{"id":23651,"date":"2025-08-07T16:34:14","date_gmt":"2025-08-07T08:34:14","guid":{"rendered":"https:\/\/aicats.wiki\/?p=23651"},"modified":"2025-08-07T16:34:14","modified_gmt":"2025-08-07T08:34:14","slug":"diffusion-%e4%b8%ad%e6%96%87%e6%95%99%e7%a8%8b%ef%bc%9a%e5%a6%82%e4%bd%95%e7%94%a8ai%e6%89%a9%e6%95%a3%e6%a8%a1%e5%9e%8b%e7%94%9f%e6%88%90%e9%ab%98%e8%b4%a8%e9%87%8f%e4%b8%ad%e6%96%87%e5%9b%be","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/08\/07\/23651.html","title":{"rendered":"diffusion \u4e2d\u6587\u6559\u5b78\uff1a\u5982\u4f55\u7528AI\u64f4\u6563\u6a21\u578b\u7522\u751f\u9ad8\u54c1\u8cea\u4e2d\u6587\u5716\u7247\uff1f\u8a73\u7d30\u6b65\u9a5f+\u5be6\u7528\u6280\u5de7\u4e00\u89bd"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u968f\u7740<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>GC\u548c\u6269\u6563\u6a21\u578b\u7684\u53d1\u5c55\uff0c<strong>\u57fa\u4e8e\u6269\u6563\u6a21\u578b\uff08Diffusion Models\uff09\u7684AI\u7ed8\u753b<\/strong>\u5df2\u80fd\u652f\u6301\u4e2d\u6587\u63d0\u793a\u8bcd\u76f4\u63a5\u751f\u6210\u9ad8\u8d28\u91cf\u3001\u591a\u98ce\u683c\u56fe\u7247\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u68b3\u7406\u201cdiffusion \u4e2d\u6587\u201d\u7684\u5b9e\u7528\u6d41\u7a0b\uff0c\u5305\u62ec\u6a21\u578b\u539f\u7406\u3001\u73af\u5883\u642d\u5efa\u3001\u64cd\u4f5c\u7ec6\u8282\u3001\u8fdb\u9636\u6280\u5de7\u4e0e\u4f18\u79c0\u5e73\u53f0\u63a8\u8350\uff0c\u52a9\u4f60\u4e00\u7ad9\u5f0f\u638c\u63e1<strong><a href=\"https:\/\/aicats.wiki\/2025\/07\/09\/7269.html\" title=\"AI\u56fe\u7247\u751f\u6210\u600e\u4e48\u7528\uff1f\u8bbe\u8ba1\u5e08\u4e0d\u53ef\u4e0d\u77e5\u76844\u5927\u5b9e\u7528ai\u56fe\u7247\u751f\u6210\u5e94\u7528\u573a\u666f\">\u4e2d\u6587\u56fe\u7247\u751f\u6210<\/a><\/strong>\u7684\u5173\u952e\u6b65\u9aa4\u4e0e\u63d0\u5347\u7a8d\u95e8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1754531292.png\" alt=\"diffusion \u4e2d\u6587\u6559\u7a0b\uff1a\u5982\u4f55\u7528AI\u6269\u6563\u6a21\u578b\u751f\u6210\u9ad8\u8d28\u91cf\u4e2d\u6587\u56fe\u7247\uff1f\u8be6\u7ec6\u6b65\u9aa4+\u5b9e\u7528\u6280\u5de7\u4e00\u89c8\" class=\"wp-image-51824\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ec0\u4e48\u662fDiffusion\u6269\u6563\u6a21\u578b\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6269\u6563\u6a21\u578b\u57fa\u7840\u539f\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6269\u6563\u6a21\u578b<\/strong>\u662f\u4e00\u7c7b\u5148\u8fdb\u7684\u751f\u6210\u5f0fAI\u6a21\u578b\uff0c\u901a\u8fc7\u4e0d\u65ad\u7ed9\u56fe\u7247\u201c\u52a0\u566a\u58f0\u201d\u548c\u201c\u53bb\u566a\u58f0\u201d\uff0c\u8ba9\u7f51\u7edc\u5b66\u4f1a\u8fd8\u539f\u6e05\u6670\u56fe\u50cf\u3002\u539f\u7406\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bad\u7ec3\u9636\u6bb5\uff1a\u9010\u6b65\u6dfb\u52a0\u566a\u58f0\uff0c\u6a21\u578b\u5b66\u4e60\u53bb\u566a\uff0c\u638c\u63e1\u8fd8\