{"id":24406,"date":"2025-02-10T10:40:20","date_gmt":"2025-02-10T02:40:20","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=24406"},"modified":"2025-02-10T10:40:20","modified_gmt":"2025-02-10T02:40:20","slug":"%e6%97%a0%e9%9c%80%e5%bc%95%e5%af%bc%e9%87%87%e6%a0%b7%ef%bc%8c%e6%b8%85%e5%8d%8e%e5%a4%a7%e5%ad%a6%e6%8f%90%e5%87%ba%e8%a7%86%e8%a7%89%e6%a8%a1%e5%9e%8b%e8%ae%ad%e7%bb%83%e6%96%b0%e8%8c%83%e5%bc%8f","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/02\/10\/24406\/","title":{"rendered":"\u65e0\u9700\u5f15\u5bfc\u91c7\u6837\uff0c\u6e05\u534e\u5927\u5b66\u63d0\u51fa\u89c6\u89c9\u6a21\u578b\u8bad\u7ec3\u65b0\u8303\u5f0f"},"content":{"rendered":"<div><img data-dominant-color=\"486282\" data-has-transparency=\"false\" style=\"--dominant-color: #486282;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24408\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/e3f537a31bb1fc675f110164380cd1b91fe255-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/e3f537a31bb1fc675f110164380cd1b91fe255-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/e3f537a31bb1fc675f110164380cd1b91fe255-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u6700\u8fd1\uff0c\u6e05\u534e\u5927\u5b66 TSAIL \u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u6781\u5176\u7b80\u5355\u7684\u65b9\u6cd5\uff0c\u5b9e\u73b0\u4e86\u539f\u751f\u65e0\u9700\u5f15\u5bfc\u91c7\u6837\u89c6\u89c9\u6a21\u578b\u7684\u76f4\u63a5\u8bad\u7ec3\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>\u5f15\u5bfc\u91c7\u6837 Classifier-Free Guidance\uff08CFG\uff09\u4e00\u76f4\u4ee5\u6765\u90fd\u662f\u89c6\u89c9\u751f\u6210\u6a21\u578b\u4e2d\u7684\u5173\u952e\u6280\u672f\u3002\u7136\u800c\u6700\u8fd1\uff0c\u6e05\u534e\u5927\u5b66 TSAIL \u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u6781\u5176\u7b80\u5355\u7684\u65b9\u6cd5\uff0c\u5b9e\u73b0\u4e86\u539f\u751f\u65e0\u9700\u5f15\u5bfc\u91c7\u6837\u89c6\u89c9\u6a21\u578b\u7684\u76f4\u63a5\u8bad\u7ec3\u3002\u4ed6\u4eec\u5728 Stable Diffusion\uff0cDiT\uff0cVAR\uff0cLlamaGen\uff0cMAR \u4e94\u4e2a\u622a\u7136\u4e0d\u540c\u7684\u89c6\u89c9\u67b6\u6784\u4e0a\u8fdb\u884c\u4e86\u9a8c\u8bc1\uff0c\u4e00\u81f4\u53d1\u73b0\u65b0\u65b9\u6cd5\u6027\u80fd\u4e0e CFG \u76f8\u5f53\uff0c\u800c\u91c7\u6837\u6210\u672c\u51cf\u534a\u3002<\/p>\n<p><img data-dominant-color=\"efefef\" data-has-transparency=\"true\" style=\"--dominant-color: #efefef;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24409\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/864ec32392784e57d709968d1bfd5c65fe38e0.png\" width=\"1080\" height=\"191\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/864ec32392784e57d709968d1bfd5c65fe38e0.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/864ec32392784e57d709968d1bfd5c65fe38e0-300x53.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/864ec32392784e57d709968d1bfd5c65fe38e0-1024x181.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/864ec32392784e57d709968d1bfd5c65fe38e0-150x27.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/864ec32392784e57d709968d1bfd5c65fe38e0-768x136.