{"id":2012,"date":"2026-03-26T11:50:12","date_gmt":"2026-03-26T02:50:12","guid":{"rendered":"https:\/\/persc.jp\/blog\/?p=2012"},"modified":"2026-04-23T15:29:26","modified_gmt":"2026-04-23T06:29:26","slug":"lora-for-architectural-rendering","status":"publish","type":"post","link":"https:\/\/persc.jp\/blog\/lora-for-architectural-rendering\/","title":{"rendered":"LoRA\u3068\u306f\uff1f\u5efa\u7bc9\u30d1\u30fc\u30b9\u306e\u30c6\u30a4\u30b9\u30c8\u3092\u63c3\u3048\u308b\u305f\u3081\u306e\u57fa\u672c\u3068\u6d3b\u7528\u6cd5"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">AI\u753b\u50cf\u751f\u6210\u3067\u5efa\u7bc9\u30d1\u30fc\u30b9\u3092\u4ed5\u4e0a\u3052\u308b\u969b\u3001\u8907\u6570\u30ab\u30c3\u30c8\u306e\u30c6\u30a4\u30b9\u30c8\u304c\u30d0\u30e9\u30d0\u30e9\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u7d4c\u9a13\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u30b9\u30bf\u30a4\u30eb\u3092\u6307\u5b9a\u3059\u308b\u65b9\u6cd5\u3067\u306f\u3001\u30ab\u30c3\u30c8\u3054\u3068\u306b\u5fae\u5999\u306a\u5dee\u7570\u304c\u751f\u307e\u308c\u3084\u3059\u304f\u3001\u30d7\u30ec\u30bc\u30f3\u8cc7\u6599\u3068\u3057\u3066\u306e\u7d71\u4e00\u611f\u3092\u4fdd\u3064\u306e\u304c\u96e3\u3057\u3044\u5834\u9762\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LoRA\uff08Low-Rank Adaptation\uff09\u306f\u3001\u3053\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u6280\u8853\u306e\u4e00\u3064\u3067\u3059\u3002\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u300c\u5317\u6b27\u30ca\u30c1\u30e5\u30e9\u30eb\u300d\u300c\u30b3\u30f3\u30af\u30ea\u30fc\u30c8\u6253\u3061\u653e\u3057\u300d\u3068\u3044\u3063\u305f\u7279\u5b9a\u306e\u30b9\u30bf\u30a4\u30eb\u3084\u8cea\u611f\u3092\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u8907\u6570\u306e\u753b\u50cf\u306b\u308f\u305f\u3063\u3066\u4e00\u8cab\u3057\u305f\u30c6\u30a4\u30b9\u30c8\u3092\u518d\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001LoRA\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f\u304b\u3089\u3001\u5efa\u7bc9\u30d1\u30fc\u30b9\u3067\u306e\u6d3b\u7528\u6cd5\u3001\u5165\u624b\u65b9\u6cd5\u3068\u6ce8\u610f\u70b9\u307e\u3067\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LoRA\u3068\u306f\u4f55\u304b\u2014\u2014\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306b\u30b9\u30bf\u30a4\u30eb\u3092\u8ffd\u52a0\u3059\u308b\u6280\u8853<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LoRA\u306f\u3001AI\u753b\u50cf\u751f\u6210\u306e\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u672c\u4f53\u3092\u5909\u66f4\u305b\u305a\u306b\u3001\u5c0f\u3055\u306a\u30a2\u30c0\u30d7\u30bf\u30d5\u30a1\u30a4\u30eb\u3092\u8ffd\u52a0\u3059\u308b\u3060\u3051\u3067\u7279\u5b9a\u306e\u30b9\u30bf\u30a4\u30eb\u3084\u8cea\u611f\u3092\u53cd\u6620\u3055\u305b\u308b\u8efd\u91cf\u306a\u8ffd\u52a0\u5b66\u7fd2\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LoRA\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">LoRA\uff08Low-Rank Adaptation\uff09\u306f\u3001\u3082\u3068\u3082\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u52b9\u7387\u7684\u306a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u3068\u3057\u3066\u63d0\u6848\u3055\u308c\u305f\u6280\u8853\u3067\u3059\u3002AI\u753b\u50cf\u751f\u6210\u306e\u5206\u91ce\u3067\u306f\u3001Stable