u539f\u80fd\u529b\uff1b<\/li>\n\n\n\n<li>\u751f\u6210\u9636\u6bb5\uff1a\u4ece\u968f\u673a\u566a\u58f0\u51fa\u53d1\uff0c\u5229\u7528\u53cd\u5411\u8fc7\u7a0b\u751f\u6210\u56fe\u7247\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0eGAN\u7b49\u4f20\u7edf\u6280\u672f\u76f8\u6bd4\uff0c<strong>\u6269\u6563\u6a21\u578b\u66f4\u6613\u8bad\u7ec3\uff0c\u56fe\u7247\u7ec6\u8282\u66f4\u4e30\u5bcc<\/strong>\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8eAI\u7ed8\u753b\u3001\u4fee\u56fe\u3001\u5408\u6210\u3002\u4f8b\u5982Stable Diffusion\u3001DALL-E\u7cfb\u5217\u7b49\u5747\u4e3a\u6269\u6563\u6a21\u578b\u4ea7\u54c1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1754531291.png\" alt=\"\u6269\u6563\u6a21\u578b\u539f\u7406\u793a\u610f\u56fe\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u6269\u6563\u6a21\u578b\u539f\u7406\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u201cdiffusion \u4e2d\u6587\u201d\u683c\u5916\u91cd\u8981\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5168\u7403\u4e3b\u6d41\u6269\u6563\u6a21\u578b\u591a\u57fa\u4e8e\u82f1\u6587\u8bed\u6599\uff0c<strong>\u4e2d\u6587\u573a\u666f\u5e38\u9047\u5230\u7406\u89e3\u504f\u5dee\u4e0e\u98ce\u683c\u8131\u8282<\/strong>\u3002\u4e3a\u6b64\uff0c\u56fd\u4ea7\u56e2\u961f\u4e0e\u793e\u7fa4\u6301\u7eed\u63d0\u5347\u6a21\u578b\uff1a\u8ba9AI\u66f4\u597d\u5730\u7406\u89e3\u4e2d\u6587\u5143\u7d20\u3001\u8bcd\u6c47\u548c\u6587\u5316\uff0c\u663e\u8457\u63d0\u5347\u4e86\u201c\u4e2d\u6587\u6587\u751f\u56fe\u201d\u7684\u81ea\u7136\u5ea6\u4e0e\u5b9e\u7528\u6027\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5982\u4f55\u642d\u5efa\u4e2d\u6587\u6269\u6563\u6a21\u578b\u73af\u5883\uff08diffusion \u4e2d\u6587\u57fa\u7840\u90e8\u7f72\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u9009\u62e9\u4e3b\u6d41\u4e2d\u6587Diffusion\u6a21\u578b\u5e73\u53f0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e38\u7528\u4e2d\u6587\u6269\u6563\u6a21\u578b\u5e73\u53f0\/\u6846\u67b6\u4e00\u89c8\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5de5\u5177\/\u6a21\u578b<\/th><th>\u5728\u7ebf\/\u672c\u5730<\/th><th>\u7279\u8272\u4f18\u52bf<\/th><th>\u5b98\u7f51\/\u5165\u53e3<\/th><\/tr><tr><td><a href=\"https:\/\/modelscope.cn\/models?tasks=text-to-image-synthesis&amp;lang=zh\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >ModelScope\uff08\u9b54\u642d\u793e\u533a\uff09<\/a><\/td><td>\u5728\u7ebf<\/td><td>\u591a\u6b3e\u4e2d\u6587Stable Diffusion\u6a21\u578b<\/td><td>https:\/\/modelscope.cn\/<\/td><\/tr><tr><td><a href=\"https:\/\/github.com\/huggingface\/diffusers\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Hugging Face Diffusers<\/a><\/td><td>\u672c\u5730\/\u4e91\u7aef<\/td><td>\u81ea\u5b9a\u4e49\u6743\u91cd\uff0c\u517c\u5bb9\u591a\u7c7b\u4e2d\u6587\u6a21\u578b<\/td><td>https:\/\/github.com\/huggingface\/diffusers<\/td><\/tr><tr><td><a