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<ul data-id=\"u738a58b-NN4BSfcA\">\n<li data-id=\"ld70c578-R64s4GHq\">\u7b97\u6cd5\u540d\u79f0\uff1aGuidance-Free Training (GFT)<\/li>\n<li data-id=\"ld70c578-g41IMKDi\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2501.15420<\/li>\n<\/ul>\n<p><img data-dominant-color=\"aaa3a3\" data-has-transparency=\"true\" style=\"--dominant-color: #aaa3a3;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24410\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/48a725e68242ac4784d219d78fd54a18907eaf.png\" width=\"1080\" height=\"456\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/48a725e68242ac4784d219d78fd54a18907eaf.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/48a725e68242ac4784d219d78fd54a18907eaf-300x127.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/48a725e68242ac4784d219d78fd54a18907eaf-1024x432.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/48a725e68242ac4784d219d78fd54a18907eaf-150x63.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/48a725e68242ac4784d219d78fd54a18907eaf-768x324.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u6587\u751f\u56fe\u4efb\u52a1\u4e2d\uff0c\u514d\u5f15\u5bfc\u91c7\u6837\u7b97\u6cd5 GFT \u4e0e\u5f15\u5bfc\u91c7\u6837\u7b97\u6cd5 CFG \u5747\u80fd\u5927\u5e45\u63d0\u5347\u751f\u6210\u8d28\u91cf\uff0c\u800c\u524d\u8005\u66f4\u4e3a\u9ad8\u6548\u3002<\/p>\n<p><img data-dominant-color=\"92976f\" data-has-transparency=\"true\" style=\"--dominant-color: #92976f;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24411\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/954c26c830106cdc38c408a41c74865ea34c6d.png\" width=\"1080\" height=\"353\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/954c26c830106cdc38c408a41c74865ea34c6d.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/954c26c830106cdc38c408a41c74865ea34c6d-300x98.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/954c26c830106cdc38c408a41c74865ea34c6d-1024x335.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/954c26c830106cdc38c408a41c74865ea34c6d-150x49.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/954c26c830106cdc38c408a41c74865ea34c6d-768x251.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>GFT \u53ef\u901a\u8fc7\u8c03\u8282\u91c7\u6837\u65f6\u7684\u300c\u6e29\u5ea6\u7cfb\u6570\u300d\u6765\u8c03\u8282 diversity-fidelity trade-off<\/p>\n<p><img data-dominant-color=\"e7e9e9\" data-has-transparency=\"true\" style=\"--dominant-color: #e7e9e9;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24412\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/653394f4221472d687e755fa34fa18351cff1b.png\" width=\"922\" height=\"703\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/653394f4221472d687e755fa34fa18351cff1b.png 922w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/653394f4221472d687e755fa34fa18351cff1b-300x229.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/653394f4221472d687e755fa34fa18351cff1b-150x114.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/653394f4221472d687e755fa34fa18351cff1b-768x586.png 768w\" sizes=\"auto, (max-width: 922px) 100vw, 922px\" \/><\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0cGFT \u7b97\u6cd5\u4fdd\u6301\u4e86\u4e0e CFG \u8bad\u7ec3\u6d41\u7a0b\u7684\u9ad8\u5ea6\u4e00\u81f4\uff0c\u53ea\u9700\u66f4\u6539\u4e0d\u5230 10 \u884c\u4ee3\u7801\u5c31\u53ef\u8f7b\u677e\u5b9e\u73b0\u3002<\/p>\n<h4>\u89c6\u89c9\u5f15\u5bfc\u91c7\u6837\u7684\u95ee\u9898\u4e0e\u6311\u6218<\/h4>\n<p>\u751f\u6210\u8d28\u91cf\u548c\u591a\u6837\u6027\u662f\u76f8\u4e92\u7275\u5236\u7684\u5173\u7cfb\u3002\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e3b\u8981\u901a\u8fc7\u5c06\u6a21\u578b\u8f93\u51fa\u76f4\u63a5\u9664\u4ee5\u4e00\u4e2a\u91c7\u6837\u6e29\u5ea6\u7cfb\u6570\u00a0<img