Diffusion\u306a\u3069\u306e\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\uff08SD1.5\u3001SDXL\u3001FLUX.1\u7b49\uff09\u306b\u5bfe\u3057\u3066\u3001\u7279\u5b9a\u306e\u30b9\u30bf\u30a4\u30eb\u30fb\u88ab\u5199\u4f53\u30fb\u8cea\u611f\u3092\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u308b\u7528\u9014\u3067\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5927\u306e\u7279\u5fb4\u306f\u3001\u30e2\u30c7\u30eb\u672c\u4f53\uff08\u6570GB\u301c\u5341\u6570GB\uff09\u3092\u66f8\u304d\u63db\u3048\u308b\u5fc5\u8981\u304c\u306a\u3044\u70b9\u3067\u3059\u3002LoRA\u306f\u6570\u5341MB\u301c\u6570\u767eMB\u7a0b\u5ea6\u306e\u5c0f\u3055\u306a\u30a2\u30c0\u30d7\u30bf\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306b\u300c\u4e0a\u4e57\u305b\u300d\u3059\u308b\u5f62\u3067\u30b9\u30bf\u30a4\u30eb\u3092\u5909\u66f4\u3057\u307e\u3059\u3002\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08\u30e2\u30c7\u30eb\u5168\u4f53\u3092\u518d\u5b66\u7fd2\u3059\u308b\u65b9\u6cd5\uff09\u3068\u6bd4\u3079\u3066\u5b66\u7fd2\u30b3\u30b9\u30c8\u304c\u683c\u6bb5\u306b\u4f4e\u3044\u306e\u304c\u5229\u70b9\u3067\u3059\u3002\u3055\u3089\u306b\u3001\u8907\u6570\u306eLoRA\u3092\u76ee\u7684\u306b\u5fdc\u3058\u3066\u5207\u308a\u66ff\u3048\u3089\u308c\u308b\u67d4\u8edf\u6027\u3082\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u3001\u540c\u3058SDXL\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u300c\u30e2\u30c0\u30f3\u5efa\u7bc9LoRA\u300d\u3068\u300c\u548c\u30e2\u30c0\u30f3LoRA\u300d\u3092\u5207\u308a\u66ff\u3048\u308c\u3070\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5927\u304d\u304f\u5909\u3048\u308b\u3053\u3068\u306a\u304f\u7570\u306a\u308b\u30b9\u30bf\u30a4\u30eb\u306e\u5efa\u7bc9\u30d1\u30fc\u30b9\u3092\u751f\u6210\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u30fbLoRA\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u95a2\u4fc2<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u753b\u50cf\u751f\u6210\u306e\u51fa\u529b\u306f\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u30fbLoRA\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u306e3\u8981\u7d20\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u304c\u300c\u753b\u529b\u306e\u571f\u53f0\u300d\u3001LoRA\u304c\u300c\u30b9\u30bf\u30a4\u30eb\u306e\u65b9\u5411\u3065\u3051\u300d\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u300c\u5177\u4f53\u7684\u306a\u6307\u793a\u300d\u3068\u3044\u3046\u5f79\u5272\u5206\u62c5\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LoRA\u306e\u5f71\u97ff\u5ea6\u306f<strong>LoRA Strength<\/strong>\uff08\u9069\u7528\u5f37\u5ea6\uff09\u30670\u301c1\u306e\u7bc4\u56f2\u3067\u8abf\u6574\u3067\u304d\u307e\u3059\u3002\u5b9f\u7528\u7684\u306a\u7bc4\u56f2\u306f0.5\u301c0.8\u7a0b\u5ea6\u3067\u30011.0\u306b\u8fd1\u3065\u3051\u308b\u3068\u30b9\u30bf\u30a4\u30eb\u306e\u7279\u5fb4\u304c\u5f37\u304f\u306a\u308a\u3059\u304e\u3066\u8272\u5473\u3084\u5f62\u72b6\u304c\u7834\u7dbb\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u7d20\u6750\u7cfbLoRA\uff08\u30b3\u30f3\u30af\u30ea\u30fc\u30c8\u3084\u6728\u76ee\u306a\u3069\uff09\u306e\u5834\u5408\u306f0.3\u301c0.6\u7a0b\u5ea6\u306b\u6291\u3048\u305f\u65b9\u304c\u5b89\u5b9a\u3059\u308b\u50be\u5411\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8907\u6570\u306eLoRA\u3092\u540c\u6642\u306b\u9069\u7528\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u304c\u3001\u52b9\u679c\u304c\u5e72\u6e09\u3057\u3066\u610f\u56f3\u3057\u306a\u3044\u7d50\u679c\u306b\u306a\u308b\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002ComfyUI\u3067\u306fLoRA