href=\"https:\/\/github.com\/SkyWorkAIGC\/SkyPaint-AI-Diffusion\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >SkyPaint<\/a><\/td><td>\u672c\u5730<\/td><td>\u4e2d\u82f1\u6587prompt\u517c\u5bb9<\/td><td>https:\/\/github.com\/SkyWorkAIGC\/SkyPaint-AI-Diffusion<\/td><\/tr><tr><td><a href=\"https:\/\/github.com\/JeffDing\/WuKong-HuaHua\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >WuKong-HuaHua\uff08\u609f\u7a7a\u753b\u753b\uff09<\/a><\/td><td>\u5728\u7ebf\/\u672c\u5730<\/td><td>\u539f\u751f\u4e2d\u6587\u8bed\u4e49\u7406\u89e3<\/td><td>https:\/\/github.com\/JeffDing\/WuKong-HuaHua<\/td><\/tr><tr><td><a href=\"https:\/\/github.com\/IDEA-CCNL\/Fengshenbang-LM\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Taiyi Diffusion<\/a><\/td><td>\u672c\u5730<\/td><td>\u4e2d\u6587\u4f20\u7edf\u6587\u5316\u7406\u89e3\u80fd\u529b\u7a81\u51fa<\/td><td>https:\/\/github.com\/IDEA-CCNL\/Fengshenbang-LM<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u63d0\u793a<\/strong>\uff1a\u7eaf\u96f6\u57fa\u7840\u9996\u9009\u9b54\u642d\u793e\u533a\u7f51\u9875\u7248\uff1b\u6709\u672c\u5730\u5316\u6216\u5b9a\u5236\u8bad\u7ec3\u9700\u6c42\uff0c\u5efa\u8bae\u4f7f\u7528 Hugging Face Diffusers+\u4e2d\u6587\u6743\u91cd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1590\" height=\"918\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-264.png\" alt=\"\u4e2d\u6587\u6269\u6563\u6a21\u578b\u5e73\u53f0\u754c\u9762\" class=\"wp-image-24290\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/modelscope.cn\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u4e2d\u6587\u6269\u6563\u6a21\u578b\u5e73\u53f0\u754c\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u73af\u5883\u642d\u5efa\u7b80\u660e\u6b65\u9aa4\uff08\u4ee5 Hugging Face Diffusers+\u4e2d\u6587\u6743\u91cd\u4e3a\u4f8b\uff09<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u51c6\u5907Python 3.8+\u73af\u5883<\/strong>\uff0c\u5efa\u8bae\u7528Anaconda\u865a\u62df\u73af\u5883\u9694\u79bb\u4f9d\u8d56\u3002<\/li>\n\n\n\n<li><strong>\u5b89\u88c5\u5fc5\u9700\u5e93<\/strong>\uff1a<br><!--wp-compress-html--><!--wp-compress-html no compression-->\n<pre>pip install torch torchvision<br>default<br>pip install diffusers==0.25.0 transformers accelerate<\/pre>\n<!--wp-compress-html no compression--><!--wp-compress-html--><br><\/li>\n\n\n\n<li><strong>\u4e0b\u8f7d\u4e2d\u6587\u6269\u6563\u6a21\u578b\u6743\u91cd<\/strong>\uff1a<br>\u5982 Taiyi-XL:<br><!--wp-compress-html--><!--wp-compress-html no compression-->\n<pre>from diffusers import DiffusionPipeline<br>pipe = DiffusionPipeline.from_pretrained(\"IDEA-CCNL\/Taiyi-Stable-Diffusion-XL-3.5B\", torch_dtype=torch.float16).to(\"cuda\")<br><\/pre>\n<!--wp-compress-html no compression--><!--wp-compress-html--><br><\/li>\n\n\n\n<li><strong>\u4e2d\u6587prompt\u56fe\u7247\u751f\u6210\uff1a<\/strong><br><!--wp-compress-html--><!