data-dominant-color=\"e8e8e8\" data-has-transparency=\"false\" style=\"--dominant-color: #e8e8e8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24413\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/15a37db59a43cec0ad30881368438fda21c5dc.png\" width=\"274\" height=\"72\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/15a37db59a43cec0ad30881368438fda21c5dc.png 274w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/15a37db59a43cec0ad30881368438fda21c5dc-150x39.png 150w\" sizes=\"auto, (max-width: 274px) 100vw, 274px\" \/>\u6765\u6743\u8861\u4e8c\u8005\uff0c\u53ef\u660e\u663e\u63d0\u9ad8\u751f\u6210\u8d28\u91cf\u3002\u7136\u800c\uff0c\u65e9\u671f\u7814\u7a76\u5374\u53d1\u73b0\u8fd9\u7c7b\u6e29\u5ea6\u91c7\u6837\u65b9\u6cd5\u5bf9\u89c6\u89c9\u751f\u6210\u5b8c\u5168\u4e0d\u8d77\u4f5c\u7528\u3002\u5982\u4eca\uff0c\u89c6\u89c9\u751f\u6210\u4f9d\u8d56\u5f15\u5165\u4e00\u4e2a\u65b0\u7684\u65e0\u6761\u4ef6\u6a21\u578b\uff0c\u7528\u5f15\u5bfc\u91c7\u6837\uff08CFG\uff09\u8fbe\u5230\u7c7b\u4f3c\u6e29\u5ea6\u91c7\u6837\u7684\u6548\u679c\uff1a<\/p>\n<p><img data-dominant-color=\"ececec\" data-has-transparency=\"false\" style=\"--dominant-color: #ececec;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24414\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/d4d6c09850581492684766979c59a0ce14a367.png\" width=\"985\" height=\"91\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/d4d6c09850581492684766979c59a0ce14a367.png 985w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/d4d6c09850581492684766979c59a0ce14a367-300x28.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/d4d6c09850581492684766979c59a0ce14a367-150x14.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/d4d6c09850581492684766979c59a0ce14a367-768x71.png 768w\" sizes=\"auto, (max-width: 985px) 100vw, 985px\" \/><\/p>\n<p>\u7136\u800c\uff0cCFG \u4e2d\u5f15\u5165\u7684\u65e0\u6761\u4ef6\u6a21\u578b\u5374\u7ed9\u89c6\u89c9\u6a21\u578b\u8bad\u7ec3\u5e26\u6765\u4e86\u79cd\u79cd\u63a3\u8098\uff0c\u56e0\u4e3a\u5728\u6bcf\u4e00\u4e2a\u91c7\u6837\u6b65\u6211\u4eec\u90fd\u9700\u8981\u8fdb\u884c\u6709\u6761\u4ef6\u548c\u65e0\u6761\u4ef6\u4e24\u6b21\u6a21\u578b\u63a8\u7406\uff0c\u5bfc\u81f4\u8ba1\u7b97\u5f00\u9500\u500d\u589e\u3002\u6b64\u5916\uff0c\u5728\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u5fae\u8c03\u6216\u8fdb\u4e00\u6b65\u84b8\u998f\u65f6\uff0c\u6211\u4eec\u4e5f\u9700\u8981\u5206\u522b\u8003\u8651\u6709\u6761\u4ef6\u548c\u65e0\u6761\u4ef6\u4e24\u4e2a\u89c6\u89c9\u6a21\u578b\u7684\u8bad\u7ec3\uff0c\u8fd9\u53c8\u589e\u52a0\u4e86\u6a21\u578b\u8bad\u7ec3\u7684\u5f00\u9500\u53ca\u7b97\u6cd5\u590d\u6742\u5ea6\u3002<\/p>\n<p>\u4e3a\u4e86\u907f\u514d CFG \u5f15\u5bfc\u91c7\u6837\u5bfc\u81f4\u7684\u989d\u5916\u8ba1\u7b97\u5f00\u9500\uff0c\u5df2\u6709\u7684\u65b9\u6cd5\u5927\u591a\u91c7\u7528\u57fa\u4e8e\u4e00\u4e2a\u9884\u8bad\u7ec3\u597d\u7684 CFG \u6559\u5e08\u6a21\u578b\u7ee7\u7eed\u84b8\u998f\u7684\u624b\u6bb5\u3002\u4f46\u8fd9\u5f15\u5165\u4e86\u4e00\u4e2a\u989d\u5916\u7684\u8bad\u7ec3\u9636\u6bb5\uff0c\u53ef\u80fd\u4f1a\u5e26\u6765\u6027\u80fd\u635f\u5931\u3002<\/p>\n<p>GFT \u7b97\u6cd5\u6b63\u662f\u5c1d\u8bd5\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u3002\u7b80\u5355\u8bf4\uff0c\u5b83\u5b9e\u73b0\u4e86\u539f\u751f\u514d CFG \u89c6\u89c9\u6a21\u578b\u4ece\u96f6\u8bad\u7ec3\uff0c\u4e14\u6709\u7740\u548c