Block Weight\u30ce\u30fc\u30c9\u3092\u4f7f\u3046\u3068\u3001LoRA\u306e\u5f71\u97ff\u3092\u30e2\u30c7\u30eb\u306e\u7279\u5b9a\u30ec\u30a4\u30e4\u30fc\u306b\u9650\u5b9a\u3067\u304d\u3001\u8907\u6570LoRA\u306e\u4f75\u7528\u304c\u3088\u308a\u5b89\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5efa\u7bc9\u30d1\u30fc\u30b9\u3067\u306eLoRA\u6d3b\u7528\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5efa\u7bc9\u30d1\u30fc\u30b9\u5236\u4f5c\u306b\u304a\u3044\u3066LoRA\u304c\u679c\u305f\u3059\u5f79\u5272\u306f\u3001\u30c6\u30a4\u30b9\u30c8\u306e\u7d71\u4e00\u3068\u8cea\u611f\u306e\u5f37\u5316\u3067\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u306f\u518d\u73fe\u3057\u306b\u304f\u3044\u30b9\u30bf\u30a4\u30eb\u306e\u4e00\u8cab\u6027\u3092\u3001LoRA\u304c\u88dc\u5b8c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5efa\u7bc9\u30b9\u30bf\u30a4\u30eb\u7cfbLoRA\u3067\u30c6\u30a4\u30b9\u30c8\u3092\u7d71\u4e00\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Civitai\u306a\u3069\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u306f\u3001\u5efa\u7bc9\u30b9\u30bf\u30a4\u30eb\u306b\u7279\u5316\u3057\u305fLoRA\u304c\u6570\u591a\u304f\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002Modern Architecture\u3001Japanese Style Architecture\u3001Scandinavian Interior\u306a\u3069\u3001\u5efa\u7bc9\u306e\u30c6\u30a4\u30b9\u30c8\u3092\u65b9\u5411\u3065\u3051\u308bLoRA\u3092\u6d3b\u7528\u3059\u308b\u3068\u30015\u301c15\u30ab\u30c3\u30c8\u306e\u30d1\u30fc\u30b9\u30bb\u30c3\u30c8\u5168\u4f53\u3067\u7d71\u4e00\u611f\u306e\u3042\u308b\u4ed5\u4e0a\u304c\u308a\u3092\u5b9f\u73fe\u3057\u3084\u3059\u304f\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u30b9\u30bf\u30a4\u30eb\u3092\u6307\u5b9a\u3059\u308b\u65b9\u6cd5\u3068\u6bd4\u8f03\u3059\u308b\u3068\u3001LoRA\u3092\u4f7f\u3063\u305f\u65b9\u304c\u30ab\u30c3\u30c8\u9593\u306e\u4e00\u8cab\u6027\u306f\u660e\u3089\u304b\u306b\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002\u3068\u304f\u306b\u4f4f\u5b85\u306e\u30a4\u30f3\u30c6\u30ea\u30a2\u30d1\u30fc\u30b9\u306e\u3088\u3046\u306b\u3001\u30ea\u30d3\u30f3\u30b0\u30fb\u5bdd\u5ba4\u30fb\u30ad\u30c3\u30c1\u30f3\u3068\u7570\u306a\u308b\u30b7\u30fc\u30f3\u3067\u3082\u540c\u3058\u30c6\u30a4\u30b9\u30c8\u3092\u7dad\u6301\u3057\u305f\u3044\u5834\u9762\u3067\u52b9\u679c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LoRA\u9078\u5b9a\u6642\u306b\u78ba\u8a8d\u3059\u3079\u304d\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u5b66\u7fd2\u5143\u306e\u753b\u50cf\u304c\u5efa\u7bc9\u5199\u771f\u30d9\u30fc\u30b9\u304b\u30a4\u30e9\u30b9\u30c8\u30d9\u30fc\u30b9\u304b\u3068\u3044\u3046\u70b9\u3067\u3059\u3002\u5efa\u7bc9\u5199\u771f\u3067\u5b66\u7fd2\u3055\u308c\u305fLoRA\u306f\u30d5\u30a9\u30c8\u30ea\u30a2\u30eb\u306a\u4ed5\u4e0a\u304c\u308a\u306b\u5411\u304d\u3001\u30a4\