{"id":2870,"date":"2023-10-02T13:17:25","date_gmt":"2023-10-02T05:17:25","guid":{"rendered":"http:\/\/xinyixx.com\/?p=2870"},"modified":"2023-10-02T13:18:00","modified_gmt":"2023-10-02T05:18:00","slug":"light-composition-controlnet","status":"publish","type":"post","link":"https:\/\/www.xinyixx.com\/index.php\/2023\/10\/02\/light-composition-controlnet\/","title":{"rendered":"\u00a0Light Composition Controlnet \u4f7f\u7528\u6559\u7a0b\u53ca\u8bad\u7ec3\u8bb0\u5f55"},"content":{"rendered":"<h2 class=\"wp-block-heading\">\u8bbe\u60f3<a href=\"https:\/\/aigc.ioclab.com\/sd-showcase\/light_controlnet.html#id1\"><\/a><\/h2>\n\n\n\n<p>\u5728Midjourney \u751f\u6210\u98ce\u683c\u56fe\uff0c\u5e76\u8bad\u7ec3\u540e\u5728 SD WebUI \u4e2d\u4f7f\u7528\uff0c\u53d1\u73b0\u76ee\u524d\u867d\u7136\u6709\u63a7\u5236\u6784\u56fe\uff0c\u9aa8\u9abc\uff0c\u4eba\u7269\u7b49\u7684 controlnet \uff0c\u4f46\u662f\u7f3a\u5c11\u4e00\u4e2a\u8ba9\u7f8e\u672f\u4ece 0 &#8211; 1 \u7684\uff0c\u9488\u5bf9\u5149\u5f71\u548c\u6784\u56fe\u7684\u63a7\u5236\u5de5\u5177\uff0c\u4e8e\u662f\u8bbe\u60f3\u662f\u5426\u53ef\u4ee5\u5236\u4f5c\u8fd9\u6837\u7684\u4e00\u4e2a controlnet \u3002\u5728\u9605\u8bfb\u5e76\u5c1d\u8bd5\u8dd1\u901a\u4e86 controlnet \u539f\u4f5c\u8005\u7684 demo \u540e\uff0c\u53d1\u73b0\u8fd9\u4e2d\u8bbe\u60f3\u662f\u53ef\u884c\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s15.jpg\" alt=\"s15\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s15\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s15.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s33.png\" alt=\"s33\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s33\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s33.png\" class=\" lazyload\"><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f7f\u7528\u6559\u7a0b<a href=\"https:\/\/aigc.ioclab.com\/sd-showcase\/light_controlnet.html#id2\"><\/a><\/h2>\n\n\n\n<p>\u6d4b\u8bd5\u7248\u4e0b\u8f7d\u8fde\u63a5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/huggingface.co\/ioclab\/control_v1u_sd15_illumination_webui\">\u6d4b\u8bd5\u7248&nbsp;<\/a>\uff08 \u5206\u4e3a\u4e09\u4e2a\u8bad\u7ec3\u6b65\u9aa4\uff0c\u4f60\u53ef\u4ee5\u5206\u522b\u5c1d\u8bd5\u4ed6\u4eec \uff09<\/li>\n<\/ul>\n\n\n\n<p>\u76ee\u524d\u8fd8\u5728\u5bf9\u5404\u6b65\u6570\u7684\u68c0\u67e5\u70b9\u8fdb\u884c\u6781\u9650\u6d4b\u8bd5\uff0c\u5982\u679c\u4f60\u5df2\u7ecf\u62ff\u5230\u4e86\u63d0\u524d\u5206\u4eab\u7684\u9884\u89c8\u7248\uff0c\u6700\u4f73\u5b9e\u8df5\u662f\u6743\u91cd\u8c03\u6574 0.5-0.8 \uff0c\u9000\u51fa\u65f6\u673a\u8c03\u6574 0.5-0.9 (\u5177\u4f53\u5f71\u54cd\u53ef\u4ee5\u81ea\u5df1\u6d4b\u8bd5\u6216\u8005\u89c1\u672b\u5c3e\u7684\u5bf9\u6bd4\u56fe)\u3002\u6211\u4f1a\u5728 2 \u5929\u5185\u5b8c\u6210\u52a8\u6f2b\u6570\u636e\u96c6\u7684\u5408\u5165\u53ca\u76f8\u5173\u6d4b\u8bd5\u3002\u5e76\u4f1a\u5728\u4e4b\u540e\u5c06\u76f8\u5173\u6570\u636e\u96c6\u5f00\u6e90\u3002<\/p>\n\n\n\n<p>\u5f53\u751f\u6210\u4e86\u4e00\u5f20\u56fe\uff0c\u5f88\u559c\u6b22\u8fd9\u5f20\u7684\u5149\u5f71\u6548\u679c\u4ee5\u53ca\u6784\u56fe\uff0c\u4f46\u662f\u53c8\u60f3\u505a\u4e00\u4e9b\u4fee\u6539\u3002<\/p>\n\n\n\n<p>\u5f53\u4f7f\u7528\u5176\u4ed6\u7ed8\u56fe\u8f6f\u4ef6\uff0c\u7ed8\u5236\u4e86\u4e00\u5f20\u6784\u56fe\u7684\u9ed1\u767d\u8272\u7a3f\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u8fd9\u6837\u505a\uff1a\u6211\u4eec\u4ee5\u4e09\u91d1\u8001\u5e08\u7684\u4e00\u5f20\u56fe\u7247\u6765\u4e3e\u4f8b<\/p>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s31.png\" alt=\"s31\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s31\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s31.png\" class=\" lazyload\"><\/figure>\n\n\n\n<p>\u5bf9\u8fd9\u5f20\u56fe\u7247\u8fdb\u884c\u9ed1\u767d\uff0c\u6a21\u7cca\u5904\u7406\uff0c\u5e76\u6263\u51fa\u70df\u82b1\uff0c\u5c06\u4ed6\u653e\u5927\uff0c\u5f97\u5230\u9ed1\u767d\u56fe\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s32.png\" alt=\"s32\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s32\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s32.png\" class=\" lazyload\"><\/figure>\n\n\n\n<p>\u5c06\u9ed1\u767d\u56fe\u653e\u5165controlnet\uff0c\u9009\u62e9\u6a21\u578b\uff08\u53ef\u4ecehuggingface\u4e0a\u4e0b\u8f7d\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s29.png\" alt=\"s13\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s13\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s29.png\" class=\" lazyload\"><\/figure>\n\n\n\n<p>\u4f1a\u5f97\u5230\u4e0b\u9762\u4e09\u5f20\u56fe<\/p>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s27.jpg\" alt=\"s13\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s13\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s27.