{"id":1650,"date":"2026-02-06T09:00:11","date_gmt":"2026-02-06T01:00:11","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/02\/06\/%e9%82%93%e6%98%8e%e6%89%ac%e4%b8%80%e4%bd%9c%e8%ae%ba%e6%96%87%e6%94%b9%e5%86%99%e7%94%9f%e6%88%90%e8%8c%83%e5%bc%8f%ef%bc%81%e4%bd%95%e6%81%ba%e6%98%8e%e4%b9%9f%e7%bd%b2%e5%90%8d%e4%ba%86\/"},"modified":"2026-02-06T09:00:11","modified_gmt":"2026-02-06T01:00:11","slug":"%e9%82%93%e6%98%8e%e6%89%ac%e4%b8%80%e4%bd%9c%e8%ae%ba%e6%96%87%e6%94%b9%e5%86%99%e7%94%9f%e6%88%90%e8%8c%83%e5%bc%8f%ef%bc%81%e4%bd%95%e6%81%ba%e6%98%8e%e4%b9%9f%e7%bd%b2%e5%90%8d%e4%ba%86","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/02\/06\/%e9%82%93%e6%98%8e%e6%89%ac%e4%b8%80%e4%bd%9c%e8%ae%ba%e6%96%87%e6%94%b9%e5%86%99%e7%94%9f%e6%88%90%e8%8c%83%e5%bc%8f%ef%bc%81%e4%bd%95%e6%81%ba%e6%98%8e%e4%b9%9f%e7%bd%b2%e5%90%8d%e4%ba%86\/","title":{"rendered":"\u9093\u660e\u626c\u4e00\u4f5c\u8bba\u6587\u6539\u5199\u751f\u6210\u8303\u5f0f\uff01\u4f55\u607a\u660e\u4e5f\u7f72\u540d\u4e86"},"content":{"rendered":"<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/02\/a3a184807f4c344a4723c26b7a603708.webp'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/02\/a3a184807f4c344a4723c26b7a603708.webp\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u9093\u660e\u626c\u4e00\u4f5c\u8bba\u6587\u6539\u5199\u751f\u6210\u8303\u5f0f\uff01\u4f55\u607a\u660e\u4e5f\u7f72\u540d\u4e86\"\/><\/div><\/figure>\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/02\/192fc9681a5be880c0cbcac90f9ab992.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/02\/192fc9681a5be880c0cbcac90f9ab992.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u9093\u660e\u626c\u4e00\u4f5c\u8bba\u6587\u6539\u5199\u751f\u6210\u8303\u5f0f\uff01\u4f55\u607a\u660e\u4e5f\u7f72\u540d\u4e86\"\/><\/div><\/figure>\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/02\/97fa71dd6b7df50d8b65902626c35ecd.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/02\/97fa71dd6b7df50d8b65902626c35ecd.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u9093\u660e\u626c\u4e00\u4f5c\u8bba\u6587\u6539\u5199\u751f\u6210\u8303\u5f0f\uff01\u4f55\u607a\u660e\u4e5f\u7f72\u540d\u4e86\"\/><\/div><\/figure>\n<figure class=\"wp-block-image\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/1ow.top\/wp-content\/uploads\/2026\/02\/87f0ed2bd417d46929b16ba539755850.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/1ow.top\/wp-content\/uploads\/2026\/02\/87f0ed2bd417d46929b16ba539755850.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u9093\u660e\u626c\u4e00\u4f5c\u8bba\u6587\u6539\u5199\u751f\u6210\u8303\u5f0f\uff01\u4f55\u607a\u660e\u4e5f\u7f72\u540d\u4e86\"\/><\/div><\/figure>\n<p>henry \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n<p>\u521a\u521a\uff0c\u4f55\u607a\u660e\u56e2\u961f\u63d0\u51fa\u5168\u65b0\u751f\u6210\u6a21\u578b\u8303\u5f0f\u6f02\u79fb\u6a21\u578b\uff08Drifting