--wp-compress-html no compression-->\n<pre>prompt = \"\u4e2d\u56fd\u6c34\u58a8\u98ce\u683c\u7684\u79cb\u5929\u6751\u5e84\uff0c\u8fdc\u5c71\u5982\u9edb\uff0c\u7a3b\u7530\u91d1\u9ec4\"<br>image = pipe(prompt).images[0]<br>image.save(\"output.png\")<br><\/pre>\n<!--wp-compress-html no compression--><!--wp-compress-html--><br><\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">diffusion \u4e2d\u6587\u5b9e\u64cd\u6559\u7a0b\u2014\u2014\u8be6\u7ec6\u6b65\u9aa4<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1754531293.png\" alt=\"Taiyi\u6269\u6563\u6a21\u578b\u9875\u9762\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/huggingface.co\/IDEA-CCNL\/Taiyi-Stable-Diffusion-XL-3.5B\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Taiyi\u6269\u6563\u6a21\u578b\u9875\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u9009\u62e9\u6216\u52a0\u8f7d\u5408\u9002\u7684Diffusion\u4e2d\u6587\u6a21\u578b<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e91\u7aef\u7528\u6237\uff1a\u76f4\u63a5\u767b\u5f55ModelScope\u7b49\u7f51\u7ad9\u9009\u62e9\u4e2d\u6587\u6269\u6563\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u672c\u5730\u7528\u6237\uff1a\u6309\u4e0a\u8ff0\u65b9\u5f0f\u90e8\u7f72\u3001\u4e0b\u8f7d\u6743\u91cd\uff08\u63a8\u8350SD1.5\u7ed3\u6784\u7684\u6a21\u578b\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6a21\u578b\u540d\u79f0<\/th><th>\u4f18\u52bf\u5173\u952e\u8bcd<\/th><th>\u83b7\u53d6\u65b9\u5f0f<\/th><th>\u63d2\u4ef6\u517c\u5bb9<\/th><\/tr><tr><td>Taiyi-XL<\/td><td>\u53cc\u8bed\u3001\u4e2d\u897f\u5408\u74a7<\/td><td>Hugging Face\/\u672c\u5730<\/td><td>\u652f\u6301<\/td><\/tr><tr><td>Wukong-HuaHua<\/td><td>\u539f\u751f\u4e2d\u6587\u5927\u6570\u636e<\/td><td>Github\/ModelScope<\/td><td>\u652f\u6301<\/td><\/tr><tr><td>SkyPaint<\/td><td>\u827a\u672f\u98ce\u683c\/\u4e2d\u82f1<\/td><td>Github<\/td><td>\u652f\u6301<\/td><\/tr><tr><td>MiaoBi<\/td><td>\u52a8\u6f2b\u98ce\/SD1.5\u517c\u5bb9<\/td><td>Github<\/td><td>\u652f\u6301<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u8f93\u5165\u9ad8\u6548\u4e2d\u6587Prompt\uff08\u63d0\u793a\u8bcd\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63a8\u8350<strong>\u76f4\u63a5\u7528\u4e2d\u6587<\/strong>\u8be6\u7ec6\u63cf\u8ff0\u98ce\u683c\u5185\u5bb9\u3002\u5982\uff1a\u201c\u5b8b\u4ee3\u4ed5\u5973\u56fe\uff0c\u552f\u7f8e\u753b\u98ce\uff0c\u7ea2\u8272\u80cc\u666f\u201d\u3002<\/li>\n\n\n\n<li>\u9047\u8bc6\u522b\u4e0d\u4f73\u53ef\u4e2d\u82f1\u6df7\u8f93\uff1a\u201c\u4e2d\u56fd\u53e4\u98ce\u4ed9\u4fa0\u5c11\u5973, digital painting, ultra