{"id":23810,"date":"2024-12-30T10:31:47","date_gmt":"2024-12-30T02:31:47","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=23810"},"modified":"2024-12-30T10:31:47","modified_gmt":"2024-12-30T02:31:47","slug":"%e8%b6%85%e8%b6%8acontrolnet%ef%bc%81%e8%85%be%e8%ae%af%e4%bc%98%e5%9b%be%e6%8f%90%e5%87%ba%e5%8a%a8%e6%80%81%e6%9d%a1%e4%bb%b6%e9%80%89%e6%8b%a9%e6%96%b0%e6%9e%b6%e6%9e%84","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/12\/30\/23810\/","title":{"rendered":"\u8d85\u8d8aControlNet++\uff01\u817e\u8baf\u4f18\u56fe\u63d0\u51fa\u52a8\u6001\u6761\u4ef6\u9009\u62e9\u65b0\u67b6\u6784"},"content":{"rendered":"<div><img data-dominant-color=\"b6c1c9\" data-has-transparency=\"false\" style=\"--dominant-color: #b6c1c9;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-23812\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/6d6236f1-6a99-43dd-b1f1-ebaa41dc9bf8-300x167-1.png\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/6d6236f1-6a99-43dd-b1f1-ebaa41dc9bf8-300x167-1.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/6d6236f1-6a99-43dd-b1f1-ebaa41dc9bf8-300x167-1-150x84.png 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u5728\u8bba\u6587\u4e2d\uff0c\u7814\u7a76\u4ece\u5b9a\u91cf\u548c\u5b9a\u6027\u7684\u89d2\u5ea6\u8bc1\u660e\u4e86\u73b0\u6709\u7684\u4e13\u6ce8\u4e8e\u53ef\u63a7\u751f\u6210\u7684\u7814\u7a76\u4ecd\u7136\u672a\u80fd\u5145\u5206\u5229\u7528\u591a\u79cd\u63a7\u5236\u6761\u4ef6\u7684\u6f5c\u529b\uff0c\u5bfc\u81f4\u751f\u6210\u7684\u56fe\u50cf\u4e0e\u8f93\u5165\u6761\u4ef6\u4e0d\u4e00\u81f4\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u8d85\u8d8aControlNet++\uff0c\u8ba9\u6587\u751f\u56fe\u66f4\u53ef\u63a7\u7684\u65b0\u6846\u67b6\u6765\u4e86\uff01<\/p>\n<p class=\"js_darkmode__2\">\u817e\u8baf\u4f18\u56fe\u3001\u5357\u6d0b\u7406\u5de5\u3001\u6d59\u5927\u7b49\u7814\u7a76\u673a\u6784\u8054\u5408\u63a8\u51fa<strong>DynamicControl<\/strong>\uff0c\u76f4\u63a5\u5c06\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u7684<strong>\u63a8\u7406\u80fd\u529b<\/strong>\u96c6\u6210\u5230\u6587\u672c\u751f\u6210\u56fe\u50cf\uff08T2I)\uff09\u4efb\u52a1\u4e2d\u3002<\/p>\n<p class=\"js_darkmode__3\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202412\/28\/a56ccd564ac4e494141991f6b4531062bdc509.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__4\">\u800c\u4e14\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u3001\u9ad8\u6548\u7684\u591a\u63a7\u5236\u9002\u914d\u5668\uff0c\u53ef\u4ee5\u81ea\u9002\u5e94\u5730\u9009\u62e9\u4e0d\u540c\u7684\u6761\u4ef6\uff0c\u4ece\u800c\u5b9e\u73b0\u52a8\u6001\u591a\u63a7\u5236\u5bf9\u9f50\u3002<\/p>\n<p class=\"js_darkmode__5\">\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cDynamicControl\u5927\u5927\u589e\u5f3a\u4e86\u53ef\u63a7\u6027\uff0c\u4e14\u4e0d\u4f1a\u727a\u7272\u56fe\u50cf\u8d28\u91cf\u6216\u56fe\u50cf\u6587\u672c\u5bf9\u9f50\u3002<\/p>\n<p