{"id":19794,"date":"2024-03-19T16:45:45","date_gmt":"2024-03-19T08:45:45","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=19794"},"modified":"2024-03-19T16:46:29","modified_gmt":"2024-03-19T08:46:29","slug":"%e5%8f%af%e6%8e%a7%e5%9b%be%e5%83%8f%e7%94%9f%e6%88%90%e6%9c%80%e6%96%b0%e7%bb%bc%e8%bf%b0%ef%bc%81%e5%8c%97%e9%82%ae%e5%bc%80%e6%ba%9020%e9%a1%b5249%e7%af%87%e6%96%87%e7%8c%ae%ef%bc%8c%e5%8c%85","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/03\/19\/19794\/","title":{"rendered":"\u53ef\u63a7\u56fe\u50cf\u751f\u6210\u6700\u65b0\u7efc\u8ff0\uff01\u5317\u90ae\u5f00\u6e9020\u9875249\u7bc7\u6587\u732e\uff0c\u5305\u63fdText-to-Image Diffusion\u9886\u57df\u5404\u79cd\u300c\u6761\u4ef6\u300d"},"content":{"rendered":"<div class=\"article-desc\">\u5229\u7528\u6587\u672c\u751f\u6210\u56fe\u7247\uff08Text-to-Image, T2I\uff09\u5df2\u7ecf\u6ee1\u8db3\u4e0d\u4e86\u4eba\u4eec\u7684\u9700\u8981\u4e86\uff0c\u8fd1\u671f\u7814\u7a76\u5728T2I\u6a21\u578b\u7684\u57fa\u7840\u4e0a\u5f15\u5165\u4e86\u66f4\u591a\u7c7b\u578b\u7684\u6761\u4ef6\u6765\u751f\u6210\u56fe\u50cf\uff0c\u672c\u6587\u5bf9\u8fd9\u4e9b\u65b9\u6cd5\u8fdb\u884c\u4e86\u603b\u7ed3\u7efc\u8ff0\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>\u5728\u89c6\u89c9\u751f\u6210\u9886\u57df\u8fc5\u901f\u53d1\u5c55\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6269\u6563\u6a21\u578b\u5df2\u7ecf\u5f7b\u5e95\u6539\u53d8\u4e86\u8fd9\u4e00\u9886\u57df\u7684\u683c\u5c40\uff0c\u901a\u8fc7\u5176\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u6587\u672c\u5f15\u5bfc\u751f\u6210\u529f\u80fd\u6807\u5fd7\u7740\u80fd\u529b\u65b9\u9762\u7684\u91cd\u5927\u8f6c\u53d8\u3002<\/p>\n<p>\u7136\u800c\uff0c\u4ec5\u4f9d\u8d56\u6587\u672c\u6765\u8c03\u8282\u8fd9\u4e9b\u6a21\u578b\u5e76\u4e0d\u80fd\u5b8c\u5168\u6ee1\u8db3\u4e0d\u540c\u5e94\u7528\u548c\u573a\u666f\u7684\u591a\u6837\u5316\u548c\u590d\u6742\u9700\u6c42\u3002<\/p>\n<p>\u9274\u4e8e\u8fd9\u79cd\u4e0d\u8db3\uff0c\u8bb8\u591a\u7814\u7a76\u65e8\u5728\u63a7\u5236\u9884\u8bad\u7ec3\u6587\u672c\u5230\u56fe\u50cf\uff08T2I\uff09\u6a21\u578b\u4ee5\u652f\u6301\u65b0\u6761\u4ef6\u3002<\/p>\n<p>\u5728\u6b64\u7efc\u8ff0\u4e2d\uff0c\u6765\u81ea\u5317\u4eac\u90ae\u7535\u5927\u5b66\u7684\u7814\u7a76\u4eba\u5458\u5bf9\u5173\u4e8e\u5177\u6709 T2I \u6269\u6563\u6a21\u578b\u53ef\u63a7\u6027\u751f\u6210\u7684\u6587\u732e\u8fdb\u884c\u4e86\u5f7b\u5e95\u5ba1\u67e5\uff0c\u6db5\u76d6\u4e86\u8be5\u9886\u57df\u5185\u7406\u8bba\u57fa\u7840\u548c\u5b9e\u9645\u8fdb\u5c55\u3002<\/p>\n<p><img data-dominant-color=\"eaeaea\" data-has-transparency=\"false\" style=\"--dominant-color: #eaeaea;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19803\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/2557ab4550d463e1eec4771d482b2fad4e6d6c-1.png\" width=\"1080\" height=\"252\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/2557ab4550d463e1eec4771d482b2fad4e6d6c-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/2557ab4550d463e1eec4771d482b2fad4e6d6c-1-300x70.