detailed\u201d\u3002<\/li>\n\n\n\n<li>\u5206\u6761\u7f57\u5217\u5185\u5bb9\u3001\u73af\u5883\u3001\u7ec6\u8282\u3001\u98ce\u683c\u2026\u591a\u89d2\u5ea6\u8865\u5145\uff0c\u63d0\u5347\u751f\u6210\u6548\u679c\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u76ee\u6807<\/th><th>\u63d0\u793a\u8bcd\u7ed3\u6784\u5efa\u8bae<\/th><th>\u793a\u4f8b<\/th><\/tr><tr><td>\u6c34\u58a8\u56fd\u753b<\/td><td>\u4e2d\u56fd\u6c34\u58a8\u753b+\u573a\u666f+\u98ce\u683c<\/td><td>\u201c\u4e2d\u56fd\u6c34\u58a8\u753b\u98ce\u683c\u7684\u677e\u6797\uff0c\u5c71\u6c34\u80cc\u666f\u201d<\/td><\/tr><tr><td>\u52a8\u6f2b\u5934\u50cf<\/td><td>\u4e3b\u4f53+\u98ce\u683c+\u8868\u60c5+\u7ec6\u8282<\/td><td>\u201c\u53ef\u7231\u5c11\u5973\u52a8\u6f2b\u5934\u50cf\uff0c\u5927\u773c\u775b\uff0c\u4fcf\u76ae\u8868\u60c5\u201d<\/td><\/tr><tr><td>\u79d1\u5e7b\u57ce\u5e02\u591c\u666f<\/td><td>\u573a\u666f+\u79d1\u6280\u611f+\u5149\u5f71<\/td><td>\u201c\u672a\u6765\u4e3b\u4e49\u79d1\u5e7b\u57ce\u5e02\uff0c\u591c\u666f\u9713\u8679\u706f\u53cd\u5149\u201d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1754531294.png\" alt=\"\u4e2d\u6587\u6269\u6563\u6a21\u578b\u63d0\u793a\u8bcd\u793a\u4f8b\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u4e2d\u6587\u6269\u6563\u6a21\u578b\u63d0\u793a\u8bcd\u793a\u4f8b<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u8c03\u8282\u751f\u6210\u53c2\u6570<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6b65\u6570(inference steps)<\/strong>\uff1a25-50\uff0c\u6570\u503c\u5927\u66f4\u7cbe\u81f4\uff0c\u4f46\u8017\u65f6\u589e\u52a0\u3002<\/li>\n\n\n\n<li><strong>CFG\u5f15\u5bfc<\/strong>\uff1a5-10\u533a\u95f4\uff0c\u592a\u9ad8\u53ef\u80fd\u5931\u771f\uff0c\u592a\u4f4e\u98ce\u683c\u5f31\u3002<\/li>\n\n\n\n<li><strong>\u5206\u8fa8\u7387<\/strong>\uff1a\u5e38\u7528512&#215;512\uff0c\u9ad8\u7ea7\u652f\u6301768&#215;768+\u3002<\/li>\n\n\n\n<li><strong>\u968f\u673a\u79cd\u5b50<\/strong>(seed)\uff1a\u8bbe\u7f6e\u540e\u751f\u6210\u7ed3\u679c\u53ef\u590d\u73b0\u3002<\/li>\n<\/ul>\n\n\n\n<!--wp-compress-html--><!--wp-compress-html no compression-->\n<pre class=\"wp-block-preformatted\">result = pipe(\n    prompt,\n    num_inference_steps=30,\n    guidance_scale=7.0,\n    width=512,\n    height=512\n).images[0]\n<\/pre>\n<!--wp-compress-html no compression--><!--wp-compress-html-->\n\n\n\n<h3 class=\"wp-block-heading\">4. \u751f\u6210\u4e0e\u589e\u5f3a\u56fe\u7247<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u8f6e\u4e0d\u6ee1\u610f\u53ef\u8c03\u6574prompt\u6216\u53c2\u6570\uff0c\u6216\u6362\u5176\u4ed6\u6a21\u578b\u6a2a\u5411\u5bf9\u6bd4\u3002<\/li>\n\n\n\n<li>\u8fdb\u9636\u7528\u6237\u53ef\u52a0\u8f7dLoRA\u3001ControlNet\u7b49AI\u63d2\u4ef6\u5b9e\u73b0\u591a\u6a21\u6001\u3001\u98ce\u683c\u8fc1\u79fb\u7b49\u81ea\u5b9a\u4e49\u3002<\/li>\n\n\n\n<li>\u914d\u5408<strong>Real-ESRGAN<\/strong>\u7b49AI\u8d85\u5206\u5de5\u5177\uff0c\u589e\u5f3a\u7ec6\u8282\u4e0e\u5206\u8fa8\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1590\" height=\"918\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-266.jpg\" alt=\"HuggingFace Spaces\" class=\"wp-image-24296\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/huggingface.co\/spaces\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >HuggingFace