class=\"js_darkmode__6\">\u8bdd\u4e0d\u591a\u8bf4\uff0c\u4e0b\u9762\u6765\u770b\u5177\u4f53\u5185\u5bb9\u3002<\/p>\n<h2>DynamicControl\uff1a\u52a8\u6001\u6761\u4ef6\u9009\u62e9\u65b0\u67b6\u6784<\/h2>\n<p class=\"js_darkmode__8\">\u57fa\u4e8eControlNet\u7c7b\u6a21\u578b\uff0c\u4e4b\u524d\u7684\u5de5\u4f5c\u63a2\u7d22\u4e86\u5404\u79cd\u63a7\u5236\u4fe1\u53f7\uff0c\u4f8b\u5982\u5e03\u5c40\u7ea6\u675f\u3001\u5206\u5272\u56fe\u548c\u6df1\u5ea6\u56fe\uff0c\u4ee5\u51b3\u5b9a\u751f\u6210\u7684\u56fe\u50cf\u4e2d\u7684\u7a7a\u95f4\u6392\u5217\u3001\u7269\u4f53\u5f62\u72b6\u548c\u666f\u6df1\u3002<\/p>\n<p class=\"js_darkmode__9\">\u6b64\u5916\uff0c\u8be5\u9886\u57df\u8fd8\u89c1\u8bc1\u4e86\u4f7f\u7528\u5feb\u901f\u5de5\u7a0b\u548c\u4ea4\u53c9\u6ce8\u610f\u7ea6\u675f\u6765\u8fdb\u4e00\u6b65\u5b8c\u5584\u56fe\u50cf\u751f\u6210\u7684\u8c03\u8282\u3002<\/p>\n<p class=\"js_darkmode__10\"><strong>\u4e0d\u8fc7\u73b0\u6709\u65b9\u5f0f\u5747\u5b58\u5728\u5404\u81ea\u7684\u5c40\u9650\u6027<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__11\">\u6bd4\u5982\uff0c\u8003\u8651\u5230\u4e00\u4e2a\u5bf9\u8c61\u7684\u591a\u79cd\u6761\u4ef6\uff0c\u4e00\u6761\u7ebf\u8def\uff08\u4f8b\u5982UniControl\u3001UniControlNet\uff09\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u968f\u673a\u9009\u62e9\u4e00\u6b21\u6fc0\u6d3b\u4e00\u79cd\u6761\u4ef6\uff0c\u5982\u56fe1(a) \u6240\u793a\u3002<\/p>\n<p class=\"js_darkmode__12\">\u8fd9\u79cd\u5904\u7406\u4e0d\u540c\u89c6\u89c9\u6761\u4ef6\u7684\u80fd\u529b\u975e\u5e38\u4f4e\u6548\uff0c\u5c06\u5927\u5927\u589e\u52a0\u8bad\u7ec3\u7684\u8ba1\u7b97\u8d1f\u62c5\u548c\u65f6\u95f4\u6210\u672c\u3002<\/p>\n<p class=\"js_darkmode__13\">\u53e6\u4e00\u7c7b\u65b9\u6cd5\uff08\u4f8b\u5982AnyControl\u3001ControlNet++\uff09\u4f7f\u7528\u56fa\u5b9a\u6570\u91cf\uff08\u901a\u5e38\u4e3a2\u62164\uff09\u7684\u6761\u4ef6\uff0c\u5e76\u91c7\u7528MoE\u8bbe\u8ba1\u6216\u591a\u63a7\u5236\u7f16\u7801\u5668\u6765\u89e3\u51b3\u6761\u4ef6\u6570\u91cf\u53d8\u5316\u7684\u95ee\u9898\uff0c\u5982\u56fe1(b) \u6240\u793a\u3002<\/p>\n<p class=\"js_darkmode__14\">\u7136\u800c\uff0c\u8fd9\u79cd\u56fa\u5b9a\u6570\u91cf\u65b9\u6848\u5e76\u6ca1\u6709\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u591a\u6761\u4ef6\u95ee\u9898\uff0c\u4e5f\u6ca1\u6709\u8003\u8651\u591a\u6761\u4ef6\u662f\u5426\u4e0e\u751f\u6210\u7ed3\u679c\u76f8\u51b2\u7a81\u3002<\/p>\n<p 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class=\"js_darkmode__17\">\u7ed9\u5b9a\u6765\u81ea\u540c\u4e00\u4e3b\u9898\u7684\u591a\u4e2a\u6761\u4ef6\uff0c\u5bf9\u4e8e\u76f8\u540c\u7684\u6587\u672c\u63d0\u793a\uff0c\u4e0d\u540c\u7684\u6761\u4ef6\u5728\u989c\u8272\u3001\u7eb9\u7406\u3001\u5e03\u5c40\uff0c\u5408\u7406\u6027\u7b49\u65b9\u9762\u4ea7\u751f\u4e0d\u540c\u7684\u7ed3\u679c\u3002<\/p>\n<p