{"id":201741,"date":"2021-09-07T16:02:00","date_gmt":"2021-09-07T14:02:00","guid":{"rendered":"https:\/\/www.cined.com\/new-google-ai-image-upscaling-makes-science-fiction-a-reality\/"},"modified":"2021-09-03T04:41:43","modified_gmt":"2021-09-03T02:41:43","slug":"new-google-ai-image-upscaling-makes-science-fiction-a-reality","status":"publish","type":"post","link":"https:\/\/staging.cined.dev\/jp\/new-google-ai-image-upscaling-makes-science-fiction-a-reality\/","title":{"rendered":"Google AI\u306e\u65b0\u753b\u50cf\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u304c\u73fe\u5b9f\u306e\u3082\u306e\u306b"},"content":{"rendered":"\n<p><strong>SF\u3084\u5211\u4e8b\u30c9\u30e9\u30de\u306b\u51fa\u3066\u304f\u308b\u300c\u89e3\u50cf\u5ea6\u88dc\u5b8c\u300d\u6a5f\u80fd\u304c\u3082\u3046\u3059\u3050\u73fe\u5b9f\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002Google\u306eBrain Team\u306e\u7814\u7a76\u8005\u304c\u3001Google AI Blog\u306b\u300cHigh Fidelity Image Generation Using Diffusion Models\u300d\u3068\u3044\u3046\u8a18\u4e8b\u3092\u63b2\u8f09\u3057\u305f\u3002\u3053\u306e\u8ad6\u6587\u3067\u306f\u3001\u753b\u50cf\u306e\u30ce\u30a4\u30ba\u3092\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5b66\u7fd2\u57fa\u76e4\u3068\u3057\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u753b\u50cf\u30924\u301c8\u500d\u306b\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u3057\u3066\u3044\u308b\u3002<\/strong><\/p>\n\n\n\n<p>\u30ea\u30b5\u30fc\u30c1\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306eJonathan Ho\u6c0f\u3068\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u306eChitwan Saharia\u6c0f\u304c\u767a\u8868\u3057\u305f<a href=\"https:\/\/ai.googleblog.com\/2021\/07\/high-fidelity-image-generation-using.html?m=1\">Google AI Blog<\/a>\u306e\u8a18\u4e8b\u3067\u306f\u3001\u5f7c\u3089\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u306e\u30b3\u30f3\u30bb\u30d7\u30c8\u306f2015\u5e74\u306b\u521d\u3081\u3066\u7d39\u4ecb\u3055\u308c\u305f\u304c\u3001\u68da\u4e0a\u3052\u3055\u308c\u3066\u3044\u305f\u3002\u3057\u304b\u3057\u3001\u4eca\u56de\u518d\u3073\u6ce8\u76ee\u3055\u308c\u308b\u3053\u3068\u306b\u306a\u3063\u305f\u3002\u6982\u5ff5\u7684\u306b\u306f\u3001DaVinci Resolve\u306e\u30b9\u30fc\u30d1\u30fc\u30b9\u30b1\u30fc\u30eb\u6a5f\u80fd\u3084Nvidia\u306eDLSS\u89e3\u50cf\u5ea6\u5411\u4e0a\u6a5f\u80fd\u3068\u5909\u308f\u308a\u306a\u3044\u3082\u306e\u3060\u3002\u3057\u304b\u3057\u3001\u5185\u90e8\u306f\u5168\u304f\u5225\u306e\u8a71\u3067\u3001\u307e\u3060\u521d\u671f\u306e\u958b\u767a\u6bb5\u968e\u3060\u304c\u3001\u3053\u306e\u65b0\u3057\u3044AI\u30d5\u30a9\u30c8\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u4fe1\u3058\u3089\u308c\u306a\u3044\u3088\u3046\u306a\u52b9\u679c\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u6620\u50cf\u30af\u30ea\u30a8\u30fc\u30bf\u30fc\u3060\u3051\u3067\u306a\u304f\u3001\u5199\u771f\u5bb6\u3084\u30b2\u30fc\u30e0\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u3082\u540c\u69d8\u3060\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u30d7\u30ed\u30bb\u30b9<\/strong><\/h2>\n\n\n\n<p>\u30c1\u30fc\u30e0\u306f\u307e\u305a\u3001SR3\uff08Super-Resolution via Repeated Refinement\uff09\u3068\u547c\u3070\u308c\u308b\u3001\u7d14\u7c8b\u306a\u30ce\u30a4\u30ba\u3092\u7528\u3044\u3066\u4f4e\u89e3\u50cf\u5ea6\u306e\u5165\u529b\u304b\u3089\u9ad8\u89e3\u50cf\u5ea6\u306e\u753b\u50cf\u3092\u69cb\u7bc9\u3059\u308b\u8d85\u89e3\u50cf\u62e1\u6563\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u305f\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u753b\u50cf\u306e\u7834\u640d\u30d7\u30ed\u30bb\u30b9\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.cined.com\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-A-640x360.jpg\" alt=\"AI Photo Upscaling From Noise - Before\" class=\"wp-image-201129\" srcset=\"https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-A-640x360.jpg 640w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-A-300x169.jpg 