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/2557ab4550d463e1eec4771d482b2fad4e6d6c-1-1024x239.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/2557ab4550d463e1eec4771d482b2fad4e6d6c-1-150x35.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/2557ab4550d463e1eec4771d482b2fad4e6d6c-1-768x179.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2403.04279\u4ee3\u7801\uff1ahttps:\/\/github.com\/PRIV-Creation\/Awesome-Controllable-T2I-Diffusion-Models<\/p>\n<p>\u6211\u4eec\u7684\u5ba1\u67e5\u4ece\u7b80\u8981\u4ecb\u7ecd\u53bb\u566a\u6269\u6563\u6982\u7387\u6a21\u578b\uff08DDPMs\uff09\u548c\u5e7f\u6cdb\u4f7f\u7528\u7684 T2I \u6269\u6563\u6a21\u578b\u57fa\u7840\u5f00\u59cb\u3002<\/p>\n<p>\u7136\u540e\u6211\u4eec\u63ed\u793a\u4e86\u6269\u6563\u6a21\u578b\u7684\u63a7\u5236\u673a\u5236\uff0c\u5e76\u4ece\u7406\u8bba\u4e0a\u5206\u6790\u5982\u4f55\u5c06\u65b0\u6761\u4ef6\u5f15\u5165\u53bb\u566a\u8fc7\u7a0b\u4ee5\u8fdb\u884c\u6709\u6761\u4ef6\u751f\u6210\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u6211\u4eec\u63d0\u4f9b\u4e86\u5bf9\u8be5\u9886\u57df\u7814\u7a76\u60c5\u51b5\u8be6\u5c3d\u6982\u8ff0\uff0c\u5e76\u6839\u636e\u6761\u4ef6\u89d2\u5ea6\u5c06\u5176\u7ec4\u7ec7\u4e3a\u4e0d\u540c\u7c7b\u522b\uff1a\u5177\u6709\u7279\u5b9a\u6761\u4ef6\u751f\u6210\u3001\u5177\u6709\u591a\u4e2a\u6761\u4ef6\u751f\u6210\u4ee5\u53ca\u901a\u7528\u53ef\u63a7\u6027\u751f\u6210\u3002<\/p>\n<p><img data-dominant-color=\"5a5654\" data-has-transparency=\"true\" style=\"--dominant-color: #5a5654;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-19804\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/39ae3dd949d9314213005077af85d2e20e3dd5-1.png\" width=\"700\" height=\"358\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/39ae3dd949d9314213005077af85d2e20e3dd5-1.png 700w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/39ae3dd949d9314213005077af85d2e20e3dd5-1-300x153.