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s28.jpg\" alt=\"s13\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s13\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s28.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s17.jpg\" alt=\"s13\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s13\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s17.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<p>\u53ef\u4ee5\u770b\u5230\u867d\u7136\u5149\u5f71\u5173\u7cfb\u5f97\u5230\u4e86\u4fdd\u7559\uff0c\u4f46\u662f\u7531\u4e8e\u539f\u4eba\u7269\u7684\u4f4d\u7f6e\u592a\u9ed1\u4e86\uff0c\u5bfc\u81f4 Prompt \u4e2d\u7684 1 girl \u5e76\u6ca1\u6709\u548c\u753b\u9762\u8054\u7cfb\u4e0a\uff0c\u6240\u4ee5\u6211\u4eec\u9700\u8981\u53e6\u4e00\u4e2a controlnet \u914d\u5408\u8d4b\u4e88\u6b63\u786e\u7684\u8bed\u4e49\u5173\u7cfb<\/p>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s30.png\" alt=\"s13\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s13\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s30.png\" class=\" lazyload\"><\/figure>\n\n\n\n<p>\u5728\u4f7f\u7528 seg \u540e\uff0c\u4e24\u4e2a controlnet \u914d\u5408\uff0c\u5207\u6362\u4e0d\u540c\u7684\u5e95\u819c\uff0c\u53ef\u4ee5\u5f97\u5230\u5982\u4e0b\u7684\u6548\u679c<\/p>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s18.jpg\" alt=\"s13\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s13\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s18.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s19.jpg\" alt=\"s13\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s13\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s19.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s20.jpg\" alt=\"s13\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s13\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s20.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s22.jpg\" alt=\"s13\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s13\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s22.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s24.jpg\" alt=\"s13\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s13\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s24.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s25.jpg\" alt=\"s13\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s13\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s25.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<p>\u73b0\u5728\uff0c\u8bf7\u81ea\u884c\u5c1d\u8bd5\uff0c\u76ee\u524d\u8fd8\u672a\u5b8c\u6210\u5168\u90e8\u6570\u636e\u96c6\u7684\u8bad\u7ec3\uff0c\u5728\u6cdb\u5316\u6027\u4e0a\u4f1a\u6709\u6240\u4e0d\u8db3\uff0c\u9700\u8981\u6839\u636e\u573a\u666f\u548c\u63d0\u793a\u8bcd\u53bb\u8c03\u6574\u6743\u91cd\uff0c\u5982\u679c\u4f60\u6709\u597d\u7684\u6548\u679c\u6216\u8005\u78b0\u5230\u4e86\u95ee\u9898\uff0c\u53ef\u4ee5\u5728\u8bc4\u8bba\u533a\u7559\u8a00\uff0c\u5176\u4ed6\u5bf9\u6bd4\u6548\u679c\u5728\u6587\u7ae0\u4e0b\u53d1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6210\u679c\u5c55\u793a<a href=\"https:\/\/aigc.ioclab.com\/sd-showcase\/light_controlnet.html#id3\"><\/a><\/h3>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s33.png\" alt=\"s13\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s13\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s33.png\" class=\" lazyload\"><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u5206\u4eab\u8bb0\u5f55<a href=\"https:\/\/aigc.ioclab.com\/sd-showcase\/light_controlnet.html#id4\"><\/a><\/h4>\n\n\n\n<p>\u4ee5\u4e0b\u5185\u5bb9\u5927\u90e8\u5206\u51fa\u81ea\u5728 huggingface\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s8.jpg\" alt=\"s8\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s8\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s8.