{"id":4453,"date":"2026-01-02T04:26:11","date_gmt":"2026-01-02T04:26:11","guid":{"rendered":"https:\/\/pixai.art\/articles\/?p=4453"},"modified":"2026-01-02T11:28:55","modified_gmt":"2026-01-02T11:28:55","slug":"lora-advanced-techniques-trigger-words-multi-character-generation-and-collection-management-2","status":"publish","type":"post","link":"https:\/\/pixai.art\/articles\/zh\/lora-advanced-techniques-trigger-words-multi-character-generation-and-collection-management-2\/","title":{"rendered":"LoRA \u9032\u968e\u6280\u5de7\uff1a\u89f8\u767c\u8a5e\u3001\u591a\u89d2\u8272\u751f\u6210\u8207\u6536\u85cf\u7ba1\u7406"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u6b61\u8fce\u6765\u5230\u6211\u5011\u7684 LoRA \u7cfb\u5217\u6307\u5357\u6700\u7d42\u7ae0\uff01\u5728\u9019\u4efd\u9032\u968e\u6307\u5357\u4e2d\uff0c\u6211\u5011\u5c07\u6df1\u5165\u63a2\u8a0e\u63d0\u5347 LoRA \u7cbe\u901a\u5ea6\u7684\u4e09\u5927\u95dc\u9375\u8ab2\u984c\uff1a<strong>\u7406\u89e3\u8207\u81ea\u5b9a\u7fa9\u89f8\u767c\u8a5e<\/strong>\u3001<strong>\u5728\u55ae\u4e00\u5f71\u50cf\u4e2d\u751f\u6210\u591a\u500b\u89d2\u8272<\/strong>\uff0c\u4ee5\u53ca<strong>\u9ad8\u6548\u7ba1\u7406\u60a8\u65e5\u76ca\u589e\u9577\u7684 LoRA \u6536\u85cf<\/strong>\u3002\u8b93\u6211\u5011\u4e00\u8d77\u63a2\u7d22\u9019\u4e9b\u80fd\u6539\u8b8a\u5275\u4f5c\u904a\u6232\u898f\u5247\u7684\u6280\u8853\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f4\u591a\u95dc\u65bc LoRA\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <a href=\"https:\/\/pixai.art\/articles\/zh\/https-pixai-art-articles-en-lora-beginners-guide-from-understanding-to-application\/\" data-type=\"post\" data-id=\"4440\">LoRA \u5165\u9580\u6307\u5357<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <a href=\"https:\/\/pixai.art\/articles\/zh\/https-pixai-art-articles-en-lora-practical-application-guide-mastering-weight-settings-and-advanced-techniques\/\" data-type=\"post\" data-id=\"4446\">LoRA \u5be6\u6230\u61c9\u7528\u6307\u5357<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <a href=\"https:\/\/pixai.art\/articles\/zh\/https-pixai-art-articles-en-how-to-train-your-own-loras-on-pixai-the-complete-creators-guide\/\" data-type=\"post\" data-id=\"4458\">LoRA \u8a13\u7df4\u6307\u5357<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <a href=\"https:\/\/pixai.art\/market?type=ANY_LORA\" target=\"_blank\" rel=\"noreferrer noopener\">\u5728\u6a21\u578b\u5e02\u96c6\u63a2\u7d22 LoRA<\/a><\/p>\n\n\n\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 loading=\"lazy\" title=\"LoRA Beginner\u2019s Guide: From Understanding to Application3\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/7EUcHsZyLD8?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\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7406\u89e3\u89f8\u767c\u8a5e\uff1a\u79d8\u5bc6\u555f\u52d5\u91d1\u9470<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ec0\u9ebc\u662f\u89f8\u767c\u8a5e\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u60a8\u8f09\u5165\u4e00\u500b LoRA \u6642\uff0c\u6703\u6ce8\u610f\u5230\u63d0\u793a\u8a5e\u6846\u4e2d\u81ea\u52d5\u51fa\u73fe\u4e86\u7279\u5b9a\u7684\u6587\u5b57\u3002\u9019\u4e9b\u5c31\u662f\u300c\u89f8\u767c\u8a5e\u300d\u2014\u2014\u5b83\u5011\u662f\u544a\u8a34 AI \u5982\u4f55\u7cbe\u6e96\u5957\u7528 LoRA \u5c08\u9580\u8a13\u7df4\u5167\u5bb9\u7684\u6838\u5fc3\u555f\u52d5\u91d1\u9470\u3002\u60a8\u53ef\u4ee5\u5c07\u5b83\u5011\u8996\u70ba\u89e3\u9396 LoRA \u5168\u90e8\u6f5b\u529b\u7684\u79d8\u5bc6\u914d\u65b9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u89f8\u767c\u8a5e\u7684\u904b\u4f5c\u65b9\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u5728 LoRA \u7684\u8a13\u7df4\u904e\u7a0b\u4e2d\uff0c\u900f\u904e\u5206\u6790\u6578\u5343\u7d44\u300c\u5f71\u50cf-\u6a19\u7c64\u300d\u5c0d\uff0c\u5b78\u7fd2\u5230\u4e86\u7279\u5b9a\u8a5e\u5f59\u8207\u7279\u5fb5\u4e4b\u9593\u7684\u9023\u7d50\u3002\u4e0d\u540c\u985e\u578b\u7684 LoRA \u4f7f\u7528\u4e0d\u540c\u985e\u5225\u7684\u89f8\u767c\u8a5e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89d2\u8272 LoRA <\/strong> \u901a\u5e38\u5305\u542b\uff1a\n<ul class=\"wp-block-list\">\n<li>\u8fa8\u8b58\u5ea6\u9ad8\u7684\u4e94\u5b98\u7279\u5fb5<\/li>\n\n\n\n<li>\u62db\u724c\u9aee\u578b\u8207\u9aee\u8272<\/li>\n\n\n\n<li>\u7d93\u5178\u670d\u88dd\u8207\u914d\u4ef6<\/li>\n\n\n\n<li>\u7368\u7279\u7684\u8868\u60c5\u6216\u59ff\u52e2<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"582\" height=\"61\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/\u5c40\u90e8\u622a\u53d6_20250904_161117.png\" alt=\"\" class=\"wp-image-1367\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/\u5c40\u90e8\u622a\u53d6_20250904_161117.png 582w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/\u5c40\u90e8\u622a\u53d6_20250904_161117-300x31.png 300w\" sizes=\"auto, (max-width: 582px) 100vw, 582px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u59ff\u52e2 LoRA<\/strong> \u5305\u542b\u63cf\u8ff0\u4ee5\u4e0b\u5167\u5bb9\u7684\u89f8\u767c\u8a5e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7279\u5b9a\u7684\u8eab\u9ad4\u4f4d\u7f6e\u8207\u7ad9\u59ff<\/li>\n\n\n\n<li>\u624b\u90e8\u64fa\u653e\u4f4d\u7f6e\u8207\u624b\u52e2<\/li>\n\n\n\n<li>\u52d5\u614b\u52d5\u4f5c\u63cf\u8ff0<\/li>\n\n\n\n<li>\u4eba\u9ad4\u7d50\u69cb\u5b9a\u4f4d\u8a5e<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"497\" height=\"59\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/\u5c4f\u5e55\u622a\u56fe-2025-09-04-161306.png\" alt=\"\" class=\"wp-image-1368\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/\u5c4f\u5e55\u622a\u56fe-2025-09-04-161306.png 497w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/\u5c4f\u5e55\u622a\u56fe-2025-09-04-161306-300x36.png 300w\" sizes=\"auto, (max-width: 497px) 100vw, 497px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u98a8\u683c LoRA<\/strong> \u5e38\u7528\u65bc\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u85dd\u8853\u6280\u5de7\u8207\u5a92\u6750\uff08\u756b\u98a8\uff09<\/li>\n\n\n\n<li>\u8abf\u8272\u76e4\u8207\u5149\u5f71\u6548\u679c<\/li>\n\n\n\n<li>\u6750\u8cea\u63cf\u8ff0<\/li>\n\n\n\n<li>\u8996\u89ba\u7f8e\u5b78\u8a5e\u5f59<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"45\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/\u5c4f\u5e55\u622a\u56fe-2025-09-04-161416-1024x45.png\" alt=\"\" class=\"wp-image-1369\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/\u5c4f\u5e55\u622a\u56fe-2025-09-04-161416-1024x45.png 1024w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/\u5c4f\u5e55\u622a\u56fe-2025-09-04-161416-300x13.png 300w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/\u5c4f\u5e55\u622a\u56fe-2025-09-04-161416-768x34.png 