u30e9\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u3082\u306e\u306fCG\u30a4\u30e9\u30b9\u30c8\u5bc4\u308a\u306e\u8868\u73fe\u306b\u306a\u308a\u307e\u3059\u3002\u30b5\u30f3\u30d7\u30eb\u753b\u50cf\u3092\u5fc5\u305a\u78ba\u8a8d\u3057\u3066\u304b\u3089\u63a1\u7528\u3092\u5224\u65ad\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d20\u6750\u30fb\u8cea\u611f\u7cfbLoRA\u306e\u6d3b\u7528<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u5b9a\u306e\u7d20\u6750\u8868\u73fe\u306b\u7279\u5316\u3057\u305fLoRA\u3082\u5b9f\u52d9\u3067\u5f79\u7acb\u3061\u307e\u3059\u3002\u30b3\u30f3\u30af\u30ea\u30fc\u30c8\u6253\u3061\u653e\u3057\u30fb\u6728\u76ee\u30fb\u5927\u7406\u77f3\u30fb\u30ec\u30f3\u30ac\u306a\u3069\u306e\u7d20\u6750\u8cea\u611f\u3092\u5f37\u5316\u3059\u308bLoRA\u3092\u9069\u7528\u3059\u308b\u3068\u3001\u571f\u53f0\u3068\u306a\u308b\u30e2\u30c7\u30eb\u3060\u3051\u3067\u306f\u51fa\u3057\u306b\u304f\u3044\u30ea\u30a2\u30eb\u306a\u7d20\u6750\u611f\u3092\u8868\u73fe\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5efa\u7bc9\u30d1\u30fc\u30b9\u306eAI\u4ed5\u4e0a\u3052\u306b\u304a\u3044\u3066\u52b9\u679c\u7684\u306a\u306e\u306f\u3001<a href=\"https:\/\/persc.jp\/blog\/controlnet-for-architecture\/\">ControlNet<\/a>\uff08\u69cb\u9020\u4fdd\u6301\uff09\uff0bLoRA\uff08\u8cea\u611f\u8ffd\u52a0\uff09\uff0b\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u30b7\u30fc\u30f3\u6307\u5b9a\uff09\u3068\u3044\u3046\u7d44\u307f\u5408\u308f\u305b\u3067\u3059\u30023DCG\u3067\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0\u3057\u305f\u753b\u50cf\u306e\u69cb\u9020\u3092\u4fdd\u3061\u306a\u304c\u3089\u3001LoRA\u3067\u8cea\u611f\u3092\u52a0\u3048\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u7167\u660e\u3084\u74b0\u5883\u3092\u6307\u793a\u3059\u308b\u2014\u2014\u3053\u306e3\u3064\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u3001\u73fe\u6642\u70b9\u3067\u306e\u6a19\u6e96\u7684\u306a\u624b\u6cd5\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d20\u6750\u7cfbLoRA\u3092<a href=\"https:\/\/persc.jp\/blog\/image-to-image-architecture-guide\/\">Img2Img<\/a>\u3067\u4f7f\u3046\u5834\u5408\u3001Denoising Strength\u306f0.4\u301c0.6\u306e\u7bc4\u56f2\u306b\u8a2d\u5b9a\u3059\u308b\u3068\u7d20\u6750\u611f\u3068\u5143\u753b\u50cf\u306e\u69cb\u9020\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u53d6\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u81ea\u4f5cLoRA\u3068\u3044\u3046\u9078\u629e\u80a2<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e2\u5b58\u306eLoRA\u3067\u306f\u81ea\u793e\u306e\u30b9\u30bf\u30a4\u30eb\u306b\u5408\u308f\u306a\u3044\u3068\u611f\u3058\u308b\u5834\u5408\u3001\u81ea\u793e\u306e\u904e\u53bb\u4f5c\u54c1\u3092\u30d9\u30fc\u30b9\u306b\u72ec\u81ea\u306eLoRA\u3092\u5b66\u7fd2\u3055\u305b\u308b\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002\u300c\u81ea\u793e\u3089\u3057\u3044\u30c6\u30a4\u30b9\u30c8\u300d\u3092AI\u751f\u6210\u306b\u53cd\u6620\u3067\u304d\u308b\u305f\u3081\u3001\u4ed6\u793e\u3068\u306e\u5dee\u5225\u5316\u306b\u3082\u3064\u306a\u304c\u308b\u9078\u629e\u80a2\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LoRA\u5b66\u7fd2\u306b\u306f20\u301c50\u679a\u7a0b\u5ea6\u306e\u5b66\u7fd2\u753b\u50cf\u3068\u3001\u5404\u753b\u50cf\u306e\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\uff08\u30c6\u30ad\u30b9\u30c8\u8aac\u660e\uff09\u304c\u5fc5\u8981\u3067\u3059\u3002\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u306e\u54c1\u8cea\u304c\u51fa\u529b\u54c1\u8cea\u3092\u5927\u304d\u304f\u5de6\u53f3\u3059\u308b\u305f\u3081\u3001\u5efa\u7bc9\u30d1\u30fc\u30b9\u3067\u3042\u308c\u3070\u300cfacade\u300d\u300ccurtain