300w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-A-768x432.jpg 768w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-A-340x190.jpg 340w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-A-409x230.jpg 409w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-A.jpg 1500w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><figcaption>AI Photo Upscaling From Noise &#8211; Before. Image Credit: Google AI Blog<\/figcaption><\/figure>\n\n\n\n<p>\u305d\u306e\u4ed5\u7d44\u307f\u306f\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u753b\u50cf\u306b\u30ce\u30a4\u30ba\u3092\u52a0\u3048\u3001\u7d14\u7c8b\u306a\u30ce\u30a4\u30ba\u3060\u3051\u304c\u6b8b\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u308b\u3002\u305d\u306e\u5f8c\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u5b66\u7fd2\u3057\u3066\u3001\u6700\u521d\u306e\u753b\u50cf\u3092\u5fa9\u5143\u3059\u308b\u305f\u3081\u306b\u30d7\u30ed\u30bb\u30b9\u3092\u9006\u8ee2\u3055\u305b\u308b\u3002\u6700\u5f8c\u306b\u3001\u3053\u306e\u5b66\u7fd2\u3057\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u309264\u00d764\u30d4\u30af\u30bb\u30eb\u306e\u753b\u50cf\u306b\u4f7f\u7528\u3057\u3066\u3001\u30b9\u30fc\u30d1\u30fc\u30b9\u30b1\u30fc\u30eb\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3002\u6b21\u306b\u3001\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u3055\u3089\u306b\u6539\u5584\u3059\u308b\u305f\u3081\u306b\u30b9\u30bf\u30c3\u30af\u3067\u4f7f\u7528\u3057\u305f\u300264\u00d764\u2192256\u00d7256\u306e\u30e2\u30c7\u30eb\u3068\u3001256\u00d7256\u21921024\u00d71024\u306e\u30e2\u30c7\u30eb\u3092\u91cd\u306d\u308b\u3053\u3068\u3067\u3001\u753b\u671f\u7684\u306a\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u7d50\u679c\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u305f\u3068\u3044\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.cined.com\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-B-640x360.jpg\" alt=\"AI Photo Upscaling From Noise - After\" class=\"wp-image-201132\" srcset=\"https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-B-640x360.jpg 640w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-B-300x169.jpg 300w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-B-768x432.jpg 768w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-B-340x190.jpg 340w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-B-409x230.jpg 409w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-B.jpg 1500w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><figcaption>AI Photo Upscaling From Noise &#8211; After. Image Credit: Google AI Blog<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Alch<strong>\u3055\u3089\u306b\u5f37\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong><\/h2>\n\n\n\n<p>\u66f4\u306b\u3001\u6700\u521d\u306eSR3\u30d7\u30ed\u30bb\u30b9\u3092\u8d85\u3048\u3066\u3001Cascaded Diffusion Models\uff08CDM\uff09\u3092\u4f7f\u7528\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001ImageNet\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3055\u308c\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u81ea\u7136\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u3002\u8996\u899a\u7684\u7269\u4f53\u8a8d\u8b58\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u7814\u7a76\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u5927\u898f\u6a21\u306a\u30d3\u30b8\u30e5\u30a2\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306eImageNet\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001SR3\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3055\u3089\u306b\u5f37\u5316\u3059\u308b\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"235\" src=\"https:\/\/www.cined.com\/content\/uploads\/2021\/08\/Google-AI-upscale-via-CDM-640x235.png\" alt=\"Upscaling with Cascaded Diffusion Models\" class=\"wp-image-201136\" srcset=\"https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-via-CDM-640x235.png 