768w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/\u5c4f\u5e55\u622a\u56fe-2025-09-04-161416.png 1105w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c08\u696d\u5c0f\u6487\u6b65\uff1a\u8d85\u8d8a\u9810\u8a2d\u503c\u7684\u81ea\u5b9a\u7fa9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee4\u4eba\u8208\u596e\u7684\u662f\u2014\u2014\u60a8\u4e26\u4e0d\u9700\u8981\u88ab\u9396\u5b9a\u5728\u9810\u8a2d\u7684\u89f8\u767c\u8a5e\u4e2d\uff01\u60a8\u53ef\u4ee5\u81ea\u5b9a\u7fa9\u4e26\u4fee\u6539\u5b83\u5011\uff0c\u4ee5\u9054\u5230\u7368\u7279\u7684\u5275\u610f\u6548\u679c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5be6\u6230\u7bc4\u4f8b\uff1a\u670d\u88dd\u81ea\u5b9a\u7fa9<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5047\u8a2d\u6211\u5011\u6b63\u5728\u4f7f\u7528\u4e00\u500b\u300c\u6d41\u87a2\u300d\uff08Firefly\uff09\u7684 LoRA\uff0c\u5176\u9810\u8a2d\u662f\u5979\u62db\u724c\u7684\u767d\u8272\u9023\u8863\u88d9\u3002\u9810\u8a2d\u89f8\u767c\u8a5e\u53ef\u80fd\u5305\u542b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>white dress<\/code><\/li>\n\n\n\n<li><code>long sleeves<\/code><\/li>\n\n\n\n<li><code>blue thighhighs<\/code><\/li>\n\n\n\n<li><code>jacket<\/code><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u5982\u679c\u6211\u5011\u60f3\u8b93\u6d41\u87a2\u7a7f\u4e0a<strong>\u50b3\u7d71\u548c\u670d<\/strong>\u5462\uff1f\u4ee5\u4e0b\u662f\u81ea\u5b9a\u7fa9\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e09\u6b65\uff1a<\/strong> \u4fdd\u7559\u89d2\u8272\u6838\u5fc3\u89f8\u767c\u8a5e\uff08\u4e94\u5b98\u7279\u5fb5\u3001\u982d\u9aee\u7b49\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e00\u6b65\uff1a<\/strong> \u5f9e\u63d0\u793a\u8a5e\u4e2d\u79fb\u9664\u539f\u59cb\u7684\u670d\u88dd\u89f8\u767c\u8a5e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e8c\u6b65\uff1a<\/strong> \u66ff\u63db\u70ba\u60a8\u60f3\u8981\u7684\u670d\u88dd\u63cf\u8ff0\uff1a<code>kimono<\/code>, <code>traditional dress<\/code>, <code>floral pattern<\/code>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"614\" height=\"1024\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/c93b7797-5aae-4a5a-8846-9b07a002065f-614x1024.webp\" alt=\"\" class=\"wp-image-1370\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/c93b7797-5aae-4a5a-8846-9b07a002065f-614x1024.webp 614w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/c93b7797-5aae-4a5a-8846-9b07a002065f-180x300.webp 180w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/c93b7797-5aae-4a5a-8846-9b07a002065f.webp 768w\" sizes=\"auto, (max-width: 614px) 100vw, 614px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d50\u679c\uff1a<\/strong> LoRA \u6703\u7dad\u6301\u6d41\u87a2\u7684\u6838\u5fc3\u7279\u5fb5\uff08\u81c9\u90e8\u8f2a\u5ed3\u3001\u77b3\u8272\u548c\u9aee\u578b\uff09\uff0c\u540c\u6642\u5b8c\u7f8e\u9069\u61c9\u60a8\u7684\u65b0\u670d\u88dd\u9078\u64c7\u3002\u9019\u662f\u56e0\u70ba\u8a13\u7df4\u826f\u597d\u7684\u89d2\u8272 LoRA \u901a\u5e38\u6703\u5c07\u81c9\u90e8\u7279\u5fb5\u8207\u670d\u88dd\u7d30\u7bc0\u5206\u958b\u8b58\u5225\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u638c\u63e1\u591a\u89d2\u8272\u751f\u6210<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u55ae\u4e00\u756b\u9762\u4e2d\u751f\u6210\u591a\u500b\u89d2\u8272\u662f AI \u85dd\u8853\u4e2d\u6700\u5177\u6311\u6230\u6027\u4f46\u4e5f\u6700\u8ff7\u4eba\u7684\u90e8\u5206\u3002\u4ee5\u4e0b\u662f\u9054\u6210\u4e7e\u6de8\u3001\u5c08\u696d\u6548\u679c\u7684\u7cfb\u7d71\u5316\u65b9\u6cd5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u591a\u89d2\u8272\u751f\u6210\u6b65\u9a5f\uff1a<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">Step 1: Character Selection Strategy<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e00\u6b65\uff1a\u89d2\u8272\u9078\u64c7\u7b56\u7565<\/strong> \u9078\u64c7\u57fa\u790e\u6a21\u578b\u5df2\u7d93\u80fd\u826f\u597d\u8b58\u5225\u7684\u89d2\u8272\u3002\u4f8b\u5982\u77e5\u540d\u4f5c\u54c1\u4e2d\u7684\u300c\u512a\u83c8\u300d\u548c\u300c\u5b89\u67cf\u300d\uff0c\u56e0\u70ba\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b83\u5011\u7684\u7279\u5fb5\u5728\u8a13\u7df4\u6578\u64da\u4e2d\u5b9a\u7fa9\u660e\u78ba\u3002<\/li>\n\n\n\n<li>\u8f03\u4e0d\u5bb9\u6613\u767c\u751f\u7279\u5fb5\u878d\u5408\u6216\u6df7\u4e82\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e8c\u6b65\uff1a\u8f09\u5165 LoRA \u8207\u6b0a\u91cd\u7ba1\u7406<\/strong> \u8f09\u5165\u5169\u500b\u89d2\u8272\u7684 LoRA \u4e26\u4ed4\u7d30\u8abf\u6574\u6b0a\u91cd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5efa\u8b70\u8d77\u59cb\u6b0a\u91cd\uff1a<\/strong> \u6bcf\u500b\u89d2\u8272\u5404 0.8\u3002<\/li>\n\n\n\n<li><strong>\u8abf\u6574\u7b56\u7565\uff1a<\/strong> \u5982\u679c\u67d0\u500b\u89d2\u8272\u592a\u5f37\u52e2\uff0c\u5c07\u5176\u6b0a\u91cd\u8abf\u964d\u81f3 0.6-0.7\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"297\" height=\"312\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/2.png\" alt=\"\" class=\"wp-image-1373\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/2.png 297w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/2-286x300.png 286w\" sizes=\"auto, (max-width: 297px) 100vw, 297px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7b2c\u4e09\u6b65\uff1a\u591a\u89d2\u8272\u63d0\u793a\u8a5e\u64b0\u5beb<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u79fb\u9664\u55ae\u4eba\u8853\u8a9e\uff1a<\/strong> \u522a\u9664 <code>solo<\/code>, <code>portrait<\/code>, <code>1girl<\/code> \u7b49\u55ae\u6578\u63cf\u8ff0\u3002<\/li>\n\n\n\n<li><strong>\u52a0\u5165\u591a\u6578\u898f\u683c\uff1a<\/strong> \u52a0\u5165 <code>2girls<\/code>\uff08\u6216\u6b63\u78ba\u7684\u4eba\u6578\u8207\u6027\u5225\uff09\u3002<\/li>\n\n\n\n<li><strong>\u660e\u78ba\u5b9a\u4f4d\uff1a<\/strong> \u5982 <code>standing side by side<\/code> (\u4e26\u80a9\u800c\u7acb), <code>holding hands<\/code> (\u727d\u624b)\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"142\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/1-1024x142.png\" alt=\"\" class=\"wp-image-1372\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/1-1024x142.png 1024w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/1-300x42.png 300w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/1-768x106.png 768w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/1-1536x213.png 1536w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/1.png 1927w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u56db\u6b65\uff1a\u5fc5\u8981\u7684\u8ca0\u9762\u63d0\u793a\u8a5e\uff08Negative Prompts\uff09<\/strong> <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u70ba\u4e86\u907f\u514d\u89d2\u8272\u300c\u5408\u9ad4\u300d\u6216\u5176\u4ed6\u932f\u8aa4\uff0c\u8acb\u52d9\u5fc5\u52a0\u5165\uff1a <code>merged_bodies<\/code> (\u9632\u6b62\u8eab\u9ad4\u878d\u5408), <code>extra_arms<\/code> (\u9632\u6b62\u591a\u51fa\u624b\u81c2), <code>conjoined<\/code> (\u9632\u6b62\u9023\u9ad4), <code>multiple_heads<\/code> (\u9632\u6b62\u591a\u982d)\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"278\" height=\"222\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/3.png\" alt=\"\" class=\"wp-image-1374\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Final result<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"614\" height=\"1024\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/a00bef41-869f-44cd-a646-ab0a5504ea5e-614x1024.webp\" alt=\"\" class=\"wp-image-1375\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/a00bef41-869f-44cd-a646-ab0a5504ea5e-614x1024.webp 614w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/a00bef41-869f-44cd-a646-ab0a5504ea5e-180x300.webp 180w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/a00bef41-869f-44cd-a646-ab0a5504ea5e.webp 768w\" sizes=\"auto, (max-width: 614px) 100vw, 614px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u591a\u89d2\u8272\u751f\u6210\u9032\u968e\u5efa\u8b70<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6b0a\u91cd\u5e73\u8861 (Weight Balancing)<\/strong>\uff1a\u5982\u679c\u67d0\u500b\u89d2\u8272\u7e3d\u662f\u770b\u8d77\u4f86\u6bd4\u53e6\u4e00\u500b\u66f4\u7a81\u51fa\uff0c\u8acb\u5617\u8a66\u4f7f\u7528\u300c\u4e0d\u5c0d\u7a31\u6b0a\u91cd\u300d\uff08\u4f8b\u5982\uff1a\u5f37\u52e2\u7684\u4e3b\u5c0e\u89d2\u8272\u8a2d\u70ba <strong>0.6<\/strong>\uff0c\u8f03\u4e0d\u660e\u986f\u7684\u6b21\u8981\u89d2\u8272\u8a2d\u70ba <strong>0.9<\/strong>\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u63d0\u793a\u8a5e\u4f4d\u7f6e (Prompt Positioning)<\/strong>\uff1a\u5c07\u6700\u91cd\u8981\u7684\u89d2\u8272\u63cf\u8ff0\u653e\u5728\u63d0\u793a\u8a5e\u7684\u6700\u524d\u9762\uff0c\u4ee5\u7372\u5f97\u66f4\u9ad8\u7684\u6b0a\u91cd\u512a\u5148\u7d1a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8fed\u4ee3\u7b56\u7565 (Iteration Strategy)<\/strong>\uff1a\u591a\u751f\u6210\u5e7e\u500b\u7248\u672c\uff0c\u4e26\u6839\u64da\u54ea\u4e9b\u5143\u7d20\u8868\u73fe\u6700\u7a69\u5b9a\uff0c\u9010\u6b65\u5fae\u8abf\u60a8\u7684\u63d0\u793a\u8a5e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6216\u4f7f\u7528 DiT \u6a21\u578b<\/strong>\uff1a\u53c3\u8003\u9019\u4e9b\u6307\u5357 \ud83d\udc49 <a href=\"https:\/\/pixai.art\/articles\/en\/introducing-tsubaki-the-revolutionary-ai-model-that-actually-understands-your-vision-complete-guide\/\" data-type=\"post\" data-id=\"20\" target=\"_blank\" rel=\"noreferrer noopener\">Tsubaki<\/a> &amp; <a href=\"https:\/\/pixai.art\/articles\/en\/introducing-serin-your-gateway-to-authentic-korean-style-ai-art\/\" data-type=\"post\" data-id=\"561\" target=\"_blank\" rel=\"noreferrer noopener\">Serin<\/a>\uff08\u9019\u985e\u6a21\u578b\u5728\u8655\u7406\u591a\u89d2\u8272\u6392\u7248\u4e0a\u901a\u5e38\u66f4\u5f37\u5927\uff09\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u9ad8\u6548\u7684 LoRA \u6536\u85cf\u7ba1\u7406<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u96a8\u8457\u60a8\u7684 LoRA \u8cc7\u6599\u5eab\u65e5\u76ca\u9f90\u5927\uff0c\u7d44\u7e54\u7ba1\u7406\u8b8a\u5f97\u81f3\u95dc\u91cd\u8981\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5efa\u7acb\u60a8\u7684\u6536\u85cf<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5c0b\u627e\u65b0\u7684 