wall\u300d\u300copen-plan living\u300d\u3068\u3044\u3063\u305f\u5efa\u7bc9\u8981\u7d20\u306e\u30bf\u30b0\u4ed8\u3051\u3092\u4e01\u5be7\u306b\u884c\u3046\u3053\u3068\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u306b\u5fc5\u8981\u306aGPU\u306eVRAM\u8981\u4ef6\u306f\u30e2\u30c7\u30eb\u4e16\u4ee3\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002SDXL\u5411\u3051\u306eLoRA\u5b66\u7fd2\u3067\u3042\u308c\u3070VRAM 12GB\u4ee5\u4e0a\u3001FLUX.1\u5411\u3051\u3067\u306f24GB\u4ee5\u4e0a\u304c\u63a8\u5968\u3055\u308c\u308b\u74b0\u5883\u3067\u3059\u3002\u5b66\u7fd2\u30c4\u30fc\u30eb\u3068\u3057\u3066\u306fKohya_ss\uff08sd-scripts\uff09\u304cSDXL\u5411\u3051\u306e\u5b9a\u756a\u3067\u3042\u308a\u3001FLUX.1\u5411\u3051\u306b\u306fAI-Toolkit\u3084SimpleTuner\u306a\u3069\u306e\u9078\u629e\u80a2\u304c\u5897\u3048\u3066\u3044\u307e\u3059\uff082026\u5e743\u6708\u6642\u70b9\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001LoRA\u5b66\u7fd2\u306b\u4f7f\u7528\u3059\u308b\u753b\u50cf\u306e\u8457\u4f5c\u6a29\u30fb\u5229\u7528\u6a29\u306e\u78ba\u8a8d\u306f\u5fc5\u9808\u3067\u3059\u3002\u8a73\u7d30\u306f\u300cAI\u5efa\u7bc9\u30d1\u30fc\u30b9\u306e\u8457\u4f5c\u6a29\u30fb\u5546\u7528\u5229\u7528\u306e\u8003\u3048\u65b9\u300d(001-005-002)\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LoRA\u306e\u5165\u624b\u65b9\u6cd5\u3068\u6ce8\u610f\u70b9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e2\u5b58\u306eLoRA\u3092\u6d3b\u7528\u3059\u308b\u306a\u3089\u3001\u914d\u5e03\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306e\u63a2\u3057\u65b9\u3068\u9078\u5b9a\u57fa\u6e96\u3092\u62bc\u3055\u3048\u3066\u304a\u304f\u3053\u3068\u304c\u5b9f\u52d9\u306e\u7b2c\u4e00\u6b69\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Civitai\u30fbHugging Face\u3067\u306e\u63a2\u3057\u65b9\u3068\u9078\u3073\u65b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">LoRA\u306e\u4e3b\u8981\u306a\u5165\u624b\u5148\u306f<strong>Civitai<\/strong>\u3068<strong>Hugging Face<\/strong>\u306e2\u3064\u3067\u3059\u3002Civitai\u306f\u6700\u5927\u898f\u6a21\u306eLoRA\u914d\u5e03\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3001\u5efa\u7bc9\u3084\u30a4\u30f3\u30c6\u30ea\u30a2\u95a2\u9023\u306eLoRA\u3082\u591a\u6570\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30d5\u30a3\u30eb\u30bf\u30fc\u6a5f\u80fd\u3067Architecture\u3084Interior