CFG \u76f8\u5f53\u7684\u6536\u655b\u901f\u5ea6\uff0c\u7b97\u6cd5\u7a33\u5b9a\u6027\u4e0e\u91c7\u6837\u8868\u73b0\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u8db3\u591f\u7b80\u6d01\u3001\u901a\u7528\u3002\u4e00\u79cd\u7b97\u6cd5\u53ef\u540c\u65f6\u7528\u4e8e\u6269\u6563\u3001\u81ea\u56de\u5f52\u3001\u63a9\u7801\u4e09\u79cd\u89c6\u89c9\u6a21\u578b\u3002<\/p>\n<h4>Guidance Free Training \u7b97\u6cd5\u8bbe\u8ba1<\/h4>\n<p>GFT \u5b8c\u5168\u91c7\u7528\u4e86\u76d1\u7763\u8bad\u7ec3\u4e2d\u7684\u6269\u6563\u635f\u5931\u51fd\u6570\u3002\u5728\u8bad\u7ec3\u4e2d\uff0c\u5176\u548c CFG \u6700\u5927\u7684\u4e0d\u540c\u662f\uff1aGFT \u5e76\u4e0d\u663e\u5f0f\u53c2\u6570\u5316\u4e00\u4e2a\u300c\u6709\u6761\u4ef6\u89c6\u89c9\u6a21\u578b\u300d\uff0c\u800c\u662f\u5c06\u5176\u8868\u793a\u4e3a\u4e00\u4e2a\u91c7\u6837\u6a21\u578b\u548c\u4e00\u4e2a\u65e0\u6761\u4ef6\u6a21\u578b\u7684\u7ebf\u6027\u7ec4\u5408\uff1a<\/p>\n<p><img data-dominant-color=\"f0eff0\" data-has-transparency=\"true\" style=\"--dominant-color: #f0eff0;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24415\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a20e34a54b95d0f360e9781faf9a47086638b1.png\" width=\"1080\" height=\"226\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a20e34a54b95d0f360e9781faf9a47086638b1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a20e34a54b95d0f360e9781faf9a47086638b1-300x63.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a20e34a54b95d0f360e9781faf9a47086638b1-1024x214.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a20e34a54b95d0f360e9781faf9a47086638b1-150x31.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a20e34a54b95d0f360e9781faf9a47086638b1-768x161.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8fd9\u6837\u5728\u5728\u6211\u4eec\u8bad\u7ec3\u8fd9\u4e2a\u300c\u9690\u5f0f\u300d\u6709\u6761\u4ef6\u6a21\u578b\u65f6\uff0c\u6211\u4eec\u672c\u8d28\u4e0a\u5728\u76f4\u63a5\u8bad\u7ec3\u5176\u80cc\u540e\u53c2\u6570\u5316\u597d\u7684\u91c7\u6837\u6a21\u578b\u3002<\/p>\n<p><img data-dominant-color=\"efefef\" data-has-transparency=\"false\" style=\"--dominant-color: #efefef;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24416\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a4aa8b170088270e62348223d9e652139aa0d7.png\" width=\"1080\" height=\"92\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a4aa8b170088270e62348223d9e652139aa0d7.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a4aa8b170088270e62348223d9e652139aa0d7-300x26.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a4aa8b170088270e62348223d9e652139aa0d7-1024x87.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a4aa8b170088270e62348223d9e652139aa0d7-150x13.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a4aa8b170088270e62348223d9e652139aa0d7-768x65.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8bba\u6587\u8bc1\u660e\uff0c\u968f\u7740\u7ebf\u6027\u7ec4\u5408\u7cfb\u6570 \u03b2\uff08\u53c8\u79f0\u300c\u4f2a\u6e29\u5ea6\u7cfb\u6570\u300d\uff09\u7684\u53d8\u5316\uff0c\u5176\u5bf9\u5e94\u7684\u91c7\u6837\u6a21\u578b\u5c06\u548c CFG \u7b97\u6cd5\u5b9a\u4e49\u7684\u91c7\u6837\u5206\u5e03\u4e00\u4e00\u5bf9\u5e94\u3002<\/p>\n<h4>GFT \u7684\u7b97\u6cd5\u7075\u9b42\uff1a\u7b80\u5355\u3001\u9ad8\u6548\u3001\u517c\u5bb9<\/h4>\n<p>\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d\uff0c\u7531\u4e8e GFT \u7b97\u6cd5\u5728\u8bbe\u8ba1\u4e0a\u53ef\u4ee5\u4e0e