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<p>\u76ee\u524d\u53ef\u89c1\uff0ccontrolnet \u5df2\u7ecf\u5b66\u5230\u4e86\u4eae\u6697\u5bf9\u5e94\u7684\u5173\u7cfb\uff0c\u5982\u56fe\u4e2d\u5728\u80f8\u90e8\u4eae\u65f6\uff0c\u5bf9\u5e94\u7684\u5149\u7167\u662f\u4fa7\u5149\u4e14\u53d1\u4eae\uff0c\u5728\u539f\u56fe\u6697\u65f6\uff0c\u5bf9\u5e94\u7684\u751f\u6210\u6548\u679c\u662f\u65e0\u5149\u3002<\/p>\n\n\n\n<p>\u4e14\u76ee\u524d\u53ef\u89c1\u521d\u6b65\u5b66\u4e60\u5230\u4e86\u5149\u6e90\u548c\u56fe\u7247\u4e2d\u53ca Prompt \u7406\u89e3\u7684\u5173\u7cfb\uff0c\u5982\u5728\u539f\u672c\u7684\u56fe\u4e2d\u662f\u9ad8\u4eae\u7684\u5934\u53d1\uff0c\u5728\u53d8\u4e3a\u9ed1\u767d\u56fe\u63a7\u5236\u540e AI \u7406\u89e3\u4e3a\u6253\u5f00\u7684\u7a97\u6237 &#8211; \u4e3b\u5149\u6e90\u3002\u5728\u523b\u610f\u6d82\u62b9\u540e\uff0c\u53d8\u4e3a\u4e86\u660f\u6697\u7684\u80cc\u666f\u3002\u8fd9\u79cd\u8bed\u4e49\u5316\u597d\u574f\u53c2\u534a\uff0c\u4f1a\u5728\u540e\u7eed\u4e2d\u5206\u53c9\u8fdb\u884c\u53bb\u8bed\u4e49\u5316\u548c\u52a0\u5f3a\u8bed\u4e49\u5316\u7684\u4e24\u4e2a\u7248\u672c\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s9.jpg\" alt=\"s9\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s9\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s9.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s10.jpg\" alt=\"s10\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s10\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s10.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s11.jpg\" alt=\"s11\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s11\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s11.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<p>\u5728\u4ee5\u4e0a\u4e09\u7ec4\u56fe\u4e2d\u53ef\u89c1\uff0c\u901a\u8fc7\u5bf9\u8f93\u5165\u5185\u5bb9\u8fdb\u884c\u767d\u8272\u4eae\u70b9\u7684\u6dfb\u52a0\uff0c\u5e76\u5728 Prompt \u4e2d\u8f93\u5165\u6f02\u6d6e\u7684\u661f\u661f\uff0c\u5c31\u53ef\u4ee5\u5c06\u5176\u5f15\u5bfc\u5230\u767d\u8272\u4eae\u70b9\u4e0a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s12.jpg\" alt=\"s12\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s12\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s12.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<pre class=\"wp-block-code\"><code>def imgprocess(path):\n    # \u6253\u5f00\u539f\u59cb\u56fe\u50cf\n    img = Image.open(path)\n    if img.mode != 'RGB':\n        img = img.convert('RGB')\n\n    img = img.convert('L')\n    # img = ImageOps.equalize(img, mask=None)\n    img = img.resize((1536, 1536), resample=Image.BILINEAR)\n    enhancer = ImageEnhance.Contrast(img)\n    img_contrast = enhancer.enhance(1.3)\n    img = img_contrast\n\n    # \u4f7f\u7528\u9ad8\u65af\u6a21\u7cca\u53bb\u9664\u4e00\u90e8\u5206\u7ec6\u8282\n    img = img.filter(ImageFilter.GaussianBlur(radius=5))\n    img = img.filter(ImageFilter.BoxBlur(radius=15))\n    img = img.filter(ImageFilter.GaussianBlur(radius=10))\n\n    # \u4f7f\u7528\u4e2d\u503c\u6ee4\u6ce2\u5668\u53bb\u9664\u66f4\u591a\u7684\u7ec6\u8282\n    img = img.filter(ImageFilter.MedianFilter(size=3))\n    img= img.filter(ImageFilter.SMOOTH)\n    # \u4f7f\u7528\u8fb9\u7f18\u589e\u5f3a\u6ee4\u6ce2\u5668\u4fdd\u7559\u5149\u5f71\u548c\u8272\u5757\u7684\u6a21\u7cca\u5173\u7cfb\n\n    img = img.filter(ImageFilter.UnsharpMask(radius=2, percent=150, threshold=1))\n\n    img_array = np.array(img)\n\n    img = cv2.cvtColor(img_array, cv2.COLOR_RGB2BGR)\n\n    # \u5c06\u56fe\u50cf\u8f6c\u6362\u4e3a\u7070\u5ea6\u56fe\u50cf\n    gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n\n    # \u5bf9\u56fe\u50cf\u8fdb\u884c\u81ea\u9002\u5e94\u76f4\u65b9\u56fe\u5747\u8861\u5316\n    clahe = cv2.createCLAHE(clipLimit=1.0, tileGridSize=(8,8))\n    cl_img = clahe.apply(gray)\n\n    # \u5c06\u56fe\u50cf\u8f6c\u6362\u4e3a Pillow \u683c\u5f0f\uff0c\u5e76\u663e\u793a\u5904\u7406\u540e\u7684\u56fe\u50cf\n    img = Image.fromarray(cl_img)\n    img = img.resize((img.size&#91;0] \/\/ 16, img.size&#91;1] \/\/ 16), resample=Image.BOX)\n    img = img.resize((img.size&#91;0] * 16, img.size&#91;1] * 16), resample=Image.NEAREST)\n    img = img.filter(ImageFilter.GaussianBlur(radius=10))\n    enhancer = ImageEnhance.Contrast(img)\n    img_contrast = enhancer.enhance(1.3)\n    img = img_contrast\n    img = img.resize((512, 512), resample=Image.BILINEAR)\n\n    return img\n\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s1.png\" alt=\"s1\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s1\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s1.png\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s2.png\" alt=\"s2\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s2\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s2.png\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s3.png\" alt=\"s3\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s3\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s3.png\" class=\" lazyload\"><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bad\u7ec3\u8fc7\u7a0b<a href=\"https:\/\/aigc.ioclab.com\/sd-showcase\/light_controlnet.html#id7\"><\/a><\/h3>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s16.jpg\" alt=\"s16\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s16\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s16.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s4.jpg\" alt=\"s4\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s4\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s4.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s5.jpg\" alt=\"s5\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s5\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s5.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s6.jpg\" alt=\"s6\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s6\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s6.jpg\" class=\" lazyload\"><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6cdb\u5316\u6d4b\u8bd5<a href=\"https:\/\/aigc.ioclab.com\/sd-showcase\/light_controlnet.html#id8\"><\/a><\/h3>\n\n\n\n<p>\u4e0d\u540c\u53c2\u6570\u5bf9\u6bd4\u56fe<\/p>\n\n\n\n<figure class=\"wp-block-image\"><noscript><img decoding=\"async\" src=\"https:\/\/aigc.ioclab.com\/_images\/s26.jpg\" alt=\"s26\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"s26\" data-src=\"https:\/\/aigc.ioclab.com\/_images\/s26.jpg\" class=\" lazyload\"><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u8bbe\u60f3 \u5728Midjourney \u751f\u6210\u98ce\u683c\u56fe\uff0c\u5e76\u8bad\u7ec3\u540e\u5728 SD WebUI \u4e2d\u4f7f\u7528\uff0c\u53d1\u73b0\u76ee\u524d\u867d\u7136\u6709\u63a7\u5236\u6784\u56fe\uff0c\u9aa8\u9abc\uff0c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_import_markdown_pro_load_document_selector":0,"_import_markdown_pro_submit_text_textarea":"","footnotes":""},"categories":[5,12,11],"tags":[73,69,60,77],"class_list":["post-2870","post","type-post","status-publish","format-standard","hentry","category-ai-learn","category-share","category-outside","tag-ai","tag-learning","tag-printer","tag-coding","entry"],"_links":{"self":[{"href":"https:\/\/www.xinyixx.com\/index.php\/wp-json\/wp\/v2\/posts\/2870","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.xinyixx.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.xinyixx.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.xinyixx.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.xinyixx.com\/index.php\/wp-json\/wp\/v2\/comments?post=2870"}],"version-history":[{"count":0,"href":"https:\/\/www.xinyixx.com\/index.php\/wp-json\/wp\/v2\/posts\/2870\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.xinyixx.com\/index.php\/wp-json\/wp\/v2\/media?parent=2870"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.xinyixx.com\/index.php\/wp-json\/wp\/v2\/categories?post=2870"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.xinyixx.com\/index.php\/wp-json\/wp\/v2\/tags?post=2870"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}