Design\u306a\u3069\u306e\u30ab\u30c6\u30b4\u30ea\u3067\u7d5e\u308a\u8fbc\u3081\u308b\u305f\u3081\u3001\u76ee\u7684\u306e\u30b9\u30bf\u30a4\u30eb\u306b\u8fd1\u3044LoRA\u3092\u63a2\u3057\u3084\u3059\u3044\u74b0\u5883\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face\u306f\u7814\u7a76\u8005\u30fb\u958b\u767a\u8005\u5bc4\u308a\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3001\u6280\u8853\u7684\u306b\u5148\u9032\u7684\u306aLoRA\u304c\u591a\u304f\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8ad6\u6587\u306b\u57fa\u3065\u3044\u305f\u624b\u6cd5\u306eLoRA\u306a\u3069\u3092\u63a2\u3059\u5834\u5408\u306f\u3053\u3061\u3089\u304c\u9069\u3057\u3066\u3044\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LoRA\u9078\u5b9a\u6642\u306e\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u306f\u4ee5\u4e0b\u306e4\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u4e92\u63db\u6027<\/strong>: LoRA\u306fSD1.5\u7528\u30fbSDXL\u7528\u30fbFLUX.1\u7528\u3068\u5206\u304b\u308c\u3066\u304a\u308a\u3001\u4e92\u63db\u6027\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u4f7f\u7528\u3059\u308b\u57fa\u76e4\u30e2\u30c7\u30eb\u306b\u5bfe\u5fdc\u3057\u305fLoRA\u3092\u5fc5\u305a\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044<\/li>\n\n\n\n<li><strong>\u30b5\u30f3\u30d7\u30eb\u753b\u50cf\u306e\u54c1\u8cea<\/strong>: \u751f\u6210\u4f8b\u3092\u78ba\u8a8d\u3057\u3001\u5efa\u7bc9\u30d1\u30fc\u30b9\u306e\u7528\u9014\u306b\u5408\u3046\u51fa\u529b\u304b\u5224\u65ad\u3057\u307e\u3059<\/li>\n\n\n\n<li><strong>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u6570\u30fb\u8a55\u4fa1<\/strong>: \u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u306e\u8a55\u4fa1\u306f\u54c1\u8cea\u306e\u76ee\u5b89\u306b\u306a\u308a\u307e\u3059<\/li>\n\n\n\n<li><strong>\u30e9\u30a4\u30bb\u30f3\u30b9\uff08\u5546\u7528\u5229\u7528\u53ef\u5426\uff09<\/strong>: \u5546\u7528\u5229\u7528\u4e0d\u53ef\u306eLoRA\u3067\u751f\u6210\u3057\u305f\u5efa\u7bc9\u30d1\u30fc\u30b9\u3092\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306b\u7d0d\u54c1\u3059\u308b\u3068\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u4e0a\u306e\u554f\u984c\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u6700\u65b0\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u6761\u4ef6\u306f\u5fc5\u305a\u5404LoRA\u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LoRA\u306f\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306b\u30b9\u30bf\u30a4\u30eb\u3084\u8cea\u611f\u3092\u8ffd\u52a0\u3059\u308b\u8efd\u91cf\u306a\u8ffd\u52a0\u5b66\u7fd2\u6280\u8853\u3067\u3059\u3002\u672c\u8a18\u4e8b\u306e\u8981\u70b9\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LoRA\u306f\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u305b\u305a\u3001\u6570\u5341MB\u301c\u6570\u767eMB\u306e\u30a2\u30c0\u30d7\u30bf\u30d5\u30a1\u30a4\u30eb\u3067\u30b9\u30bf\u30a4\u30eb\u3092\u8ffd\u52a0\u3067\u304d\u307e\u3059\u3002\u8907\u6570\u306eLoRA\u3092\u76ee\u7684\u306b\u5fdc\u3058\u3066\u5207\u308a\u66ff\u3048\u3089\u308c\u308b\u67d4\u8edf\u6027\u304c\u3042\u308a\u307e\u3059<\/li>\n\n\n\n<li>\u5efa\u7bc9\u30d1\u30fc\u30b9\u5236\u4f5c\u3067\u306f\u3001\u540c\u3058LoRA\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u8907\u6570\u30ab\u30c3\u30c8\u306e\u30c6\u30a4\u30b9\u30c8\u3092\u7d71\u4e00\u3067\u304d\u307e\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u306e\u6307\u5b9a\u3088\u308a\u3082\u4e00\u8cab\u6027\u306e\u9ad8\u3044\u4ed5\u4e0a\u304c\u308a\u304c\u5f97\u3089\u308c\u307e\u3059<\/li>\n\n\n\n<li>ControlNet\uff08\u69cb\u9020\u4fdd\u6301\uff09\uff0bLoRA\uff08\u30c6\u30a4\u30b9\u30c8\u7d71\u4e00\uff09\uff0b\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u30b7\u30fc\u30f3\u6307\u5b9a\uff09\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u3001AI\u5efa\u7bc9\u30d1\u30fc\u30b9\u4ed5\u4e0a\u3052\u306e\u6a19\u6e96\u7684\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3067\u3059<\/li>\n\n\n\n<li>LoRA\u306e\u5165\u624b\u306b\u306fCivitai\u3084Hugging