640w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-via-CDM-300x110.png 300w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-via-CDM-768x282.png 768w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-via-CDM-1536x564.png 1536w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-via-CDM-626x230.png 626w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-via-CDM.png 1600w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><figcaption>Upscaling with Cascaded Diffusion Models. Image Credit: Google AI Blog<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5b9f\u4e16\u754c\u3067\u306e\u5fdc\u7528<\/strong><\/h2>\n\n\n\n<p>SR3\u3068CMD\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u753b\u50cf\u3092\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u3053\u3068\u3067\u3001\u9ad8\u89e3\u50cf\u5ea6\u753b\u50cf\u306e\u5fc5\u8981\u6027\u3092\u6e1b\u3089\u3059\u305f\u3081\u306e\u6700\u5148\u7aef\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u751f\u307f\u51fa\u3057\u305f\u3002\u6b8b\u5ff5\u306a\u304c\u3089\u3001\u3053\u306e\u65b0\u3057\u3044AI\u306b\u3088\u308b\u5199\u771f\u306e\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30eb\u51e6\u7406\u306f\u3001\u307e\u3060\u5b9f\u7528\u9014\u306e\u30ec\u30d9\u30eb\u3067\u306f\u306a\u3044\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u3088\u3046\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u767b\u5834\u3059\u308b\u3053\u3068\u306f\u3001\u4eca\u5f8c\u306e\u6620\u50cf\u5236\u4f5c\u306b\u3082\u5927\u304d\u304f\u5f71\u97ff\u3059\u308b\u3060\u308d\u3046\u3002<\/p>\n\n\n<!-- wp:embed\/video -->\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Super Troopers - 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Freeze,Rotate,Zoom,Focus,Enhance!\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube-nocookie.com\/embed\/3EwZQddc3kY?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><figcaption>Still science fiction: This kind of stuff from <a href=\"https:\/\/www.imdb.com\/title\/tt0120660\/reference\" target=\"_blank\" rel=\"noreferrer noopener\">&#8220;Enemy of the State&#8221; (1998)<\/a>.<\/figcaption><\/figure>\n<script type=\"application\/ld+json\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@type\":\"VideoObject\",\"name\":\"Google AI\\u306e\\u65b0\\u753b\\u50cf\\u30a2\\u30c3\\u30d7\\u30b9\\u30b1\\u30fc\\u30ea\\u30f3\\u30b0\\u304c\\u73fe\\u5b9f\\u306e\\u3082\\u306e\\u306b\",\"description\":\"Google AI\\u306e\\u65b0\\u753b\\u50cf\\u30a2\\u30c3\\u30d7\\u30b9\\u30b1\\u30fc\\u30ea\\u30f3\\u30b0\\u304c\\u73fe\\u5b9f\\u306e\\u3082\\u306e\\u306b\",\"contentUrl\":\"https:\\\/\\\/www.youtube.com\\\/watch?v=3EwZQddc3kY\",\"thumbnailUrl\":\"https:\\\/\\\/img.youtube.com\\\/vi\\\/3EwZQddc3kY\\\/mqdefault.jpg\",\"uploadDate\":\"2021-09-07T16:02:00+02:00\"}<\/script><!-- \/wp:embed\/video --><201741-main-buylinks\/>","protected":false,"clean_render":"<p><strong>SF\u3084\u5211\u4e8b\u30c9\u30e9\u30de\u306b\u51fa\u3066\u304f\u308b\u300c\u89e3\u50cf\u5ea6\u88dc\u5b8c\u300d\u6a5f\u80fd\u304c\u3082\u3046\u3059\u3050\u73fe\u5b9f\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002Google\u306eBrain Team\u306e\u7814\u7a76\u8005\u304c\u3001Google AI Blog\u306b\u300cHigh Fidelity Image Generation Using Diffusion Models\u300d\u3068\u3044\u3046\u8a18\u4e8b\u3092\u63b2\u8f09\u3057\u305f\u3002\u3053\u306e\u8ad6\u6587\u3067\u306f\u3001\u753b\u50cf\u306e\u30ce\u30a4\u30ba\u3092\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5b66\u7fd2\u57fa\u76e4\u3068\u3057\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u753b\u50cf\u30924\u301c8\u500d\u306b\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u3057\u3066\u3044\u308b\u3002<\/strong><\/p>\n\n\n\n<p>\u30ea\u30b5\u30fc\u30c1\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306eJonathan Ho\u6c0f\u3068\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u306eChitwan Saharia\u6c0f\u304c\u767a\u8868\u3057\u305f<a href=\"https:\/\/ai.googleblog.com\/2021\/07\/high-fidelity-image-generation-using.html?m=1\">Google