Spaces<\/a><\/figcaption><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u7528diffusion\u4e2d\u6587AI\u5de5\u5177\u4e0e\u5e73\u53f0\u63a8\u8350<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5e73\u53f0\/\u5de5\u5177<\/th><th>\u7279\u8272<\/th><th>\u9002\u5408\u7fa4\u4f53<\/th><th>\u5165\u53e3\u7f51\u5740<\/th><\/tr><tr><td><a href=\"https:\/\/modelscope.cn\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >ModelScope\u9b54\u642d\u793e\u533a<\/a><\/td><td>\u65e0\u9700\u7f16\u7801\uff0c\u7f51\u9875\u4ea4\u4e92\uff0c\u6a21\u578b\u4e30\u5bcc<\/td><td>\u65b0\u624b\/\u8fdb\u9636<\/td><td>https:\/\/modelscope.cn\/<\/td><\/tr><tr><td><a href=\"https:\/\/github.com\/AUTOMATIC1111\/stable-diffusion-webui\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Stable Diffusion WebUI<\/a><\/td><td>\u63d2\u4ef6\u751f\u6001\u5f3a\uff0c\u4e2d\u6587\u517c\u5bb9\u597d<\/td><td>\u8fdb\u9636\/\u5f00\u53d1\u8005<\/td><td>https:\/\/github.com\/AUTOMATIC1111\/stable-diffusion-webui<\/td><\/tr><tr><td><a href=\"https:\/\/huggingface.co\/spaces\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >HuggingFace Spaces<\/a><\/td><td>\u514d\u5b89\u88c5\uff0c\u793e\u533a\u5171\u4eab\u6743\u91cd\u4f53\u9a8c<\/td><td>\u4f53\u9a8c\/\u5165\u95e8<\/td><td>https:\/\/huggingface.co\/spaces<\/td><\/tr><tr><td><a href=\"https:\/\/huggingface.co\/spaces\/JeffDing\/WuKong-HuaHua\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u609f\u7a7a\u753b\u753b\u7f51\u9875\u7248<\/a><\/td><td>\u7eaf\u4e2d\u6587\u83dc\u5355\uff0c\u539f\u751f\u4e2d\u6587\u6a21\u578b<\/td><td>\u4e2d\u6587\u65b0\u624b<\/td><td>\u641c\u7d22\u201c\u609f\u7a7a\u753b\u753bHuggingFace\u201d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7279\u522b\u63a8\u8350\uff1a<\/strong>\u96f6\u57fa\u7840\u5efa\u8bae\u4eceModelScope\u6216WuKong-HuaHua\u7f51\u9875\u7248\u4f53\u9a8c\u4e2d\u6587\u6587\u751f\u56fe\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">diffusion \u4e2d\u6587\u9ad8\u8d28\u91cf\u56fe\u7247\u751f\u6210\u8fdb\u9636\u6280\u5de7<\/h2>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u591a\u5c1d\u8bd5\u4e0d\u540c\u6a21\u578b<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u540c\u6a21\u578b\u5bf9\u4e2d\u6587\u5143\u7d20\u3001\u8bcd\u6c47\u8986\u76d6\u5404\u5f02\uff0c\u5efa\u8bae\u591a\u5bf9\u6bd4\u5982Taiyi-XL\u3001Wukong\u3001MiaoBi\u7b49\u6548\u679c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u4e2d\u6587prompt\u5206\u5c42\u62c6\u89e3<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u63cf\u8ff0\u590d\u6742\u573a\u666f\u65f6\uff0c\u62c6\u6210\u5b50\u5143\u7d20\u9010\u6761\u8865\u5145\uff08\u5982\u201c\u53e4\u5bab+\u591c\u8272+\u70db\u706b+\u7f8e\u5b66\u201d\uff09\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u4e2d\u82f1\u6df7\u8f93\u9002\u914d<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3b\u5e72\u4e2d\u6587+\u6838\u5fc3\u98ce\u683c\u8bcd\u7528\u82f1\u6587\uff0c\u5982\u201c\u660e\u4eae\u8857\u5934\u591c\u666f, cyberpunk, highly