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/39ae3dd949d9314213005077af85d2e20e3dd5-1-150x77.png 150w\" sizes=\"auto, (max-width: 700px) 100vw, 700px\" \/><\/p>\n<p>\u56fe 1 \u5229\u7528T2I\u6269\u6563\u6a21\u578b\u53ef\u63a7\u751f\u6210\u793a\u610f\u56fe\u3002\u5728\u6587\u672c\u6761\u4ef6\u7684\u57fa\u7840\u4e0a\uff0c\u52a0\u5165\u300c\u8eab\u4efd\u300d\u6761\u4ef6\u6765\u63a7\u5236\u8f93\u51fa\u7684\u7ed3\u679c\u3002<\/p>\n<h4>\u5206\u7c7b\u4f53\u7cfb<\/h4>\n<p>\u5229\u7528\u6587\u672c\u6269\u6563\u6a21\u578b\u8fdb\u884c\u6761\u4ef6\u751f\u6210\u7684\u4efb\u52a1\u4ee3\u8868\u4e86\u4e00\u4e2a\u591a\u65b9\u9762\u548c\u590d\u6742\u7684\u9886\u57df\u3002\u4ece\u6761\u4ef6\u89d2\u5ea6\u6765\u770b\uff0c\u6211\u4eec\u5c06\u8fd9\u4e2a\u4efb\u52a1\u5206\u4e3a\u4e09\u4e2a\u5b50\u4efb\u52a1\uff08\u53c2\u89c1\u56fe2\uff09\u3002<\/p>\n<p><img data-dominant-color=\"ecedef\" data-has-transparency=\"false\" style=\"--dominant-color: #ecedef;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19805\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/0977bc607a4b0f98681006722341c0b3d56100-1.png\" width=\"865\" height=\"845\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/0977bc607a4b0f98681006722341c0b3d56100-1.png 865w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/0977bc607a4b0f98681006722341c0b3d56100-1-300x293.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/0977bc607a4b0f98681006722341c0b3d56100-1-150x147.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/0977bc607a4b0f98681006722341c0b3d56100-1-768x750.png 768w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><\/p>\n<p>\u56fe 2 \u53ef\u63a7\u751f\u6210\u7684\u5206\u7c7b\u3002\u4ece\u6761\u4ef6\u89d2\u5ea6\u6765\u770b\uff0c\u6211\u4eec\u5c06\u53ef\u63a7\u751f\u6210\u65b9\u6cd5\u5206\u4e3a\u4e09\u4e2a\u5b50\u4efb\u52a1\uff0c\u5305\u62ec\u5177\u6709\u7279\u5b9a\u6761\u4ef6\u7684\u751f\u6210\u3001\u5177\u6709\u591a\u4e2a\u6761\u4ef6\u7684\u751f\u6210\u548c\u901a\u7528\u53ef\u63a7\u751f\u6210\u3002<\/p>\n<p>\u5927\u591a\u6570\u7814\u7a76\u81f4\u529b\u4e8e\u5982\u4f55\u5728\u7279\u5b9a\u6761\u4ef6\u4e0b\u751f\u6210\u56fe\u50cf\uff0c\u4f8b\u5982\u57fa\u4e8e\u56fe\u50cf\u5f15\u5bfc\u7684\u751f\u6210\u548c\u8349\u56fe\u5230\u56fe\u50cf\u7684\u751f\u6210\u3002<\/p>\n<p>\u4e3a\u4e86\u63ed\u793a\u8fd9\u4e9b\u65b9\u6cd5\u7684\u7406\u8bba\u548c\u7279\u5f81\uff0c\u6211\u4eec\u6839\u636e\u5b83\u4eec\u7684\u6761\u4ef6\u7c7b\u578b\u8fdb\u4e00\u6b65\u5bf9\u5176\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n<p><strong>1. \u5229\u7528\u7279\u5b9a\u6761\u4ef6\u751f\u6210\uff1a<\/strong>\u6307\u5f15\u5165\u4e86\u7279\u5b9a\u7c7b\u578b\u6761\u4ef6\u7684\u65b9\u6cd5\uff0c\u65e2\u5305\u62ec\u5b9a\u5236\u7684\u6761\u4ef6\uff08Personalization, e.g., DreamBooth, Textual