class=\"js_darkmode__18\">\u6b64\u5916\uff0c\u4ece\u4e0e\u6e90\u56fe\u50cf\u7684\u76f8\u4f3c\u5ea6SSIM\u5f97\u5206\u6765\u770b\uff0c\u4e0d\u540c\u7684\u6761\u4ef6\u96be\u4ee5\u51c6\u786e\u751f\u6210\u4e0e\u8f93\u5165\u6e90\u56fe\u50cf\u4e00\u81f4\u7684\u56fe\u50cf\u3002\u8fd9\u4e5f\u8868\u660e\u4e0d\u540c\u6761\u4ef6\u5bf9\u751f\u6210\u66f4\u597d\u56fe\u50cf\u7684\u8d21\u732e\u4e0d\u540c\uff0c\u6709\u4e9b\u6761\u4ef6\u751a\u81f3\u4f1a\u4ea7\u751f\u8d1f\u9762\u5f71\u54cd\u3002<\/p>\n<p class=\"js_darkmode__19\">\u56e0\u6b64\uff0c\u5728\u5148\u524d\u7684\u65b9\u6cd5\u4e2d\uff0c\u4ec5\u9009\u62e9\u4e00\u4e2a\u6216\u56fa\u5b9a\u6570\u91cf\u7684\u6761\u4ef6\u800c\u4e0d\u8003\u8651\u5b83\u4eec\u5728\u751f\u6210\u66f4\u63a5\u8fd1\u6e90\u56fe\u50cf\u7684\u56fe\u50cf\u65b9\u9762\u7684\u91cd\u8981\u6027\u4ee5\u53ca\u6bcf\u4e2a\u6761\u4ef6\u4e4b\u95f4\u7684\u5185\u90e8\u5173\u7cfb\u662f\u6b21\u4f18\u7684\u3002<\/p>\n<p class=\"js_darkmode__20\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u63d0\u51fa\u4e86<strong>DynamicControl<\/strong>\uff0c\u8fd9\u662f\u4e00\u4e2a\u652f\u6301\u591a\u79cd\u63a7\u5236\u4fe1\u53f7\u52a8\u6001\u7ec4\u5408\u7684\u65b0\u6846\u67b6\uff0c\u5b83\u53ef\u4ee5<strong>\u81ea\u9002\u5e94\u5730\u9009\u62e9\u4e0d\u540c\u6570\u91cf\u548c\u7c7b\u578b\u7684\u6761\u4ef6<\/strong>\uff0c\u5982\u56fe1\uff08c\uff09\u6240\u793a\u3002<\/p>\n<p class=\"js_darkmode__21\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202412\/28\/e4d98cc663d9a610ce067183798207d59cdce0.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h2>\u5177\u4f53\u548b\u505a\u5230\u7684<\/h2>\n<p class=\"js_darkmode__23\">\u7b97\u6cd5\u7684\u6574\u4f53\u6d41\u7a0b\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n<p class=\"js_darkmode__24\">\u7ed9\u5b9a\u591a\u79cd\u6761\u4ef6\uff0c\u7814\u7a76\u9996\u5148\u5f15\u5165<strong>\u53cc\u5faa\u73af\u63a7\u5236\u5668<\/strong>\u6765\u4ea7\u751f\u771f\u5b9e\u7684\u6392\u540d\u5206\u6570\uff0c\u4f5c\u4e3a\u4e0eMLLM\u7ed3\u5408\u8bad\u7ec3\u6761\u4ef6\u8bc4\u4f30\u5668\u7684\u76d1\u7763\u4fe1\u53f7\u3002<\/p>\n<p class=\"js_darkmode__25\">\u7136\u540e\uff0c\u8fd9\u4e9b\u6392\u540d\u7684\u6761\u4ef6\u4e0e\u6765\u81ea\u9884\u8bad\u7ec3\u6761\u4ef6\u8bc4\u4f30\u5668\u7684\u9009\u62e9\u5206\u6570\u7531\u591a\u63a7\u5236\u9002\u914d\u5668\u52a8\u6001\u7f16\u7801\uff0c\u4ee5\u5b9e\u73b0\u53ef\u63a7\u7684\u56fe\u50cf\u751f\u6210\u3002<\/p>\n<p class=\"js_darkmode__26\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202412\/28\/c6d5bb04016b833fee71898f3efd2a2333a2c0.