AI Blog<\/a>\u306e\u8a18\u4e8b\u3067\u306f\u3001\u5f7c\u3089\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u306e\u30b3\u30f3\u30bb\u30d7\u30c8\u306f2015\u5e74\u306b\u521d\u3081\u3066\u7d39\u4ecb\u3055\u308c\u305f\u304c\u3001\u68da\u4e0a\u3052\u3055\u308c\u3066\u3044\u305f\u3002\u3057\u304b\u3057\u3001\u4eca\u56de\u518d\u3073\u6ce8\u76ee\u3055\u308c\u308b\u3053\u3068\u306b\u306a\u3063\u305f\u3002\u6982\u5ff5\u7684\u306b\u306f\u3001DaVinci Resolve\u306e\u30b9\u30fc\u30d1\u30fc\u30b9\u30b1\u30fc\u30eb\u6a5f\u80fd\u3084Nvidia\u306eDLSS\u89e3\u50cf\u5ea6\u5411\u4e0a\u6a5f\u80fd\u3068\u5909\u308f\u308a\u306a\u3044\u3082\u306e\u3060\u3002\u3057\u304b\u3057\u3001\u5185\u90e8\u306f\u5168\u304f\u5225\u306e\u8a71\u3067\u3001\u307e\u3060\u521d\u671f\u306e\u958b\u767a\u6bb5\u968e\u3060\u304c\u3001\u3053\u306e\u65b0\u3057\u3044AI\u30d5\u30a9\u30c8\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u4fe1\u3058\u3089\u308c\u306a\u3044\u3088\u3046\u306a\u52b9\u679c\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u6620\u50cf\u30af\u30ea\u30a8\u30fc\u30bf\u30fc\u3060\u3051\u3067\u306a\u304f\u3001\u5199\u771f\u5bb6\u3084\u30b2\u30fc\u30e0\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u3082\u540c\u69d8\u3060\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u30d7\u30ed\u30bb\u30b9<\/strong><\/h2>\n\n\n\n<p>\u30c1\u30fc\u30e0\u306f\u307e\u305a\u3001SR3\uff08Super-Resolution via Repeated Refinement\uff09\u3068\u547c\u3070\u308c\u308b\u3001\u7d14\u7c8b\u306a\u30ce\u30a4\u30ba\u3092\u7528\u3044\u3066\u4f4e\u89e3\u50cf\u5ea6\u306e\u5165\u529b\u304b\u3089\u9ad8\u89e3\u50cf\u5ea6\u306e\u753b\u50cf\u3092\u69cb\u7bc9\u3059\u308b\u8d85\u89e3\u50cf\u62e1\u6563\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u305f\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u753b\u50cf\u306e\u7834\u640d\u30d7\u30ed\u30bb\u30b9\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.cined.com\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-A-640x360.jpg\" alt=\"AI Photo Upscaling From Noise - Before\" class=\"wp-image-201129\" srcset=\"https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-A-640x360.jpg 640w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-A-300x169.jpg 300w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-A-768x432.jpg 768w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-A-340x190.jpg 340w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-A-409x230.jpg 409w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-A.jpg 1500w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><figcaption>AI Photo Upscaling From Noise &#8211; Before. Image Credit: Google AI Blog<\/figcaption><\/figure>\n\n\n\n<p>\u305d\u306e\u4ed5\u7d44\u307f\u306f\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u753b\u50cf\u306b\u30ce\u30a4\u30ba\u3092\u52a0\u3048\u3001\u7d14\u7c8b\u306a\u30ce\u30a4\u30ba\u3060\u3051\u304c\u6b8b\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u308b\u3002\u305d\u306e\u5f8c\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u5b66\u7fd2\u3057\u3066\u3001\u6700\u521d\u306e\u753b\u50cf\u3092\u5fa9\u5143\u3059\u308b\u305f\u3081\u306b\u30d7\u30ed\u30bb\u30b9\u3092\u9006\u8ee2\u3055\u305b\u308b\u3002\u6700\u5f8c\u306b\u3001\u3053\u306e\u5b66\u7fd2\u3057\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u309264\u00d764\u30d4\u30af\u30bb\u30eb\u306e\u753b\u50cf\u306b\u4f7f\u7528\u3057\u3066\u3001\u30b9\u30fc\u30d1\u30fc\u30b9\u30b1\u30fc\u30eb\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3002\u6b21\u306b\u3001\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u3055\u3089\u306b\u6539\u5584\u3059\u308b\u305f\u3081\u306b\u30b9\u30bf\u30c3\u30af\u3067\u4f7f\u7528\u3057\u305f\u300264\u00d764\u2192256\u00d7256\u306e\u30e2\u30c7\u30eb\u3068\u3001256\u00d7256\u21921024\u00d71024\u306e\u30e2\u30c7\u30eb\u3092\u91cd\u306d\u308b\u3053\u3068\u3067\u3001\u753b\u671f\u7684\u306a\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u7d50\u679c\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u305f\u3068\u3044\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.cined.com\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-B-640x360.jpg\" alt=\"AI