Inversion\uff09\uff0c\u4e5f\u5305\u542b\u6bd4\u8f83\u76f4\u63a5\u7684\u6761\u4ef6\uff0c\u4f8b\u5982ControlNet\u7cfb\u5217\u3001\u751f\u7406\u4fe1\u53f7-to-Image<\/p>\n<p><strong>2. \u591a\u6761\u4ef6\u751f\u6210\uff1a<\/strong>\u5229\u7528\u591a\u4e2a\u6761\u4ef6\u8fdb\u884c\u751f\u6210\uff0c\u5bf9\u8fd9\u4e00\u4efb\u52a1\u6211\u4eec\u5728\u6280\u672f\u7684\u89d2\u5ea6\u5bf9\u5176\u8fdb\u884c\u7ec6\u5206\u3002<\/p>\n<p><strong>3. \u7edf\u4e00\u53ef\u63a7\u751f\u6210\uff1a<\/strong>\u8fd9\u4e2a\u4efb\u52a1\u65e8\u5728\u80fd\u591f\u5229\u7528\u4efb\u610f\u6761\u4ef6\uff08\u751a\u81f3\u4efb\u610f\u6570\u91cf\uff09\u8fdb\u884c\u751f\u6210\u3002<\/p>\n<h4>\u5982\u4f55\u5728T2I\u6269\u6563\u6a21\u578b\u4e2d\u5f15\u5165\u65b0\u7684\u6761\u4ef6<\/h4>\n<p>\u7ec6\u8282\u8bf7\u53c2\u8003\u8bba\u6587\u539f\u6587\uff0c\u4e0b\u9762\u5bf9\u8fd9\u4e9b\u65b9\u6cd5\u673a\u7406\u8fdb\u884c\u7b80\u8981\u4ecb\u7ecd\u3002<\/p>\n<p><strong>\u6761\u4ef6\u5f97\u5206\u9884\u6d4b\uff08Conditional Score Prediction\uff09<\/strong><\/p>\n<p>\u5728T2I\u6269\u6563\u6a21\u578b\u4e2d\uff0c\u5229\u7528\u53ef\u8bad\u7ec3\u6a21\u578b\uff08\u4f8b\u5982UNet\uff09\u6765\u9884\u6d4b\u53bb\u566a\u8fc7\u7a0b\u4e2d\u7684\u6982\u7387\u5f97\u5206\uff08\u5373\u566a\u58f0\uff09\u662f\u4e00\u79cd\u57fa\u672c\u4e14\u6709\u6548\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u5728\u57fa\u4e8e\u6761\u4ef6\u5f97\u5206\u9884\u6d4b\u65b9\u6cd5\u4e2d\uff0c\u65b0\u9896\u6761\u4ef6\u4f1a\u4f5c\u4e3a\u9884\u6d4b\u6a21\u578b\u7684\u8f93\u5165\uff0c\u6765\u76f4\u63a5\u9884\u6d4b\u65b0\u7684\u5f97\u5206\u3002<\/p>\n<p><img data-dominant-color=\"f6f5f4\" data-has-transparency=\"false\" style=\"--dominant-color: #f6f5f4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19806\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/57a94d010d87680734c6590a5a7c3b561c9089-1.png\" width=\"695\" height=\"913\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/57a94d010d87680734c6590a5a7c3b561c9089-1.png 695w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/57a94d010d87680734c6590a5a7c3b561c9089-1-228x300.png 228w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/57a94d010d87680734c6590a5a7c3b561c9089-1-114x150.png 114w\" sizes=\"auto, (max-width: 695px) 100vw, 695px\" \/><\/p>\n<p>\u5176\u53ef\u5212\u5206\u4e09\u79cd\u5f15\u5165\u65b0\u6761\u4ef6\u7684\u65b9\u6cd5\uff1a<\/p>\n<p><strong>1. \u57fa\u4e8e\u6a21\u578b\u7684\u6761\u4ef6\u5f97\u5206\u9884\u6d4b\uff1a<\/strong>\u8fd9\u7c7b\u65b9\u6cd5\u4f1a\u5f15\u5165\u4e00\u4e2a\u7528\u6765\u7f16\u7801\u65b0\u9896\u6761\u4ef6\u7684\u6a21\u578b\uff0c\u5e76\u5c06\u7f16\u7801\u7279\u5f81\u4f5c\u4e3aUNet\u7684\u8f93\u5165\uff08\u5982\u4f5c\u7528\u5728cross-attention\u5c42\uff09\uff0c\u6765\u9884\u6d4b\u65b0\u9896\u6761\u4ef6\u4e0b\u7684\u5f97\u5206\u7ed3\u679