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>Double-Cycle Controlle<\/h4>\n<p class=\"js_darkmode__28\">\u9274\u4e8e\u7814\u7a76\u5c06\u591a\u6761\u4ef6\u53ef\u63a7\u6027\u6982\u5ff5\u5316\u4e3a\u8f93\u5165\u6761\u4ef6\u4e4b\u95f4\u7684\u52a8\u6001\u9009\u62e9\uff0c\u56e0\u6b64\u4f7f\u7528<strong>\u5224\u522b\u5956\u52b1\u6a21\u578b<\/strong>\u6765\u8861\u91cf\u8fd9\u79cd\u9009\u62e9\u662f\u53ef\u884c\u7684\u3002<\/p>\n<p class=\"js_darkmode__29\">\u901a\u8fc7\u91cf\u5316\u751f\u6210\u6a21\u578b\u7684\u8f93\u51fa\uff0c\u7814\u7a76\u80fd\u591f\u4f9d\u9760\u8fd9\u4e9b\u5b9a\u91cf\u8bc4\u4f30\u6765\u96c6\u4f53\u589e\u5f3a\u5404\u79cd\u6761\u4ef6\u63a7\u5236\u7684\u4f18\u5316\uff0c\u4ee5\u4fc3\u8fdb\u66f4\u53ef\u63a7\u7684\u751f\u6210\u8fc7\u7a0b\u3002<\/p>\n<p class=\"js_darkmode__30\">\u5177\u4f53\u6765\u8bf4\uff0c\u7ed9\u5b9a\u591a\u4e2a\u6761\u4ef6\u548c\u6587\u672c\u63d0\u793a\uff0c\u7814\u7a76\u9996\u5148\u5229\u7528\u9884\u8bad\u7ec3\u7684\u6761\u4ef6\u751f\u6210\u6a21\u578b\u4e3a\u6bcf\u4e2a\u6761\u4ef6\u751f\u6210\u56fe\u50cf\u3002<\/p>\n<p class=\"js_darkmode__31\">\u7136\u540e\u901a\u8fc7\u4e0d\u540c\u7684\u9884\u8bad\u7ec3\u5224\u522b\u6a21\u578b\u63d0\u53d6\u76f8\u5e94\u7684\u53cd\u5411\u6761\u4ef6\u3002<\/p>\n<p class=\"js_darkmode__32\">\u57fa\u4e8e\u8fd9\u4e9b\u751f\u6210\u7684\u56fe\u50cf\u548c\u53cd\u5411\u6761\u4ef6\uff0c\u7814\u7a76\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u53cc\u5faa\u73af\u63a7\u5236\u5668\uff0c\u5bf9\u8f93\u5165\u7684\u591a\u4e2a\u63a7\u5236\u6761\u4ef6\u8fdb\u884c\u521d\u59cb\u91cd\u8981\u6027\u8bc4\u4f30\u3002\u8be5\u53cc\u5faa\u73af\u63a7\u5236\u5668\u7531\u4e24\u4e2a\u4e00\u81f4\u6027\u5206\u6570\u7ec4\u6210\uff0c\u5373\u6761\u4ef6\u4e00\u81f4\u6027\u548c\u56fe\u50cf\u4e00\u81f4\u6027\u3002<\/p>\n<p class=\"js_darkmode__33\"><strong>\uff081\uff09\u6761\u4ef6\u4e00\u81f4\u6027\u3002<\/strong>\u5bf9\u4e8e\u6bcf\u4e2a\u8f93\u5165\u6761\u4ef6\u548c\u751f\u6210\u56fe\u50cf\u7684\u76f8\u5e94\u8f93\u51fa\u6761\u4ef6\uff0c\u7814\u7a76\u4f18\u5316\u4e86\u6761\u4ef6\u5faa\u73af\u4e00\u81f4\u6027\u635f\u5931\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u53ef\u63a7\u6027\uff0c\u5176\u516c\u5f0f\u4e3a\uff1a<\/p>\n<p class=\"js_darkmode__34\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202412\/28\/a42aaf951ab9b4243223898e2bb8348234515b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__35\">\u8fd9\u91cc\u7814\u7a76\u5bf9\u6270\u52a8\u56fe\u50cf\u6267\u884c<strong>\u5355\u6b65\u91c7\u6837<\/strong>\uff0c\u5176\u4e2dD\u662f\u5224\u522b\u5956\u52b1\u6a21\u578b\uff0c\u7528\u4e8e\u4f18\u5316G\u7684\u53ef\u63a7\u6027\u3002L\u8868\u793a\u62bd\u8c61\u5ea6\u91cf\u51fd\u6570\uff0c\u53ef\u6839\u636e\u7279\u5b9a\u7684\u89c6\u89c9\u6761\u4ef6\u9002\u5e94\u5404\u79cd\u5177\u4f53\u5f62\u5f0f\u3002<\/p>\n<p class=\"js_darkmode__36\">\u8fd9\u79cd\u7075\u6d3b\u6027\u4f7f\u5176\u80fd\u591f\u6839\u636e\u4e0d\u540c\u89c6\u89c9\u5206\u6790\u4efb\u52a1\u7684\u72ec\u7279\u8981\u6c42\u8fdb\u884c\u5b9a\u5236\uff0c\u4ece\u800c\u589e\u5f3a\u6a21\u578b\u5728\u4e0d\u540c\u573a\u666f\u4e2d\u7684\u9002\u7528\u6027\u548c\u6709\u6548\u6027\u3002<\/p>\n<p