{"id":1141162,"date":"2025-06-04T02:33:10","date_gmt":"2025-06-04T09:33:10","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1141162"},"modified":"2025-06-10T21:13:57","modified_gmt":"2025-06-11T04:13:57","slug":"new-arrival-in-research-26","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-26\/","title":{"rendered":"CVPR \u4e0a\u65b0 | \u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\u2014\u2014\u751f\u6210\u6a21\u578b\u4e0e\u6269\u6563\u6280\u672f\u7bc7"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u6c47\u805a\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u7684\u521b\u65b0\u6210\u679c\u4e0e\u79d1\u7814\u52a8\u6001\u3002\u5728\u8fd9\u91cc\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u6d4f\u89c8\u7814\u7a76\u9662\u7684\u4eae\u70b9\u8d44\u8baf\uff0c\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\u3002<\/p>\n\n\n\n<p>6\u670810\u65e5\u81f317\u65e5\uff0c\u5168\u7403\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u9876\u5c16\u5b66\u672f\u76db\u4f1a CVPR \u5c06\u5728\u7f8e\u56fd\u7530\u7eb3\u897f\u5dde\u7eb3\u4ec0\u7ef4\u5c14\u4e3e\u529e\u3002\u6211\u4eec\u5c06\u901a\u8fc7\u4e24\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5165\u9009 CVPR 2025 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\u3002\u7b2c\u4e00\u671f\u7684\u5206\u4eab\u5185\u5bb9\u662f\u4e3b\u8981\u56f4\u7ed5\u751f\u6210\u6a21\u578b\u4e0e\u6269\u6563\u6280\u672f\u7b49\u65b9\u5411\u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u5305\u62ec\u89c6\u9891\u751f\u6210\u3001\u81ea\u52a8\u5e73\u9762\u8bbe\u8ba1\u3001\u56fe\u50cf\u538b\u7f29\u30013D\u5185\u5bb9\u751f\u6210\u7b49\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u672c\u671f\u5185\u5bb9\u901f\u89c8 <\/strong><\/p>\n\n\n\n<p>01. SPO\uff1a\u9762\u5411\u6269\u6563\u6a21\u578b\u7684\u9010\u6b65\u504f\u597d\u4f18\u5316\u5b66\u4e60\u65b9\u6cd5<\/p>\n\n\n\n<p>02. BizGen\uff1a\u9762\u5411\u4fe1\u606f\u56fe\u8868\u751f\u6210\u7684\u6587\u7ae0\u7ea7\u89c6\u89c9\u6587\u672c\u6e32\u67d3\u6280\u672f<\/p>\n\n\n\n<p>03. \u7531\u5143\u7d20\u81f3\u8bbe\u8ba1\uff1a\u57fa\u4e8e\u5206\u5c42\u539f\u5219\u7684\u81ea\u52a8\u5e73\u9762\u8bbe\u8ba1\u7f16\u6392<\/p>\n\n\n\n<p>04. FloVD\uff1a\u5229\u7528\u5149\u6d41\u589e\u5f3a\u89c6\u89d2\u53ef\u63a7\u7684\u89c6\u9891\u751f\u6210<\/p>\n\n\n\n<p>05. HomoGen\uff1a\u878d\u5408\u5355\u5e94\u6027\u4f20\u64ad\u4e0e\u6269\u6563\u673a\u5236\u7684\u89c6\u9891\u4fee\u590d\u65b9\u6cd5<\/p>\n\n\n\n<p>06. I2VGuard\uff1a\u4fdd\u62a4\u56fe\u50cf\u4e0d\u88ab I2V \u6a21\u578b\u968f\u610f\u201c\u89c6\u9891\u5316\u201d<\/p>\n\n\n\n<p>07. PICD\uff1a\u57fa\u4e8e\u6269\u6563\u57fa\u7840\u6a21\u578b\u7684\u591a\u7528\u9014\u4e3b\u89c2\u56fe\u50cf\u538b\u7f29<\/p>\n\n\n\n<p>08. StableAnimator\uff1a\u9ad8\u8d28\u91cf\u4eba\u50cf\u52a8\u753b\u751f\u6210<\/p>\n\n\n\n<p>09. \u57fa\u4e8e\u7ed3\u6784\u5316\u6f5c\u53d8\u91cf\u7684\u4e09\u7ef4\u751f\u6210\u5927\u6a21\u578b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"01-spo-\u9762\u5411\u6269\u6563\u6a21\u578b\u7684\u9010\u6b65\u504f\u597d\u4f18\u5316\u5b66\u4e60\u65b9\u6cd5\">01. SPO\uff1a\u9762\u5411\u6269\u6563\u6a21\u578b\u7684\u9010\u6b65\u504f\u597d\u4f18\u5316\u5b66\u4e60\u65b9\u6cd5<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"265\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-1-1024x265.png\" alt=\"graphical user interface, text\" class=\"wp-image-1141165\" style=\"width:650px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-1-1024x265.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-1-300x78.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-1-768x199.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-1-1536x397.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-1-2048x530.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-1-240x62.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2406.04314\">https:\/\/arxiv.org\/pdf\/2406.04314<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u9879\u76ee\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/RockeyCoss\/SPO\">https:\/\/github.com\/RockeyCoss\/SPO<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u968f\u7740\u540e\u8bad\u7ec3\u5728\u8bed\u8a00\u6a21\u578b\u7684\u5e94\u7528\u4e2d\u53d6\u5f97\u5de8\u5927\u6210\u529f\uff0c\u5982\u4f55\u5bf9\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u6587\u751f\u56fe\u5927\u6a21\u578b\u8fdb\u884c\u540e\u8bad\u7ec3\u5438\u5f15\u4e86\u5927\u91cf\u7814\u7a76\u8005\u7684\u5174\u8da3\u3002\u5bf9\u6587\u751f\u56fe\u5927\u6a21\u578b\u8fdb\u884c\u540e\u8bad\u7ec3\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u751f\u6210\u7684\u56fe\u7247\u7684\u7f8e\u5b66\u8d28\u91cf\u4e0e\u6587\u672c\u6307\u4ee4\u9075\u4ece\u80fd\u529b\uff0c\u4ece\u800c\u66f4\u52a0\u5bf9\u9f50\u4eba\u7c7b\u5bf9\u56fe\u7247\u7684\u504f\u597d\u3002\u4f46\u8fd9\u4e9b\u5de5\u4f5c\u90fd\u6709\u4e00\u4e2a\u91cd\u8981\u7684\u5047\u8bbe\uff0c\u5373\u6700\u540e\u751f\u6210\u51fa\u6765\u7684\u56fe\u7247\u504f\u597d\u53ef\u4ee5\u4f20\u64ad\u5230\u6574\u4e2a\u6269\u6563\u6a21\u578b\u7684\u6240\u6709\u53bb\u566a\u6b65\u3002\u7814\u7a76\u5458\u4eec\u7ecf\u8fc7\u63a2\u7d22\u53d1\u73b0\uff0c\u8fd9\u4e00\u5047\u8bbe\u5728\u590d\u6742