Photo Upscaling From Noise - After\" class=\"wp-image-201132\" srcset=\"https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-B-640x360.jpg 640w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-B-300x169.jpg 300w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-B-768x432.jpg 768w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-B-340x190.jpg 340w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-B-409x230.jpg 409w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-Image-B.jpg 1500w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><figcaption>AI Photo Upscaling From Noise &#8211; After. Image Credit: Google AI Blog<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Alch<strong>\u3055\u3089\u306b\u5f37\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong><\/h2>\n\n\n\n<p>\u66f4\u306b\u3001\u6700\u521d\u306eSR3\u30d7\u30ed\u30bb\u30b9\u3092\u8d85\u3048\u3066\u3001Cascaded Diffusion Models\uff08CDM\uff09\u3092\u4f7f\u7528\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001ImageNet\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3055\u308c\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u81ea\u7136\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u3002\u8996\u899a\u7684\u7269\u4f53\u8a8d\u8b58\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u7814\u7a76\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u5927\u898f\u6a21\u306a\u30d3\u30b8\u30e5\u30a2\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306eImageNet\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001SR3\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3055\u3089\u306b\u5f37\u5316\u3059\u308b\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"235\" src=\"https:\/\/www.cined.com\/content\/uploads\/2021\/08\/Google-AI-upscale-via-CDM-640x235.png\" alt=\"Upscaling with Cascaded Diffusion Models\" class=\"wp-image-201136\" srcset=\"https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-via-CDM-640x235.png 640w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-via-CDM-300x110.png 300w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-via-CDM-768x282.png 768w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-via-CDM-1536x564.png 1536w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-via-CDM-626x230.png 626w, https:\/\/staging.cined.dev\/content\/uploads\/2021\/08\/Google-AI-upscale-via-CDM.png 1600w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><figcaption>Upscaling with Cascaded Diffusion Models. Image Credit: Google AI Blog<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5b9f\u4e16\u754c\u3067\u306e\u5fdc\u7528<\/strong><\/h2>\n\n\n\n<p>SR3\u3068CMD\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u753b\u50cf\u3092\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u3053\u3068\u3067\u3001\u9ad8\u89e3\u50cf\u5ea6\u753b\u50cf\u306e\u5fc5\u8981\u6027\u3092\u6e1b\u3089\u3059\u305f\u3081\u306e\u6700\u5148\u7aef\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u751f\u307f\u51fa\u3057\u305f\u3002\u6b8b\u5ff5\u306a\u304c\u3089\u3001\u3053\u306e\u65b0\u3057\u3044AI\u306b\u3088\u308b\u5199\u771f\u306e\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30eb\u51e6\u7406\u306f\u3001\u307e\u3060\u5b9f\u7528\u9014\u306e\u30ec\u30d9\u30eb\u3067\u306f\u306a\u3044\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u3088\u3046\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u767b\u5834\u3059\u308b\u3053\u3068\u306f\u3001\u4eca\u5f8c\u306e\u6620\u50cf\u5236\u4f5c\u306b\u3082\u5927\u304d\u304f\u5f71\u97ff\u3059\u308b\u3060\u308d\u3046\u3002<\/p>\n\n\n<!-- wp:embed\/video -->\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Super Troopers - Enhance\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube-nocookie.com\/embed\/KiqkclCJsZs?