c\uff1b<\/p>\n<p><strong>2. \u57fa\u4e8e\u5fae\u8c03\u7684\u6761\u4ef6\u5f97\u5206\u9884\u6d4b\uff1a<\/strong>\u8fd9\u7c7b\u65b9\u6cd5\u4e0d\u4f7f\u7528\u4e00\u4e2a\u663e\u5f0f\u7684\u6761\u4ef6\uff0c\u800c\u662f\u5fae\u8c03\u6587\u672c\u5d4c\u5165\u548c\u53bb\u566a\u7f51\u7edc\u7684\u53c2\u6570\uff0c\u6765\u4f7f\u5176\u5b66\u4e60\u65b0\u9896\u6761\u4ef6\u7684\u4fe1\u606f\uff0c\u4ece\u800c\u5229\u7528\u5fae\u8c03\u540e\u7684\u6743\u91cd\u6765\u5b9e\u73b0\u53ef\u63a7\u751f\u6210\u3002\u4f8b\u5982DreamBooth\u548cTextual Inversion\u5c31\u662f\u8fd9\u7c7b\u505a\u6cd5\u3002<\/p>\n<p><strong>3. \u65e0\u9700\u8bad\u7ec3\u7684\u6761\u4ef6\u5f97\u5206\u9884\u6d4b\uff1a<\/strong>\u8fd9\u7c7b\u65b9\u6cd5\u65e0\u9700\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\uff0c\u53ef\u4ee5\u76f4\u63a5\u5c06\u6761\u4ef6\u4f5c\u7528\u4e8e\u6a21\u578b\u7684\u9884\u6d4b\u73af\u8282\uff0c\u4f8b\u5982\u5728Layout-to-Image\uff08\u5e03\u5c40\u56fe\u50cf\u751f\u6210\uff09\u4efb\u52a1\u4e2d\uff0c\u53ef\u4ee5\u76f4\u63a5\u4fee\u6539cross-attention\u5c42\u7684attention map\u6765\u5b9e\u73b0\u8bbe\u5b9a\u7269\u4f53\u7684\u5e03\u5c40\u3002<\/p>\n<p><strong>\u6761\u4ef6\u5f15\u5bfc\u7684\u5f97\u5206\u8bc4\u4f30<\/strong><\/p>\n<p>\u6761\u4ef6\u5f15\u5bfc\u4f30\u7684\u5f97\u5206\u4f30\u8ba1\u65b9\u6cd5\u662f\u901a\u8fc7\u6761\u4ef6\u9884\u6d4b\u6a21\u578b\uff08\u5982\u4e0a\u56feCondition Predictor\uff09\u53cd\u4f20\u68af\u5ea6\u6765\u5728\u53bb\u566a\u8fc7\u7a0b\u4e2d\u589e\u52a0\u6761\u4ef6\u6307\u5bfc\u3002<\/p>\n<p><img data-dominant-color=\"f4f3f1\" data-has-transparency=\"false\" style=\"--dominant-color: #f4f3f1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19807\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/647acbd50b6c6c14897636db55fc32cad4d2cb-1.png\" width=\"670\" height=\"280\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/647acbd50b6c6c14897636db55fc32cad4d2cb-1.png 670w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/647acbd50b6c6c14897636db55fc32cad4d2cb-1-300x125.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/647acbd50b6c6c14897636db55fc32cad4d2cb-1-150x63.png 150w\" sizes=\"auto, (max-width: 670px) 100vw, 670px\" \/><\/p>\n<p><strong>\u5229\u7528\u7279\u5b9a\u6761\u4ef6\u751f\u6210<\/strong><\/p>\n<p><img data-dominant-color=\"b1afaa\" data-has-transparency=\"false\" style=\"--dominant-color: #b1afaa;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19808\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/161d62648cbfa7138a2667d2c4af8cb80f0f50-1.png\" width=\"865\" height=\"657\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/161d62648cbfa7138a2667d2c4af8cb80f0f50-1.png 865w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/161d62648cbfa7138a2667d2c4af8cb80f0f50-1-300x228.