Models\uff09\u3002<\/p>\n<p>\u8fd9\u7bc7\u8bba\u6587\u7684\u4e00\u4f5c\u4e5f\u662f\u4eba\u5927\u9644\u4e2d\u6821\u53cb\uff0c\u5965\u8d5b\u53cc\u6599\u91d1\u724c\u5f97\u4e3b\u9093\u660e\u626c\u52a0\u5165\u607a\u660e\u56e2\u961f\u7684\u7b2c\u4e00\u7bc7\u4e00\u4f5c\u8bba\u6587\u3002<\/p>\n<p>\u8bba\u6587\u4e2d\uff0c\u6f02\u79fb\u6a21\u578b\u5c06\u751f\u6210\u6a21\u578b\u5206\u5e03\u6f14\u5316\u7684\u8fc7\u7a0b\u4ece\u201c\u63a8\u7406\u9636\u6bb5\u201d\u8f6c\u5411\u4e86\u795e\u7ecf\u7f51\u7edc\u7684\u201c\u8bad\u7ec3\u9636\u6bb5\u201d\uff0c\u5b9e\u73b0\u4e86\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u5355\u6b65\u751f\u6210\uff08One-step Generation\uff09\u3002<\/p>\n<p>\u6f02\u79fb\u6a21\u578b\u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u5f15\u5165\u4e86\u201c\u6f02\u79fb\u573a\u201d\uff08Drifting Field\uff09\u673a\u5236\u3002<\/p>\n<p>\u5176\u901a\u8fc7\u5728\u8bad\u7ec3\u4e2d\u76f4\u63a5\u5bf9\u9f50\u5148\u9a8c\u5206\u5e03\u4e0e\u771f\u5b9e\u6570\u636e\u5206\u5e03\uff0c\u4e0d\u4ec5\u6d88\u9664\u4e86GANs\u4e2d\u5e38\u89c1\u7684\u5bf9\u6297\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u6027\uff0c\u66f4\u5f7b\u5e95\u6446\u8131\u4e86\u6d41\u5339\u914d\uff08Flow Matching\uff09\u6216\u6269\u6563\u6a21\u578b\uff08Diffusion\uff09\u5bf9\u591a\u6b65ODE\/SDE\u6c42\u89e3\u7684\u4f9d\u8d56\u3002<\/p>\n<p>\u5728ImageNet 256\u00d7256\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u6f02\u79fb\u6a21\u578b\u57281-NFE\uff08\u5355\u6b65\u63a8\u7406\uff09\u4e0b\u53d6\u5f97\u4e861.54FID\u7684\u6210\u7ee9\uff0c\u8bc1\u660e\u4e86\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u7684\u5355\u6b65\u6a21\u578b\u5728\u8d28\u91cf\u4e0a\u5b8c\u5168\u53ef\u4ee5\u5ab2\u7f8e\u751a\u81f3\u8d85\u8d8a\u7ecf\u8fc7\u6570\u767e\u6b65\u8fed\u4ee3\u7684\u4f20\u7edf\u6a21\u578b\u3002<\/p>\n<p>\u6f02\u79fb\u6a21\u578b (Drifting Model)\u7684\u6838\u5fc3\u53ef\u4ee5\u603b\u7ed3\u4e3a\u4ee5\u4e0b\u4e24\u70b9\uff1a<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5177\u4f53\u6765\u770b\u3002<\/p>\n<p>\u4e0d\u540c\u4e8e\u4fa7\u91cd\u4e8e\u6837\u672c\u4e0e\u6807\u7b7e\u6620\u5c04\u7684\u5224\u522b\u6a21\u578b\uff0c\u751f\u6210\u6a21\u578b\u7684\u6838\u5fc3\u5728\u4e8e\u5b66\u4e60\u5206\u5e03\u4e4b\u95f4\u7684\u8f6c\u6362\u3002<\/p>\n<p>\u5176\u672c\u8d28\u662f\u5b66\u4e60\u4e00\u4e2a\u6620\u5c04\u51fd\u6570f\uff0c\u5c06\u7b80\u5355\u7684\u5148\u9a8c\u5206\u5e03\uff08\u5982\u9ad8\u65af\u566a\u58f0\uff09\u8f6c\u6362\u4e3a\u4e0e\u771f\u5b9e\u6570\u636e\u5339\u914d\u7684\u63a8\u79fb\u5206\u5e03\uff08Pushforward Distribution\uff09\u3002<\/p>\n<p>\u76ee\u524d\uff0c\u6269\u6563\u6a21\u578b\uff08Diffusion\uff09\u6216\u6d41\u5339\u914d\u6a21\u578b\uff08Flow