class=\"js_darkmode__37\"><strong>\uff082\uff09\u53cd\u5411\u56fe\u50cf\u4e00\u81f4\u6027\u3002<\/strong>\u9664\u4e86\u6761\u4ef6\u4e00\u81f4\u6027\u4e4b\u5916\uff0c\u7814\u7a76\u8fd8\u91c7\u7528\u53cd\u5411\u56fe\u50cf\u4e00\u81f4\u6027\u635f\u5931\u6765\u4fdd\u8bc1\u539f\u59cb\u56fe\u50cf\u4e0e\u751f\u6210\u7684\u56fe\u50cf\u76f8\u4f3c\u3002<\/p>\n<p class=\"js_darkmode__38\">\u7814\u7a76\u901a\u8fc7\u6700\u5c0f\u5316\u751f\u6210\u7684\u56fe\u50cf\u548c\u6e90\u56fe\u50cf\u4e4b\u95f4\u7684\u50cf\u7d20\u548c\u8bed\u4e49\u5dee\u5f02\u6765\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002\u7ed9\u5b9a\u6e90\u56fe\u50cf\u548c\u751f\u6210\u7684\u56fe\u50cf\u7684CLIP\u5d4c\u5165\uff0c\u635f\u5931\u5b9a\u4e49\u4e3a\uff1a<\/p>\n<p class=\"js_darkmode__39\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202412\/28\/6886eaf36fd19ee44d263447df47aab6dabcc9.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__40\">\u8fd9\u79cd\u635f\u5931\u786e\u4fdd\u6a21\u578b\u5728\u5e94\u7528\u6761\u4ef6\u548c\u6587\u672c\u6307\u4ee4\u65f6\u80fd\u591f\u5fe0\u5b9e\u5730\u53cd\u8f6c\u6761\u4ef6\u5e76\u8fd4\u56de\u5230\u6e90\u56fe\u50cf\uff0c\u901a\u8fc7\u6700\u5c0f\u5316\u6e90\u56fe\u50cf\u548c\u751f\u6210\u7684\u56fe\u50cf\u4e4b\u95f4\u7684\u5dee\u5f02\u6765\u5f3a\u5236\u6267\u884c\u6a21\u578b\u3002<\/p>\n<h4>Condition Evaluator<\/h4>\n<p class=\"js_darkmode__42\">\u867d\u7136\u53cc\u5faa\u73af\u63a7\u5236\u5668\u53ef\u4ee5\u5bf9\u5404\u79cd\u63a7\u5236\u6761\u4ef6\u8fdb\u884c\u7efc\u5408\u8bc4\u5206\uff0c\u4f46\u4ecd\u7136\u9762\u4e34\u4e24\u4e2a\u6311\u6218\uff1a<\/p>\n<p class=\"js_darkmode__43\"><strong>\uff08i\uff09<\/strong>\u4f7f\u7528\u9884\u5148\u8bad\u7ec3\u7684\u751f\u6210\u6a21\u578b\u8fdb\u884c\u56fe\u50cf\u5408\u6210\u90fd\u4f1a\u7ed9\u7ed3\u679c\u5e26\u6765\u8f83\u9ad8\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u8fd9\u610f\u5473\u7740\u5bf9\u6240\u91c7\u7528\u7684\u57fa\u7840\u751f\u6210\u6a21\u578b\u7684\u4f9d\u8d56\u6027\u5f88\u9ad8\u3002<\/p>\n<p class=\"js_darkmode__44\"><strong>\uff08ii\uff09<\/strong>\u6e90\u56fe\u50cf\u5728\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\u4e0d\u53ef\u7528\uff0c\u5c24\u5176\u662f\u5728\u7528\u6237\u6307\u5b9a\u7684\u4efb\u52a1\u4e2d\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u5728\u7f51\u7edc\u67b6\u6784\u4e2d\u5f15\u5165\u4e86\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u3002<\/p>\n<p class=\"js_darkmode__45\">\u5982\u56fe3\u6240\u793a\uff0c\u7ed9\u5b9a\u6761\u4ef6c<sub>1<\/sub>\u3001c<sub>2<\/sub>\u3001\u2026\u3001c<sub>N<\/sub>\u548c\u6307\u4ee4\u03c4\uff0c\u7814\u7a76\u7684\u4e3b\u8981\u76ee\u6807\u662f\u5229\u7528\u53cc\u5468\u671f\u63a7\u5236\u5668\u7684\u5f97\u5206\u6392\u5e8f\u6765\u4f18\u5316\u6761\u4ef6\u7684\u6700\u4f73\u6392\u5e8f\u3002<\/p>\n<p