LoRA\uff1a<\/strong><\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u700f\u89bd\u5e02\u96c6\uff1a<\/strong> \u5728 PixAI \u7cbe\u9078\u7684 LoRA \u5e02\u96c6\u4e2d\u63a2\u7d22\u71b1\u9580\u8207\u63a8\u85a6\u9078\u9805\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"657\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/4-1024x657.png\" alt=\"\" class=\"wp-image-1377\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/4-1024x657.png 1024w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/4-300x193.png 300w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/4-768x493.png 768w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/4-1536x986.png 1536w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/4.png 1846w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"706\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/5-1024x706.png\" alt=\"\" class=\"wp-image-1378\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/5-1024x706.png 1024w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/5-300x207.png 300w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/5-768x530.png 768w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/5.png 1182w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u793e\u7fa4\u63a2\u7d22\uff1a<\/strong> \u53c3\u8003\u5176\u4ed6\u5275\u4f5c\u8005\u7684\u4f5c\u54c1\uff0c\u4e26\u7559\u610f\u4ed6\u5011\u4f7f\u7528\u4e86\u54ea\u4e9b LoRA\u3002<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u76f4\u63a5\u65b0\u589e\uff1a<\/strong> \u7576\u60a8\u767c\u73fe\u559c\u6b61\u7684 LoRA \u6642\uff0c\u9ede\u64ca\u9032\u5165\u5373\u53ef\u958b\u555f\u8a73\u7d30\u8cc7\u8a0a\u9801\u9762\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/pixai.art\/model\/1860151601585712572-mgong520-style-Illustrious\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"694\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/6-1024x694.png\" alt=\"\" class=\"wp-image-1379\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/6-1024x694.png 1024w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/6-300x203.png 300w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/6-768x521.png 768w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/6.png 1233w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5feb\u901f\u5efa\u7acb\u6536\u85cf\uff1a<\/strong><\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"821\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/5-.png\" alt=\"\" class=\"wp-image-1382\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/5-.png 1000w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/5--300x246.png 300w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/5--768x631.png 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u66f8\u7c64\u9078\u9805\uff1a<\/strong> \u9ede\u64ca\u300c\u5132\u5b58\u300d\u5716\u793a\u5373\u53ef\u52a0\u5165\u66f8\u7c64\uff0c\u65b9\u4fbf\u65e5\u5f8c\u9078\u7528\u3002<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u7acb\u5373\u4f7f\u7528\uff1a<\/strong> \u9ede\u64ca\u300c\u4f7f\u7528\u6b64 LoRA\u300d\uff08Use this