Face\u3092\u6d3b\u7528\u3067\u304d\u307e\u3059\u304c\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u4e92\u63db\u6027\u3068\u30e9\u30a4\u30bb\u30f3\u30b9\u6761\u4ef6\u306e\u78ba\u8a8d\u304c\u4e0d\u53ef\u6b20\u3067\u3059<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">LoRA\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u3046\u3053\u3068\u306e\u591a\u3044\u95a2\u9023\u6280\u8853\u306b\u3064\u3044\u3066\u3082\u3001\u3042\u308f\u305b\u3066\u78ba\u8a8d\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u69cb\u9020\u4fdd\u6301\u306e\u6280\u8853\u306b\u3064\u3044\u3066\u77e5\u308a\u305f\u3044\u65b9\u306f\u300c<a href=\"https:\/\/persc.jp\/blog\/controlnet-for-architecture\/\">ControlNet\u3068\u306f\uff1f<\/a>\u300d<\/li>\n\n\n\n<li>\u5168\u4f53\u306e\u30b9\u30bf\u30a4\u30eb\u5909\u63db\u3092\u884c\u3046\u65b9\u6cd5\u306f\u300c<a href=\"https:\/\/persc.jp\/blog\/image-to-image-architecture-guide\/\">Image to Image\u3068\u306f\uff1f<\/a>\u300d<\/li>\n\n\n\n<li>\u8457\u4f5c\u6a29\u3084\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u6ce8\u610f\u70b9\u306f\u300c<a href=\"https:\/\/persc.jp\/blog\/ai-archviz-copyright-guide\/\">AI\u5efa\u7bc9\u30d1\u30fc\u30b9\u306e\u8457\u4f5c\u6a29\u30fb\u5546\u7528\u5229\u7528\u306e\u8003\u3048\u65b9<\/a>\u300d<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI\u753b\u50cf\u751f\u6210\u3067\u5efa\u7bc9\u30d1\u30fc\u30b9\u3092\u4ed5\u4e0a\u3052\u308b\u969b\u3001\u8907\u6570\u30ab\u30c3\u30c8\u306e\u30c6\u30a4\u30b9\u30c8\u304c\u30d0\u30e9\u30d0\u30e9\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u7d4c\u9a13\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u30b9\u30bf\u30a4\u30eb\u3092\u6307\u5b9a\u3059\u308b\u65b9\u6cd5\u3067\u306f\u3001\u30ab\u30c3\u30c8\u3054\u3068\u306b\u5fae\u5999\u306a\u5dee\u7570\u304c\u751f\u307e\u308c\u3084\u3059\u304f\u3001\u30d7\u30ec\u30bc\u30f3\u8cc7\u6599\u3068\u3057\u3066\u306e\u7d71\u4e00\u611f\u3092\u4fdd\u3064\u306e [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"swell_btn_cv_data":"","footnotes":""},"categories":[60],"tags":[],"class_list":["post-2012","post","type-post","status-publish","format-standard","hentry","category-architecture_ai"],"acf":[],"_links":{"self":[{"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/posts\/2012","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/comments?post=2012"}],"version-history":[{"count":2,"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/posts\/2012\/revisions"}],"predecessor-version":[{"id":2067,"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/posts\/2012\/revisions\/2067"}],"wp:attachment":[{"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/media?parent=2012"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/categories?post=2012"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/tags?post=2012"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}