306eBGM\u751f\u6210\u3001\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u306b\u5408\u308f\u305b\u305f\u97f3\u306e\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3002    5. \u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u751f\u6210\u7cfb    CLIP + Diffusion\uff08OpenAI\u306eCLIP\u306a\u3069\uff09\u753b\u50cf\u3068\u8a00\u8a9e\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u3088\u308a\u610f\u5473\u7684\u306b\u6574\u5408\u6027\u306e\u3042\u308b\u751f\u6210\u3092\u5b9f\u73fe\u3059\u308b\u3002\u4e8b\u4f8b\uff1a\u30c6\u30ad\u30b9\u30c8\u304b\u3089UI\u30c7\u30b6\u30a4\u30f3\u3084\u8aac\u660e\u56f3\u3092\u751f\u6210\u3001\u6559\u80b2\u6559\u6750\u306e\u81ea\u52d5\u4f5c\u6210\u3002    VLM\uff08Vision-Language Models, \u4f8b: Flamingo, Kosmos-1\uff09\u30c6\u30ad\u30b9\u30c8\u3068\u753b\u50cf\u3092\u7d71\u5408\u7684\u306b\u7406\u89e3\u30fb\u751f\u6210\u3059\u308b\u3002\u4e8b\u4f8b\uff1a\u30e6\u30fc\u30b6\u30fc\u304c\u63cf\u3044\u305f\u30b9\u30b1\u30c3\u30c1\u3092\u81ea\u52d5\u7684\u306b\u30c7\u30b6\u30a4\u30f3\u6848\u306b\u5909\u63db\u3002   6.3D\u751f\u6210\u7cfb    NeRF\uff08Neural Radiance Fields\uff09\u8907\u6570\u679a\u306e\u5199\u771f\u304b\u30893D\u30e2\u30c7\u30eb\u3092\u751f\u6210\u3059\u308b\u30023D\u7a7a\u9593\u3067\u306e\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0\u306b\u5f37\u3044\u3002\u4e8b\u4f8b\uff1a\u88fd\u54c1\u30c7\u30b6\u30a4\u30f3\u306e\u30e2\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u30b2\u30fc\u30e0\u75283D\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u751f\u6210\u3002    3D\u62e1\u6563\u30e2\u30c7\u30eb\uff08\u4f8b: DreamFusion\uff09\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u76f4\u63a53D\u30e2\u30c7\u30eb\u3092\u751f\u6210\u3067\u304d\u308b\u3002\u4e8b\u4f8b\uff1a\u5bb6\u5177\u3084\u5bb6\u96fb\u306e\u30b3\u30f3\u30bb\u30d7\u30c8\u30c7\u30b6\u30a4\u30f3\u3001\u5efa\u7bc9\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3002   \u95a2\u9023\u7528\u8a9e      \u751f\u6210AI  AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8    &nbsp;"}