CFG \u8bad\u7ec3\u65b9\u6cd5\u4fdd\u6301\u4e86\u9ad8\u5ea6\u5bf9\u9f50\uff0c\u8fd9\u4f7f\u5f97\u5176\u53ef\u4ee5\u6700\u4f4e\u6210\u672c\u88ab\u90e8\u7f72\u5b9e\u73b0\uff08&lt;10 \u884c\u4ee3\u7801\uff09\uff0c\u751a\u81f3\u4e0d\u9700\u8981\u66f4\u6539\u5df2\u6709\u4ee3\u7801\u7684\u8bad\u7ec3\u8d85\u53c2\u6570\u3002<\/p>\n<p><img data-dominant-color=\"eeeef0\" data-has-transparency=\"true\" style=\"--dominant-color: #eeeef0;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24417\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a3d949c32809a29ee5b430fd06f9cebea1761e.png\" width=\"993\" height=\"772\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a3d949c32809a29ee5b430fd06f9cebea1761e.png 993w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a3d949c32809a29ee5b430fd06f9cebea1761e-300x233.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a3d949c32809a29ee5b430fd06f9cebea1761e-150x117.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/a3d949c32809a29ee5b430fd06f9cebea1761e-768x597.png 768w\" sizes=\"auto, (max-width: 993px) 100vw, 993px\" \/><\/p>\n<p>GFT \u8bad\u7ec3\u4e5f\u975e\u5e38\u9ad8\u6548\uff0c\u4e0e CFG \u76f8\u6bd4\uff0c\u5b83\u4e0d\u9700\u8981\u4efb\u4f55\u989d\u5916\u7684\u5185\u5b58\u5f00\u9500\uff0c\u53ea\u9700\u589e\u52a0\u7ea6 20% \u7684\u8bad\u7ec3\u65f6\u95f4\uff0c\u5373\u53ef\u8282\u7ea6 50% \u7684\u91c7\u6837\u6210\u672c\u3002<\/p>\n<p><img data-dominant-color=\"e1dae6\" data-has-transparency=\"true\" style=\"--dominant-color: #e1dae6;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24418\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/453b71d15edb1d021305031e3343879bc601d9.png\" width=\"1063\" height=\"601\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/453b71d15edb1d021305031e3343879bc601d9.png 1063w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/453b71d15edb1d021305031e3343879bc601d9-300x170.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/453b71d15edb1d021305031e3343879bc601d9-1024x579.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/453b71d15edb1d021305031e3343879bc601d9-150x85.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/453b71d15edb1d021305031e3343879bc601d9-768x434.png 768w\" sizes=\"auto, (max-width: 1063px) 100vw, 1063px\" \/><\/p>\n<p>\u6b64\u5916\uff0cGFT \u9ad8\u5ea6\u901a\u7528\u3002\u4e0d\u4ec5\u4ec5\u9002\u7528\u4e8e\u6269\u6563\u89c6\u89c9\u6a21\u578b\uff0c\u5bf9\u4e8e\u81ea\u56de\u5f52\u3001\u63a9\u7801\u8fd9\u7c7b\u79bb\u6563\u89c6\u89c9\u6a21\u578b\u4e5f\u540c\u6837\u9002\u7528\uff1a<\/p>\n<p><img data-dominant-color=\"f5f5f5\" data-has-transparency=\"false\" style=\"--dominant-color: #f5f5f5;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24419\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/12dd7e6360c45211e0c7347fd46ffac3c0648a.png\" width=\"1080\" height=\"638\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/12dd7e6360c45211e0c7347fd46ffac3c0648a.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/12dd7e6360c45211e0c7347fd46ffac3c0648a-300x177.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/12dd7e6360c45211e0c7347fd46ffac3c0648a-1024x605.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/12dd7e6360c45211e0c7347fd46ffac3c0648a-150x89.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/12dd7e6360c45211e0c7347fd46ffac3c0648a-768x454.