detailed\u201d\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u53c2\u8003\u793e\u533aprompt<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5404\u5e73\u53f0AI\u793e\u533a\u6709\u6d77\u91cf\u63d0\u793a\u8bcd\u8303\u4f8b\u53ef\u4f9b\u5b66\u4e60\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">5. \u521b\u610f\u53d1\u6325<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ed3\u5408\u8bd7\u8bcd\u3001\u53e4\u6587\u7b49\u72ec\u7279\u4e2d\u6587\u8868\u8fbe\uff0c\u80fd\u5e26\u6765\u522b\u81f4AI\u56fe\u50cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1754531298.png\" alt=\"\u4e2d\u6587diffusion\u8d44\u6e90\u4ed3\u5e93\u622a\u56fe\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/github.com\/leeguandong\/Awesome-Chinese-Stable-Diffusion\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u4e2d\u6587diffusion\u8d44\u6e90\u4ed3\u5e93\u622a\u56fe<\/a><\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">6. \u81ea\u52a8\u6279\u91cf\u751f\u6210\u4e0e\u5de5\u4f5c\u6d41<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python\u5faa\u73afprompt\u6279\u91cf\u8c03\u7528\u3002<\/li>\n\n\n\n<li>\u7528ChatGPT\u8f85\u52a9\u751f\u6210prompt\uff0c\u63d0\u5347\u6548\u7387\u3002<\/li>\n\n\n\n<li>\u7528datasets\u7b49AI\u5de5\u5177\u81ea\u52a8\u7b5b\u9009\u6ee1\u610f\u7ed3\u679c\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">7. \u672c\u5730\u5fae\u8c03\/fine-tune\u95ee\u9898<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6709\u6df1\u5ea6\u5b66\u4e60\u57fa\u7840<\/strong>\u53ef\u7528\u81ea\u6709\u4e2d\u6587\u56fe\u6587+DreamBooth\u3001LoRA\u5fae\u8c03\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u63a8\u8350\u53c2\u8003<a href=\"https:\/\/colab.research.google.com\/github\/huggingface\/notebooks\/blob\/main\/diffusers\/sd_dreambooth_training.ipynb\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u65b9DreamBooth\u4e2d\u6587\u5b9e\u8df5\u6559\u7a0b<\/a>\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e38\u89c1\u95ee\u9898\u89e3\u7b54\u4e0eAI\u793e\u533a\u5bfc\u822a<\/h2>\n\n\n\n<h4 class=\"wp-block-heading\">1. diffusion \u4e2d\u6587\u793e\u533a\u8d44\u6e90<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Github\uff1a<a href=\"https:\/\/github.com\/leeguandong\/Awesome-Chinese-Stable-Diffusion\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Awesome-Chinese-Stable-Diffusion<\/a><\/li>\n\n\n\n<li>QQ\u7fa4\/\u5fae\u4fe1\u7fa4\uff1a\u641c\u201cAI\u7ed8\u753b\u4e2d\u6587\u4ea4\u6d41\u7fa4\u201d<\/li>\n\n\n\n<li>Hugging Face\uff1aModel Hub\u201cChinese Diffusion\u201d<\/li>\n\n\n\n<li>\u77e5\u4e4e\/\u5c0f\u7ea2\u4e66\/B\u7ad9\uff1a\u5927\u91cf\u5206\u4eab\u4e0e\u5b9e\u7528\u6848\u4f8b<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1590\" height=\"918\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-265.png\" alt=\"Kolors