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n<script type=\"application\/ld+json\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@type\":\"VideoObject\",\"name\":\"Google AI\\u306e\\u65b0\\u753b\\u50cf\\u30a2\\u30c3\\u30d7\\u30b9\\u30b1\\u30fc\\u30ea\\u30f3\\u30b0\\u304c\\u73fe\\u5b9f\\u306e\\u3082\\u306e\\u306b\",\"description\":\"Google AI\\u306e\\u65b0\\u753b\\u50cf\\u30a2\\u30c3\\u30d7\\u30b9\\u30b1\\u30fc\\u30ea\\u30f3\\u30b0\\u304c\\u73fe\\u5b9f\\u306e\\u3082\\u306e\\u306b\",\"contentUrl\":\"https:\\\/\\\/youtu.be\\\/KiqkclCJsZs\",\"thumbnailUrl\":\"https:\\\/\\\/img.youtube.com\\\/vi\\\/KiqkclCJsZs\\\/mqdefault.jpg\",\"uploadDate\":\"2021-09-07T16:02:00+02:00\"}<\/script><!-- \/wp:embed\/video -->\n\n\n<p>\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ab\u30e1\u30e9\u306b\u6700\u9069\u3060\u308d\u3046\u3002\u307e\u305f\u3001\u753b\u50cf\u3060\u3051\u3067\u306a\u304f\u3001\u30d3\u30c7\u30aa\u3084\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u306a\u3069\u306e\u30dd\u30b9\u30c8\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u3082\u5229\u7528\u3067\u304d\u308b\u3068\u601d\u308f\u308c\u308b\u3002Nvidia\u306f\u3059\u3067\u306bDLSS\u6280\u8853\u3067\u3053\u308c\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b\u3002\u3053\u308c\u306f\u3001\u30b5\u30d6HD\u54c1\u8cea\u306e\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0\u304b\u30894K\u3092\u51fa\u529b\u3057\u3001GPU\u3078\u306e\u8ca0\u62c5\u3092\u8efd\u6e1b\u3059\u308b\u3082\u306e\u3060\u3002\u5c06\u6765\u306e\u30ab\u30e1\u30e9\u3067\u306f\u3001\u8272\u518d\u73fe\u6027\u3068\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u30ec\u30f3\u30b8\u306b\u512a\u308c\u305f1080p\u306e\u753b\u50cf\u3092\u8a18\u9332\u3057\u3001\u30dd\u30b9\u30c8\u30674K\u306b\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3060\u3002Netflix\u306e4K\u7fa9\u52d9\u5316\u306f\u3001\u3044\u3064\u304b\u904e\u53bb\u306e\u3082\u306e\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u305f\u3060\u3057\u3001\u305d\u308c\u306f\u4f55\u5341\u5e74\u3082\u5148\u306e\u3053\u3068\u304b\u3082\u3057\u308c\u306a\u3044\u304c\u3002<\/p>\n\n\n\n<p>\u73fe\u6bb5\u968e\u3067\u306f\u3001\u307e\u3060SF\u306e\u30ec\u30d9\u30eb\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/p>\n\n\n<!-- wp:embed\/video -->\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Enemy of the state - Freeze,Rotate,Zoom,Focus,Enhance!\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube-nocookie.com\/embed\/3EwZQddc3kY?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><figcaption>Still science fiction: This kind of stuff from <a href=\"https:\/\/www.imdb.com\/title\/tt0120660\/reference\" target=\"_blank\" rel=\"noreferrer noopener\">&#8220;Enemy of the State&#8221; (1998)<\/a>.<\/figcaption><\/figure>\n<script type=\"application\/ld+json\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@type\":\"VideoObject\",\"name\":\"Google AI\\u306e\\u65b0\\u753b\\u50cf\\u30a2\\u30c3\\u30d7\\u30b9\\u30b1\\u30fc\\u30ea\\u30f3\\u30b0\\u304c\\u73fe\\u5b9f\\u306e\\u3082\\u306e\\u306b\",\"description\":\"Google AI\\u306e\\u65b0\\u753b\\u50cf\\u30a2\\u30c3\\u30d7\\u30b9\\u30b1\\u30fc\\u30ea\\u30f3\\u30b0\\u304c\\u73fe\\u5b9f\\u306e\\u3082\\u306e\\u306b\",\"contentUrl\":\"https:\\\/\\\/www.youtube.com\\\/watch?v=3EwZQddc3kY\",\"thumbnailUrl\":\"https:\\\/\\\/img.youtube.com\\\/vi\\\/3EwZQddc3kY\\\/mqdefault.jpg\",\"uploadDate\":\"2021-09-07T16:02:00+02:00\"}<\/script><!-- \/wp:embed\/video --><201741-main-buylinks\/>"},"excerpt":{"rendered":"<p>SF\u3084\u5211\u4e8b\u30c9\u30e9\u30de\u306b\u51fa\u3066\u304f\u308b\u300c\u89e3\u50cf\u5ea6\u88dc\u5b8c\u300d\u6a5f\u80fd\u304c\u3082\u3046\u3059\u3050\u73fe\u5b9f\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002Google\u306eBrain Team\u306e\u7814\u7a76\u8005\u304c\u3001Google AI Blog\u306b\u300cHigh Fidelity Image Generation Using Diffusion 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