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<h4>\u5b9e\u9a8c\u9a8c\u8bc1<\/h4>\n<p>GFT \u5728\u6269\u6563\u6a21\u578b DiT\u3001Stable Diffusion\uff0c\u81ea\u56de\u5f52\u6a21\u578b VAR\uff0cLlamaGen\uff0c\u63a9\u7801\u6269\u6563\u6a21\u578b MAR \u4e94\u4e2a\u622a\u7136\u4e0d\u540c\u7684\u6a21\u578b\u4e0a\u9762\u5206\u522b\u8fdb\u884c\u4e86\u5b9e\u9a8c\u9a8c\u8bc1\u3002<\/p>\n<p>\u9996\u5148\uff0c\u7814\u7a76\u8005\u6d4b\u8bd5\u4e86 GFT \u4f5c\u4e3a\u4e00\u4e2a\u5fae\u8c03\u7b97\u6cd5\uff0c\u628a\u5f53\u4e0b\u5df2\u6709\u7684 CFG \u9884\u8bad\u7ec3\u6a21\u578b\u8f6c\u6362\u4e3a\u514d\u5f15\u5bfc\u91c7\u7528\u6a21\u578b\u7684\u80fd\u529b\u3002\u53d1\u73b0\u5728 FID \u6307\u6807\u4e0a\uff0cGFT \u53ef\u4ee5\u505a\u5230\u65e0\u635f\u8f6c\u6362\u3002<\/p>\n<p><img data-dominant-color=\"efeff0\" data-has-transparency=\"true\" style=\"--dominant-color: #efeff0;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24420\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/23a5310916b5f51a3416505b144d9fbf92f98c.png\" width=\"918\" height=\"1188\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/23a5310916b5f51a3416505b144d9fbf92f98c.png 918w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/23a5310916b5f51a3416505b144d9fbf92f98c-232x300.png 232w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/23a5310916b5f51a3416505b144d9fbf92f98c-791x1024.png 791w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/23a5310916b5f51a3416505b144d9fbf92f98c-116x150.png 116w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/23a5310916b5f51a3416505b144d9fbf92f98c-768x994.png 768w\" sizes=\"auto, (max-width: 918px) 100vw, 918px\" \/><\/p>\n<p>\u968f\u540e\u3001\u7814\u7a76\u8005\u6d4b\u8bd5\u4e86 GFT \u4f5c\u4e3a\u4e00\u4e2a\u9884\u8bad\u7ec3\u7b97\u6cd5\uff0c\u548c CFG \u8bad\u7ec3\u7684\u6bd4\u8f83\uff08\u76f8\u540c\u8bad\u7ec3\u6b65\uff09\u3002<\/p>\n<p><img data-dominant-color=\"f0edf0\" data-has-transparency=\"true\" style=\"--dominant-color: #f0edf0;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24421\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/f2676aa0320e2ce9f9379027a70946938b6829.png\" width=\"1080\" height=\"458\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/f2676aa0320e2ce9f9379027a70946938b6829.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/f2676aa0320e2ce9f9379027a70946938b6829-300x127.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/f2676aa0320e2ce9f9379027a70946938b6829-1024x434.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/f2676aa0320e2ce9f9379027a70946938b6829-150x64.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/f2676aa0320e2ce9f9379027a70946938b6829-768x326.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p><img data-dominant-color=\"eaeaeb\" data-has-transparency=\"true\" style=\"--dominant-color: #eaeaeb;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24422\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/d65c79845cd8553f0418866083c0b240e5a2f8.png\" width=\"1080\" height=\"221\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/d65c79845cd8553f0418866083c0b240e5a2f8.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/d65c79845cd8553f0418866083c0b240e5a2f8-300x61.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/d65c79845cd8553f0418866083c0b240e5a2f8-1024x210.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/02\/d65c79845cd8553f0418866083c0b240e5a2f8-150x31.png 150w, 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