by Kwai\" class=\"wp-image-24293\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/github.com\/Kwai-Kolors\/Kolors\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Kolors by Kwai<\/a><\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u6700\u65b0\u4e2d\u6587\u6269\u6563\u6a21\u578b<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/github.com\/Kwai-Kolors\/Kolors\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Kolors by Kwai<\/a>\uff1a\u957f\u6587\u672c\u3001ChatGLM3\u3001CogVLM\u591a\u6a21\u6001<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/UnicomAI\/UniT2IXL\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >UniT2IXL\u8054\u901a\u5143\u666f<\/a>\uff1a\u805a\u7126\u8d85\u957f\u6587\u672c\u539f\u751f\u4e2d\u6587<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/THUDM\/CogView4\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >CogView4<\/a>\uff1a\u652f\u6301\u6c49\u5b57\u6587\u751f\u56fe<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/HiDream-ai\/HiDream-I1\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >HiDream-I1<\/a>\uff1a\u591a\u7f16\u7801\u5668\u98ce\u683c\u591a\u6837<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u5e94\u7528\u573a\u666f<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e2d\u6587\u6269\u6563\u6a21\u578b\u5e7f\u6cdb\u670d\u52a1\u4e8e<strong>\u62db\u8d34\u3001\u58c1\u7eb8\u3001\u7535\u5546\u5e7f\u544a\u3001\u52a8\u6f2b\u3001\u8bd7\u8bcd\u63d2\u753b\u3001\u6587\u65c5\u5c55\u89c8\u3001\u8282\u5e86\u8d3a\u56fe<\/strong>\u7b49\u56fd\u5185\u539f\u521b\u89c6\u89c9\u521b\u610f\u9886\u57df\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u7ed8\u753b\u6269\u6563\u6a21\u578b\u7684\u63a8\u5e7f\u666e\u53ca\uff0c\u8ba9<strong>\u201cdiffusion \u4e2d\u6587\u201d\u6210\u4e3a\u63a8\u52a8\u89c6\u89c9\u672c\u5730\u5316\u3001\u4e2d\u534e\u6587\u5316\u7115\u65b0\u7684\u91cd\u8981\u6280\u672f\u9a71\u52a8<\/strong>\u3002\u65e0\u8bba\u4f60\u662f\u8bbe\u8ba1\u5e08\u3001\u7a0b\u5e8f\u5458\u8fd8\u662f\u666e\u901a\u521b\u4f5c\u8005\uff0c\u90fd\u53ef\u5927\u80c6\u7528\u4e2d\u6587\u63d0\u793a\u8bcd\u8bd5\u70bc\u6700\u65b0AI\u7ed8\u753b\u6a21\u578b\uff0c\u52a9\u63a8\u4e2d\u56fd\u7279\u8272\u89c6\u89c9\u5185\u5bb9\u5728\u667a\u80fd\u65f6\u4ee3\u7115\u53d1\u65b0\u6d3b\u529b\uff01<br>\u5982\u9700\u6df1\u5ea6\u6280\u672f\u6216\u6269\u6563\u6a21\u578b\u5fae\u8c03\u3001\u4e2d\u6587prompt\u5b9e\u4f8b\uff0c\u6b22\u8fce\u8bbf\u95ee<strong><a href=\"https:\/\/github.com\/leeguandong\/Awesome-Chinese-Stable-Diffusion\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Hugging Face \u793e\u533a<\/a><\/strong>\u4e0e<strong><a href=\"https:\/\/modelscope.cn\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" 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