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/161d62648cbfa7138a2667d2c4af8cb80f0f50-1-150x114.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/161d62648cbfa7138a2667d2c4af8cb80f0f50-1-768x583.png 768w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><\/p>\n<p><strong>1. Personalization\uff08\u5b9a\u5236\u5316\uff09\uff1a<\/strong>\u5b9a\u5236\u5316\u4efb\u52a1\u65e8\u5728\u6355\u6349\u548c\u5229\u7528\u6982\u5ff5\u4f5c\u4e3a\u751f\u6210\u6761\u4ef6\u884c\u53ef\u63a7\u751f\u6210\uff0c\u8fd9\u4e9b\u6761\u4ef6\u4e0d\u5bb9\u6613\u901a\u8fc7\u6587\u672c\u63cf\u8ff0\uff0c\u9700\u8981\u4ece\u793a\u4f8b\u56fe\u50cf\u4e2d\u8fdb\u884c\u63d0\u53d6\u3002\u5982DreamBooth\uff0cTexutal Inversion\u548cLoRA\u3002<\/p>\n<p><strong>2. Spatial Control\uff08\u7a7a\u95f4\u63a7\u5236\uff09\uff1a<\/strong>\u7531\u4e8e\u6587\u672c\u5f88\u96be\u8868\u793a\u7ed3\u6784\u4fe1\u606f\uff0c\u5373\u4f4d\u7f6e\u548c\u5bc6\u96c6\u6807\u7b7e\uff0c\u56e0\u6b64\u4f7f\u7528\u7a7a\u95f4\u4fe1\u53f7\u63a7\u5236\u6587\u672c\u5230\u56fe\u50cf\u6269\u6563\u65b9\u6cd5\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u7814\u7a76\u9886\u57df\uff0c\u4f8b\u5982\u5e03\u5c40\u3001\u4eba\u4f53\u59ff\u52bf\u3001\u4eba\u4f53\u89e3\u6790\u3002\u65b9\u6cd5\u4f8b\u5982ControlNet\u3002<\/p>\n<p><strong>3. Advanced Text-Conditioned Generation\uff08\u589e\u5f3a\u7684\u6587\u672c\u6761\u4ef6\u751f\u6210\uff09\uff1a<\/strong>\u5c3d\u7ba1\u6587\u672c\u5728\u6587\u672c\u5230\u56fe\u50cf\u6269\u6563\u6a21\u578b\u4e2d\u8d77\u7740\u57fa\u7840\u6761\u4ef6\u7684\u4f5c\u7528\uff0c\u4f46\u8be5\u9886\u57df\u4ecd\u5b58\u5728\u4e00\u4e9b\u6311\u6218\u3002<\/p>\n<p>\u9996\u5148\uff0c\u5728\u6d89\u53ca\u591a\u4e2a\u4e3b\u9898\u6216\u4e30\u5bcc\u63cf\u8ff0\u7684\u590d\u6742\u6587\u672c\u4e2d\u8fdb\u884c\u6587\u672c\u5f15\u5bfc\u5408\u6210\u65f6\uff0c\u901a\u5e38\u4f1a\u9047\u5230\u6587\u672c\u4e0d\u5bf9\u9f50\u7684\u95ee\u9898\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u6a21\u578b\u4e3b\u8981\u5728\u82f1\u8bed\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\uff0c\u5bfc\u81f4\u4e86\u591a\u8bed\u8a00\u751f\u6210\u80fd\u529b\u660e\u663e\u4e0d\u8db3\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u9650\u5236\uff0c\u8bb8\u591a\u5de5\u4f5c\u63d0\u51fa\u4e86\u65e8\u5728\u62d3\u5c55\u8fd9\u4e9b\u6a21\u578b\u8bed\u8a00\u8303\u56f4\u7684\u521b\u65b0\u65b9\u6cd5\u3002<\/p>\n<p><strong>4. In-Context