\u7684\u56fe\u7247\u504f\u597d\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u96be\u4ee5\u6210\u7acb\u3002\u7814\u7a76\u5458\u4eec\u8ba4\u4e3a\u56fe\u7247\u7684\u504f\u597d\u5305\u62ec\u591a\u4e2a\u65b9\u9762\uff0c\u6bd4\u5982\u5e03\u5c40\u3001\u7f8e\u5b66\uff0c\u6216\u8005\u6307\u4ee4\u9075\u5faa\u65b9\u9762\u7684\u504f\u597d\u90fd\u662f\u4e92\u76f8\u72ec\u7acb\u7684\uff0c\u800c\u6269\u6563\u6a21\u578b\u4e0d\u7528\u7684\u53bb\u566a\u8fc7\u7a0b\u662f\u805a\u7126\u4e8e\u4f18\u5316\u5176\u4e2d\u67d0\u4e00\u65b9\u9762\uff0c\u6240\u4ee5\u7b80\u5355\u5730\u5c06\u56fe\u7247\u7684\u504f\u597d\u4f20\u64ad\u5230\u6574\u4e2a\u53bb\u566a\u8fc7\u7a0b\u662f\u6709\u7f3a\u9677\u7684\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u5206\u6790\u73b0\u6709\u7684\u5f00\u6e90\u56fe\u7247\u504f\u597d\u6570\u636e\u96c6\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u4e00\u6b65\u53d1\u73b0\u5176\u504f\u597d\u6807\u6ce8\u5f80\u5f80\u53cd\u6620\u7684\u662f\u56fe\u6587\u5bf9\u9f50\u3001\u753b\u8d28\u548c\u7f8e\u5b66\u504f\u597d\u7b49\u65b9\u9762\u7efc\u5408\u540e\u7684\u603b\u4f53\u504f\u597d\uff0c\u5728\u8fd9\u4e9b\u6570\u636e\u4e0a\u8bad\u7ec3\u65f6\uff0c\u76d1\u7763\u4fe1\u53f7\u96be\u4ee5\u4e13\u6ce8\u4e8e\u67d0\u4e00\u65b9\u9762\u3002\u5373\u4fbf\u5bf9\u6570\u636e\u8fdb\u884c\u7f8e\u5b66\u65b9\u9762\u7684\u91cd\u65b0\u6807\u6ce8\uff0c\u7531\u4e8e\u56fe\u50cf\u5728\u5e03\u5c40\u548c\u7ed3\u6784\u4e0a\u7684\u5dee\u5f02\u8fc7\u5927\uff0c\u6240\u4ee5\u7cbe\u7ec6\u7c92\u5ea6\u7684\u7f8e\u5b66\u4fe1\u606f\uff08\u6bd4\u5982\u7eb9\u7406\u3001\u8272\u5f69\uff09\u4f9d\u7136\u5bb9\u6613\u88ab\u5e72\u6270\uff0c\u5bfc\u81f4\u6587\u751f\u56fe\u6a21\u578b\u5728\u540e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u96be\u4ee5\u5728\u7f8e\u5b66\u65b9\u9762\u8fdb\u884c\u6709\u6548\u63d0\u5347\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u5229\u7528\u6269\u6563\u6a21\u578b\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u5bf9\u4e2d\u95f4\u6b65\u7684\u5206\u5e03 p_\u03b8 (x_(t-1)\u2502x_t ) \u591a\u6b21\u91c7\u6837\u5f97\u5230\u4e00\u7ec4\u4e2d\u95f4\u56fe\u50cf\uff0c\u8fd9\u7ec4\u56fe\u7247\u53ef\u4ee5\u5f88\u597d\u5730\u4fdd\u6301\u5e03\u5c40\u4e0e\u7ed3\u6784\u4e0a\u7684\u9ad8\u5ea6\u4e00\u81f4\u6027\uff0c\u4ece\u800c\u8ba9\u6a21\u578b\u5728\u5bf9\u8fd9\u7ec4\u56fe\u7247\u8fdb\u884c\u504f\u597d\u5b66\u4e60\u7684\u8fc7\u7a0b\u4e2d\u4e13\u6ce8\u4e8e\u4f18\u5316\u5176\u5728\u7eb9\u7406\u3001\u7ec6\u8282\u75d5\u8ff9\u7b49\u7f8e\u5b66\u5c42\u9762\u5b58\u5728\u53ef\u5206\u8fa8\u7684\u5dee\u522b\u3002\u57fa\u4e8e\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u3001\u9ad8\u6548\u7684\u9010\u6b65\u504f\u597d\u4f18\u5316 