Matching\uff09\u7b49\u4e3b\u6d41\u8303\u5f0f\uff0c\u5c06\u8fd9\u79cd\u5206\u5e03\u7684\u6f14\u53d8\u653e\u5728\u63a8\u7406\u9636\u6bb5\u8fed\u4ee3\u6267\u884c\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u751f\u6210\u4e00\u5f20\u56fe\u50cf\u9700\u8981\u591a\u6b21\u8c03\u7528\u795e\u7ecf\u7f51\u7edc\uff0c\u5bfc\u81f4\u8ba1\u7b97\u5f00\u9500\u5927\u3001\u751f\u6210\u901f\u5ea6\u6162\u3002<\/p>\n<p>\u800c\u6f02\u79fb\u6a21\u578b\u5219\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u8303\u5f0f\uff1a\u5c06\u5206\u5e03\u7684\u6f14\u5316\u4ece\u63a8\u7406\u9636\u6bb5\u8f6c\u79fb\u5230\u4e86\u8bad\u7ec3\u9636\u6bb5\u3002<\/p>\n<p>\u8fd9\u4e00\u8bbe\u8ba1\u7684\u53ef\u884c\u6027\u690d\u6839\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u672c\u8d28\u2014\u2014<\/p>\n<p>\u795e\u7ecf\u7f51\u7edc\u7684\u8bad\u7ec3\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u8fed\u4ee3\u4f18\u5316\u7684\u8fc7\u7a0b\uff08\u5982 SGD\uff09\u3002<\/p>\n<p>\u5728\u4f20\u7edf\u7684\u89c6\u89d2\u4e0b\uff0c\u6211\u4eec\u53ea\u5173\u6ce8\u635f\u5931\u51fd\u6570\u7684\u4e0b\u964d\uff1b\u4f46\u5728\u6f02\u79fb\u6a21\u578b\u4e2d\uff0c\u8bad\u7ec3\u7684\u6bcf\u4e00\u8f6e\u8fed\u4ee3\u90fd\u88ab\u8d4b\u4e88\u4e86\u7269\u7406\u610f\u4e49\uff1a\u6a21\u578b\u53c2\u6570\u7684\u5fae\u5c0f\u66f4\u65b0\uff0c\u4f1a\u76f4\u63a5\u9a71\u52a8\u8f93\u51fa\u6837\u672c\u5728\u7a7a\u95f4\u4e2d\u4ea7\u751f\u76f8\u5e94\u7684\u4f4d\u79fb\u3002<\/p>\n<p>\u8bba\u6587\u5c06\u8fd9\u79cd\u968f\u8bad\u7ec3\u6b65\u6b21\u53d1\u751f\u7684\u6837\u672c\u4f4d\u79fb\u5b9a\u4e49\u4e3a\u6f02\u79fb\uff08Drift\uff09\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\uff0c\u6620\u5c04\u51fd\u6570f\u968f\u7740\u53c2\u6570\u4e0d\u65ad\u88ab\u4f18\u5316\uff0c\u5b83\u6240\u4ea7\u751f\u7684\u63a8\u79fb\u5206\u5e03\uff08Pushforward Distribution\uff09\u4e5f\u968f\u4e4b\u81ea\u7136\u5730\u53d1\u751f\u52a8\u6001\u6f14\u53d8\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u6a21\u578b\u8bad\u7ec3\u7684\u8f68\u8ff9\uff0c\u5728\u672c\u8d28\u4e0a\u5c31\u7b49\u540c\u4e8e\u5206\u5e03\u6f14\u5316\u7684\u8def\u5f84\u3002 \u65e2\u7136\u8bad\u7ec3\u8fc7\u7a0b\u5df2\u7ecf\u5b8c\u6210\u4e86\u8fd9\u4e00\u6f14\u5316\uff0c\u63a8\u7406\u65f6\u81ea\u7136\u4e0d\u518d\u9700\u8981\u591a\u6b65\u8fed\u4ee3\u3002<\/p>\n<p>\u7531\u6b64\uff0c\u6f02\u79fb\u6a21\u578b\u5c06\u539f\u672c\u6602\u8d35\u7684\u8fed\u4ee3\u5f00\u9500\u5185\u5316\u5728\u4e86\u8bad\u7ec3\u9636\u6bb5\uff0c\u4f7f\u5f97\u6a21\u578b\u5728\u63a8\u7406\u65f6\u4ec5\u9700\u5355\u6b21\u524d\u5411\u4f20\u64ad\uff08One-step generation\uff09\u5373\u53ef\u751f\u6210\u9ad8\u8d28\u91cf\u6837\u672c\u3002<\/p>\n<p>\u8fd9\u4e0d\u4ec5\u6d88\u9664\u4e86\u591a\u6b65\u63a8\u7406\u7684\u8ba1\u7b97\u8d1f\u62c5\uff0c\u4e5f\u907f\u5f00\u4e86GANs\u5bf9\u6297\u8bad\u7ec3\u5e26\u6765\u7684\u4e0d\u7a33\u5b9a\u6027\u3002<\/p>\n<p>\u5728\u5177\u4f53\u7684\u5b9e\u73b0\u4e0a\uff0c\u8bba\u6587\u5f15\u5165\u4e86\u4e00\u4e2a\u6f02\u79fb\u573a\uff08Drifting Field\uff09\u6765\u5f15\u5bfc\u6837\u672c\u79fb\u52a8\uff0c\u8fdb\u800c\u63a7\u5236\u63a8\u79fb\u5206\u5e03\u3002<\/p>\n<p>\u4e0e\u6d41\u5339\u914d\uff08Flow Matching\uff09\u5728\u63a8\u7406\u9636\u6bb5\u5f15\u5bfc\u6837\u672c\u79fb\u52a8\u7684\u5411\u91cf\u573a\uff08Vector Field\uff09\u4e0d\u540c\uff0c\u6f02\u79fb\u573a\uff08Drifting 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