LoRA\uff09\uff0c\u7cfb\u7d71\u6703\u81ea\u52d5\u5c07\u5176\u52a0\u5165\u60a8\u76ee\u524d\u7684\u751f\u6210\u9762\u677f\u4e2d\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"694\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/7-1024x694.png\" alt=\"\" class=\"wp-image-1384\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/7-1024x694.png 1024w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/7-300x203.png 300w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/7-768x521.png 768w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/7.png 1233w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"373\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/8-1-1024x373.png\" alt=\"\" class=\"wp-image-1391\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/8-1-1024x373.png 1024w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/8-1-300x109.png 300w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/8-1-768x280.png 768w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/8-1-1536x560.png 1536w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/8-1-2048x747.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u4e00\u9375\u5b58\u53d6\uff1a<\/strong> \u5df2\u52a0\u5165\u66f8\u7c64\u7684 LoRA \u6703\u76f4\u63a5\u986f\u793a\u5728\u60a8\u7684\u751f\u6210\u9762\u677f\u4e2d\uff0c\u65b9\u4fbf\u5feb\u901f\u9078\u53d6\u3002<\/p>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u6574\u7406\u60a8\u7684 LoRA \u5eab<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b58\u53d6\u8207\u7ba1\u7406\u4ecb\u9762<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u67e5\u770b\u60a8\u7684\u6536\u85cf\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5728\u751f\u6210\u9762\u677f\u4e2d\uff0c\u9ede\u64ca\u300c\u986f\u793a\u66f4\u591a LoRA\u300d\uff08Show more LoRAs\uff09\u3002<\/li>\n\n\n\n<li>\u5207\u63db\u81f3\u300c\u66f8\u7c64\u300d\uff08Bookmarks\uff09\u9801\u7c64\uff0c\u5373\u53ef\u67e5\u770b\u6240\u6709\u5df2\u5132\u5b58\u7684\u6536\u85cf\u3002<\/li>\n\n\n\n<li>\u60a8\u53ef\u4ee5\u900f\u904e\u5b8c\u6574\u7684\u9810\u89bd\u529f\u80fd\uff0c\u700f\u89bd\u60a8\u7cbe\u5fc3\u6311\u9078\u7684 LoRA \u5217\u8868\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"995\" height=\"617\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/9-1.png\" alt=\"\" class=\"wp-image-1392\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/9-1.png 995w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/9-1-300x186.png 300w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/9-1-768x476.png 768w\" sizes=\"auto, (max-width: 995px) 100vw, 995px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9032\u968e\u7d44\u7e54\u529f\u80fd\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6392\u5e8f\u9078\u9805\uff1a<\/strong> \u53ef\u5c07 LoRA \u6309\u300c\u5f9e\u65b0\u5230\u820a\u300d\u6392\u5e8f\uff0c\u65b9\u4fbf\u60a8\u5feb\u901f\u627e\u5230\u6700\u8fd1\u65b0\u589e\u7684\u5167\u5bb9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"542\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/12-1024x542.png\" alt=\"\" class=\"wp-image-1401\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/12-1024x542.png 1024w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/12-300x159.png 300w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/12-768x407.png 768w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/12-1536x813.png 1536w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/12.png 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