class=\"js_darkmode__46\">\u7814\u7a76\u7528N\u4e2a\u65b0\u6807\u8bb0\u201c&lt;con<sup>0<\/sup>&gt;\u3001\u2026\u3001&lt;con<sup>N<\/sup>&gt;\u201d\uff0c\u6269\u5c55\u4e86LLaVA\u7684\u539f\u59cbLLM\u8bcd\u6c47\u8868\u4ee5\u8868\u793a\u751f\u6210\u4fe1\u606f\uff0c\u5e76\u5c06\u8fd9\u4e9b\u6807\u8bb0\u9644\u52a0\u5230\u6307\u4ee4\u03c4\u7684\u672b\u5c3e\u3002<\/p>\n<p class=\"js_darkmode__47\">\u7136\u540e\uff0c\u5c06\u6761\u4ef6c<sub>1<\/sub>\u3001c<sub>2<\/sub>\u3001\u2026\u3001c<sub>N<\/sub>\u548c\u91cd\u65b0\u7ec4\u7ec7\u7684\u6307\u4ee4\u03c4<sup>\u2019<\/sup>\u8f93\u5165\u5230\u5927\u8bed\u8a00\u6a21\u578b (VLLM) LLaV A(\u00b7; \u03c9) \u4e2d\u4ee5\u83b7\u5f97\u5bf9\u6807\u8bb0\u7684\u54cd\u5e94\uff0c\u8fd9\u4e9b\u6807\u8bb0\u88ab\u5904\u7406\u4ee5\u63d0\u53d6\u76f8\u5e94\u7684\u9690\u85cf\u72b6\u6001hi \u2208 H\uff0c\u4eceVLLM\u5bf9\u8f93\u5165\u7684\u8868\u793a\u4e2d\u6355\u83b7\u66f4\u6df1\u5c42\u7684\u8bed\u4e49\u4fe1\u606f\u3002<\/p>\n<p class=\"js_darkmode__48\">\u7136\u800c\uff0c\u8fd9\u4e9b\u9690\u85cf\u72b6\u6001\u4e3b\u8981\u5b58\u5728\u4e8eLLM\u7684\u6587\u672c\u5411\u91cf\u7a7a\u95f4\u4e2d\uff0c\u5728\u4e0e\u6269\u6563\u6a21\u578b\uff08\u5c24\u5176\u662f\u57fa\u4e8eCLIP\u6587\u672c\u5d4c\u5165\u8bad\u7ec3\u7684\u6a21\u578b\uff09\u4ea4\u4e92\u65f6\u4f1a\u51fa\u73b0<strong>\u517c\u5bb9\u6027\u95ee\u9898<\/strong>\u3002\u8fd9\u79cd\u5dee\u5f02\u53ef\u80fd\u4f1a\u963b\u788d\u6a21\u578b\u4e4b\u95f4\u7684\u6709\u6548\u96c6\u6210\u3002<\/p>\n<p class=\"js_darkmode__49\">\u8003\u8651\u5230\u8fd9\u4e00\u70b9\uff0c\u7814\u7a76\u8fc1\u79fb\u4e86Q-Former\uff0c\u4ee5\u5c06\u9690\u85cf\u72b6\u6001\u7ec6\u5316\u4e3a\u4e0e\u6269\u6563\u6a21\u578b\u517c\u5bb9\u7684\u5d4c\u5165f<sub>c<\/sub>\u3002<\/p>\n<p class=\"js_darkmode__53\"><strong>\u8f6c\u6362\u8fc7\u7a0b\u8868\u793a\u4e3a<\/strong>\uff1a<\/p>\n<p class=\"js_darkmode__54\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202412\/28\/991ec4701f468a7eec0215ae1034f2d92740f4.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__55\"><strong>\u5faa\u73af\u4f18\u5316\u8fc7\u7a0b\u53ef\u4ee5\u8868\u8ff0\u4e3a<\/strong>\uff1a<\/p>\n<p class=\"js_darkmode__56\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202412\/28\/9406f25495d0e704f083390654417d4c38987e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__57\">\u968f\u540e\uff0c\u6bcf\u4e2a\u6761\u4ef6\u7684LLM\u9884\u6d4b\u7ed3\u679c\u7531\u53cc\u5faa\u73af\u63a7\u5236\u5668\u7684\u76f8\u5e94\u6392\u5e8f\u5206\u6570\u8fdb\u884c\u76d1\u7763\uff0c\u4ece\u800c\u4f18\u5316\u6700\u7ec8\u7684\u6392\u5e8f\u6392\u540d\u3002\u8be5\u8fc7\u7a0b\u8868\u793a\u4e3a\uff1a<\/p>\n<p class=\"js_darkmode__58\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202412\/28\/812816977166f89360a256c5da5ade114d5621.