Generation\uff08\u4e0a\u4e0b\u6587\u751f\u6210\uff09\uff1a<\/strong>\u5728\u4e0a\u4e0b\u6587\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u6839\u636e\u4e00\u5bf9\u7279\u5b9a\u4efb\u52a1\u793a\u4f8b\u56fe\u50cf\u548c\u6587\u672c\u6307\u5bfc\uff0c\u5728\u65b0\u7684\u67e5\u8be2\u56fe\u50cf\u4e0a\u7406\u89e3\u5e76\u6267\u884c\u7279\u5b9a\u4efb\u52a1\u3002<\/p>\n<p><strong>5. Brain-Guided Generation\uff08\u8111\u4fe1\u53f7\u5f15\u5bfc\u751f\u6210\uff09\uff1a<\/strong>\u8111\u4fe1\u53f7\u5f15\u5bfc\u751f\u6210\u4efb\u52a1\u4e13\u6ce8\u4e8e\u76f4\u63a5\u4ece\u5927\u8111\u6d3b\u52a8\u63a7\u5236\u56fe\u50cf\u521b\u5efa\uff0c\u4f8b\u5982\u8111\u7535\u56fe\uff08EEG\uff09\u8bb0\u5f55\u548c\u529f\u80fd\u6027\u78c1\u5171\u632f\u6210\u50cf\uff08fMRI\uff09\u3002<\/p>\n<p><strong>6. Sound-Guided Generation\uff08\u58f0\u97f3\u5f15\u5bfc\u751f\u6210\uff09\uff1a<\/strong>\u4ee5\u58f0\u97f3\u4e3a\u6761\u4ef6\u751f\u6210\u76f8\u7b26\u5408\u7684\u56fe\u50cf\u3002<\/p>\n<p><strong>7. Text Rendering\uff08\u6587\u672c\u6e32\u67d3\uff09\uff1a<\/strong>\u5728\u56fe\u50cf\u4e2d\u751f\u6210\u6587\u672c\uff0c\u53ef\u4ee5\u88ab\u5e7f\u6cdb\u5e94\u7528\u5230\u6d77\u62a5\u3001\u6570\u636e\u5c01\u9762\u3001\u8868\u60c5\u5305\u7b49\u5e94\u7528\u573a\u666f\u3002<\/p>\n<p><strong>\u591a\u6761\u4ef6\u751f\u6210<\/strong><\/p>\n<p><img data-dominant-color=\"c1c1bf\" data-has-transparency=\"false\" style=\"--dominant-color: #c1c1bf;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19809\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b32ae68467e12f23047786bfaf4f358351257c-1.png\" width=\"684\" height=\"467\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b32ae68467e12f23047786bfaf4f358351257c-1.png 684w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b32ae68467e12f23047786bfaf4f358351257c-1-300x205.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b32ae68467e12f23047786bfaf4f358351257c-1-150x102.png 150w\" sizes=\"auto, (max-width: 684px) 100vw, 684px\" \/><\/p>\n<p>\u591a\u6761\u4ef6\u751f\u6210\u4efb\u52a1\u65e8\u5728\u6839\u636e\u591a\u79cd\u6761\u4ef6\u751f\u6210\u56fe\u50cf\uff0c\u4f8b\u5982\u5728\u7528\u6237\u5b9a\u4e49\u7684\u59ff\u52bf\u4e0b\u751f\u6210\u7279\u5b9a\u4eba\u7269\u6216\u4ee5\u4e09\u79cd\u4e2a\u6027\u5316\u8eab\u4efd\u751f\u6210\u4eba\u7269\u3002<\/p>\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u4ece\u6280\u672f\u89d2\u5ea6\u5bf9\u8fd9\u4e9b\u65b9\u6cd5\u8fdb\u884c\u4e86\u5168\u9762\u6982\u8ff0\uff0c\u5e76\u5c06\u5b83\u4eec\u5206\u7c7b\u4ee5\u4e0b\u7c7b\u522b\uff1a<\/p>\n<p><strong>1. Joint Training\uff08\u8054\u5408\u8bad\u7ec3\uff09\uff1a<\/strong>\u5728\u8bad\u7ec3\u9636\u6bb5\u5c31\u5f15\u5165\u591a\u4e2a\u6761\u4ef6\u8fdb\u884c\u8054\u5408\u8bad\u7ec3\u3002<\/p>\n<p><strong>2. Continual