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>\u591a\u63a7\u5236\u9002\u914d\u5668\u52a8\u6001\u7f16\u7801<\/h4>\n<p class=\"js_darkmode__60\">\u4e3a\u4e86\u9002\u5e94\u591a\u79cd\u52a8\u6001\u63a7\u5236\u6761\u4ef6\u7684\u540c\u65f6\u5e94\u7528\uff0c\u4f5c\u8005\u4eec\u521b\u65b0\u6027\u5730\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u591a\u63a7\u5236\u9002\u914d\u5668\u3002\u8be5\u9002\u914d\u5668\u7528\u4e8e\u81ea\u9002\u5e94\u5730\u89e3\u91ca\u590d\u6742\u7684\u63a7\u5236\u4fe1\u53f7\uff0c\u4ece\u800c\u80fd\u591f\u4ece\u6587\u672c\u63d0\u793a\u548c\u52a8\u6001\u7a7a\u95f4\u6761\u4ef6\u4e2d\u63d0\u53d6\u5168\u9762\u7684\u591a\u63a7\u5236\u5d4c\u5165\u3002<\/p>\n<p class=\"js_darkmode__61\">\u5728\u83b7\u5f97\u7ecf\u8fc7\u826f\u597d\u9884\u8bad\u7ec3\u7684\u6761\u4ef6\u8bc4\u4f30\u5668\u540e\uff0c\u53ef\u4ee5\u5229\u7528\u5176\u5f3a\u5927\u7684\u7406\u89e3\u80fd\u529b\u5bf9\u6240\u6709\u8f93\u5165\u6761\u4ef6\u8fdb\u884c\u8bc4\u5206\u3002<\/p>\n<p class=\"js_darkmode__62\">\u4ece\u8bc4\u5206\u6761\u4ef6\u6c60\u4e2d\uff0c\u53ea\u6709\u90a3\u4e9b<strong>\u8fbe\u5230\u6216\u8d85\u8fc7<\/strong>\u9884\u5b9a\u4e49\u9608\u503c\u7684\u6761\u4ef6\u624d\u4f1a\u88ab\u9009\u4e2d\u53c2\u4e0e\u540e\u7eed\u7684T2I\u6a21\u578b\u4f18\u5316\u3002<\/p>\n<p class=\"js_darkmode__63\">\u8fd9\u79cd\u9009\u62e9\u6027\u65b9\u6cd5\u786e\u4fdd\u53ea\u6709<strong>\u6700\u76f8\u5173\u548c\u6700\u9ad8\u8d28\u91cf\u7684\u6761\u4ef6<\/strong>\u624d\u80fd\u53c2\u4e0e\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u4ece\u800c\u6709\u53ef\u80fd\u63d0\u9ad8T2I\u6a21\u578b\u7684\u6709\u6548\u6027\u548c\u6548\u7387\u3002<\/p>\n<p class=\"js_darkmode__64\">\u5173\u4e8e\u9608\u503c\u8bbe\u7f6e\uff0c\u5b83\u4e0d\u662f\u624b\u52a8\u9884\u5b9a\u4e49\u7684\uff0c\u4e5f\u4e0d\u662f\u5728\u8bad\u7ec3\u96c6\u5185\u7684\u6240\u6709\u6570\u636e\u5bf9\u4e2d\u4fdd\u6301\u4e00\u81f4\u7684\u3002\u76f8\u53cd\uff0c\u5b83\u88ab\u914d\u7f6e\u4e3a\u4e00\u4e2a\u53ef\u5b66\u4e60\u7684\u53c2\u6570\uff0c\u5141\u8bb8\u6a21\u578b\u81ea\u9002\u5e94\u5730\u786e\u5b9a\u548c\u8c03\u6574\u5404\u79cd\u6570\u636e\u96c6\u7684\u9608\u503c\u3002<\/p>\n<p class=\"js_darkmode__65\">\u56e0\u6b64\uff0c\u8fd9\u79cd\u81ea\u9002\u5e94\u673a\u5236\u5bfc\u81f4\u52a8\u6001\u548c\u591a\u6837\u5316\u7684\u63a7\u5236\u6761\u4ef6\u5728\u6570\u91cf\u548c\u7c7b\u578b\u4e0a\u90fd\u6ca1\u6709\u51b2\u7a81\u3002<\/p>\n<p class=\"js_darkmode__66\">\u8fd9\u4e9b\u6761\u4ef6\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u4f7f\u7528\u53d6\u51b3\u4e8e\u6bcf\u4e2a\u6570\u636e\u96c6\u7684\u5177\u4f53\u7279\u5f81\u3002\u8fd9\u79cd\u65b9\u6cd5\u786e\u4fdd\u8bad\u7ec3\u80fd\u591f\u6839\u636e\u5404\u79cd\u6570\u636e\u8f93\u5165\u7684\u72ec\u7279\u9700\u6c42\u548c\u7ec6\u5fae\u5dee\u522b\u8fdb\u884c\u91cf\u8eab\u5b9a\u5236\u3002<\/p>\n<h2>\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n<p