Learning\uff08\u6301\u7eed\u5b66\u4e60\uff09\uff1a<\/strong>\u6709\u987a\u5e8f\u7684\u5b66\u4e60\u591a\u4e2a\u6761\u4ef6\uff0c\u5728\u5b66\u4e60\u65b0\u6761\u4ef6\u7684\u540c\u65f6\u4e0d\u9057\u5fd8\u65e7\u7684\u6761\u4ef6\uff0c\u4ee5\u5b9e\u73b0\u591a\u6761\u4ef6\u751f\u6210\u3002<\/p>\n<p><strong>3. Weight Fusion\uff08\u6743\u91cd\u878d\u5408\uff09\uff1a<\/strong>\u7528\u4e0d\u540c\u6761\u4ef6\u5fae\u8c03\u5f97\u5230\u7684\u53c2\u6570\u8fdb\u884c\u6743\u91cd\u878d\u5408\uff0c\u4ee5\u4f7f\u6a21\u578b\u540c\u65f6\u5177\u5907\u591a\u4e2a\u6761\u4ef6\u4e0b\u7684\u751f\u6210\u3002<\/p>\n<p><strong>4. Attention-based Integration\uff08\u57fa\u4e8e\u6ce8\u610f\u529b\u7684\u96c6\u6210\uff09\uff1a<\/strong>\u901a\u8fc7attention map\u6765\u8bbe\u5b9a\u591a\u4e2a\u6761\u4ef6\uff08\u901a\u5e38\u4e3a\u7269\u4f53\uff09\u5728\u56fe\u50cf\u4e2d\u7684\u4f4d\u7f6e\uff0c\u4ee5\u5b9e\u73b0\u591a\u6761\u4ef6\u751f\u6210\u3002<\/p>\n<p><strong>\u901a\u7528\u6761\u4ef6\u751f\u6210<\/strong><\/p>\n<p>\u9664\u4e86\u9488\u5bf9\u7279\u5b9a\u7c7b\u578b\u6761\u4ef6\u91cf\u8eab\u5b9a\u5236\u7684\u65b9\u6cd5\u4e4b\u5916\uff0c\u8fd8\u5b58\u5728\u65e8\u5728\u9002\u5e94\u56fe\u50cf\u751f\u6210\u4e2d\u4efb\u610f\u6761\u4ef6\u7684\u901a\u7528\u65b9\u6cd5\u3002<\/p>\n<p>\u8fd9\u4e9b\u65b9\u6cd5\u6839\u636e\u5b83\u4eec\u7684\u7406\u8bba\u57fa\u7840\u88ab\u5e7f\u6cdb\u5206\u7c7b\u4e3a\u4e24\u7ec4\uff1a\u901a\u7528\u6761\u4ef6\u5206\u6570\u9884\u6d4b\u6846\u67b6\u548c\u901a\u7528\u6761\u4ef6\u5f15\u5bfc\u5206\u6570\u4f30\u8ba1\u3002<\/p>\n<p><strong>1. \u901a\u7528\u6761\u4ef6\u5206\u6570\u9884\u6d4b\u6846\u67b6\uff1a<\/strong>\u901a\u7528\u6761\u4ef6\u5206\u6570\u9884\u6d4b\u6846\u67b6\u901a\u8fc7\u521b\u5efa\u4e00\u4e2a\u80fd\u591f\u7f16\u7801\u4efb\u4f55\u7ed9\u5b9a\u6761\u4ef6\u5e76\u5229\u7528\u5b83\u4eec\u6765\u9884\u6d4b\u56fe\u50cf\u5408\u6210\u8fc7\u7a0b\u4e2d\u6bcf\u4e2a\u65f6\u95f4\u6b65\u7684\u566a\u58f0\u7684\u6846\u67b6\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u63d0\u4f9b\u4e86\u4e00\u79cd\u901a\u7528\u89e3\u51b3\u65b9\u6848\uff0c\u53ef\u4ee5\u7075\u6d3b\u5730\u9002\u5e94\u5404\u79cd\u6761\u4ef6\u3002\u901a\u8fc7\u76f4\u63a5\u5c06\u6761\u4ef6\u4fe1\u606f\u6574\u5408\u5230\u751f\u6210\u6a21\u578b\u4e2d\uff0c\u8be5\u65b9\u6cd5\u5141\u8bb8\u6839\u636e\u5404\u79cd\u6761\u4ef6\u52a8\u6001\u8c03\u6574\u56fe\u50cf\u751f\u6210\u8fc7\u7a0b\uff0c\u4f7f\u5176\u591a\u624d\u591a\u827a\u4e14\u9002\u7528\u4e8e\u5404\u79cd\u56fe\u50cf\u5408\u6210\u573a\u666f\u3002<\/p>\n<p><strong>2. 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