class=\"js_darkmode__69\">\u6982\u62ec\u800c\u8a00\uff0c\u6765\u81ea\u5404\u79cd\u6761\u4ef6\u63a7\u5236\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cDynamicControl\u5927\u5927\u589e\u5f3a\u4e86\u53ef\u63a7\u6027\uff0c\u800c\u4e0d\u4f1a\u727a\u7272\u56fe\u50cf\u8d28\u91cf\u6216\u56fe\u50cf\u6587\u672c\u5bf9\u9f50\u3002<\/p>\n<p class=\"js_darkmode__70\">\u5176\u4e2d\uff0c\u4e0d\u540c\u6761\u4ef6\u63a7\u5236\u548c\u6570\u636e\u96c6\u4e0b\u7684\u53ef\u63a7\u6027\u6bd4\u8f83\u5982\u4e0b\u3002<\/p>\n<p class=\"js_darkmode__71\"><img decoding=\"async\" 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class=\"js_darkmode__77\">\u5728\u8bba\u6587\u4e2d\uff0c\u7814\u7a76\u4ece\u5b9a\u91cf\u548c\u5b9a\u6027\u7684\u89d2\u5ea6\u8bc1\u660e\u4e86\u73b0\u6709\u7684\u4e13\u6ce8\u4e8e\u53ef\u63a7\u751f\u6210\u7684\u7814\u7a76\u4ecd\u7136\u672a\u80fd\u5145\u5206\u5229\u7528\u591a\u79cd\u63a7\u5236\u6761\u4ef6\u7684\u6f5c\u529b\uff0c\u5bfc\u81f4\u751f\u6210\u7684\u56fe\u50cf\u4e0e\u8f93\u5165\u6761\u4ef6\u4e0d\u4e00\u81f4\u3002<\/p>\n<p class=\"js_darkmode__78\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u5f15\u5165\u4e86DynamicControl \uff0c\u5b83\u4f7f\u7528\u9ad8\u6548\u7684\u6761\u4ef6\u8bc4\u4f30\u5668\u5bf9\u6761\u4ef6\u8fdb\u884c\u6392\u5e8f\uff0c\u660e\u786e\u4f18\u5316\u4e86\u591a\u4e2a\u8f93\u5165\u6761\u4ef6\u548c\u751f\u6210\u7684\u56fe\u50cf\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\uff0c\u4ece\u800c\u5c06MLLM\u7684\u63a8\u7406\u80fd\u529b\u96c6\u6210\u5230T2I\u751f\u6210\u4efb\u52a1\u4e2d\u3002<\/p>\n<p class=\"js_darkmode__79\">\u6b64\u5916\uff0c\u7814\u7a76\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u800c\u9ad8\u6548\u7684\u591a\u63a7\u5236\u9002\u914d\u5668\uff0c\u53ef\u4ee5\u81ea\u9002\u5e94\u5730\u9009\u62e9\u4e0d\u540c\u7684\u6761\u4ef6\uff0c\u4ece\u800c\u5b9e\u73b0\u52a8\u6001\u591a\u63a7\u5236\u5bf9\u9f50\u3002<\/p>\n<p class=\"js_darkmode__80\">\u6765\u81ea\u5404\u79cd\u6761\u4ef6\u63a7\u5236\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cDynamicControl\u5927\u5927\u589e\u5f3a\u4e86\u53ef\u63a7\u6027\uff0c\u800c\u4e0d\u4f1a\u727a\u7272\u56fe\u50cf\u8d28\u91cf\u6216\u56fe\u50cf\u6587\u672c\u5bf9\u9f50\u3002<\/p>\n<p class=\"js_darkmode__81\"><strong>\u8fd9\u4e3a\u53ef\u63a7\u89c6\u89c9\u751f\u6210\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__82\">\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2412.03255<\/p>\n<p class=\"js_darkmode__82\">\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/hithqd.github.io\/projects\/Dynamiccontrol\/<\/p>\n<\/div>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_23810\" class=\"pvc_stats total_only  \" data-element-id=\"23810\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 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