SPO\uff08Step-by-step Preference Optimization\uff09\u65b9\u6cd5\uff0c\u6765\u66f4\u597d\u5730\u5c06\u6587\u751f\u56fe\u6269\u6563\u6a21\u578b\u4e0e\u4eba\u7c7b\u7f8e\u5b66\u504f\u597d\u5bf9\u9f50\uff0c\u540c\u65f6\u4e5f\u4e3a\u7f8e\u5b66\u540e\u8bad\u7ec3\u63d0\u4f9b\u4e86\u53ef\u9760\u7684\u76d1\u7763\u4fe1\u53f7\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u5730\uff0cSPO \u5728\u751f\u6210\u8fc7\u7a0b\u7684\u67d0\u4e00\u65f6\u95f4\u6b65 t \u65f6\uff0c\u4ece\u4e2d\u95f4\u56fe\u50cf x_t \u51fa\u53d1\u591a\u6b21\u91c7\u6837\u5f97\u5230\u4e00\u7ec4\u5019\u9009\u56fe\u50cf x_(t-1)\u3002\u968f\u540e\uff0c\u91c7\u7528\u9010\u6b65\u611f\u77e5\u504f\u597d\u6a21\u578b SPM\uff08Step-aware Preference Model\uff09\u5bf9\u8fd9\u4e9b\u5019\u9009\u8fdb\u884c\u6392\u5e8f\uff0c\u9009\u51fa\u7f8e\u5b66\u6700\u4f73\u7684 x_(t-1)^w \u4e0e\u6700\u5dee\u7684 x_(t-1)^l \u6784\u6210\u504f\u597d\u5bf9\u3002\u63a5\u7740\uff0c\u968f\u673a\u6311\u9009\u4e00\u4e2a\u5019\u9009\u7ee7\u7eed\u4e0b\u4e00\u4e2a\u65f6\u95f4\u6b65\u7684\u751f\u6210\uff0c\u5e76\u91cd\u590d\u4e0a\u8ff0\u6d41\u7a0b\uff0c\u76f4\u81f3\u5b8c\u6210\u6574\u5f20\u56fe\u50cf\u7684\u751f\u6210\u3002\u6240\u5f97\u5230\u7684\u4e0d\u540c\u65f6\u95f4\u6b65\u7684\u504f\u597d\u5bf9\uff0c\u5c06\u7528\u4e8e\u8ba1\u7b97\u57fa\u4e8e\u76f4\u63a5\u504f\u597d\u4f18\u5316\u7406\u8bba\u6784\u5efa\u7684 SPO \u635f\u5931\uff0c\u8fdb\u800c\u5f15\u5bfc\u6269\u6563\u6a21\u578b\u5728\u5fae\u5c0f\u5dee\u5f02\u4e2d\u6301\u7eed\u63d0\u5347\u7f8e\u5b66\u6548\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"468\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-2-1024x468.png\" alt=\"diagram\" class=\"wp-image-1141166\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-2-1024x468.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-2-300x137.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-2-768x351.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-2-240x110.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-2.png 1395w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aSPO \u65b9\u6cd5\u4e0e\u4f20\u7edf\u7684 Diffusion-DPO \u4ee5\u53ca D3PO \u5bf9\u6bd4\u7684\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u901a\u8fc7\u5728 SD v1.5 \u548c SDXL \u4e24\u79cd\u5f00\u6e90\u7684\u6587\u751f\u56fe\u6a21\u578b\u4e0a\u5f00\u5c55\u5b9e\u9a8c\uff0c\u7814\u7a76\u5458\u4eec\u53d1\u73b0 SPO \u8bad\u7ec3\u540e\u7684\u6a21\u578b\u5728\u591a\u4e2a\u53cd\u6620\u7f8e\u5b66\u7684\u8bc4\u4f30\u6307\u6807\u4e0a\u5747\u663e\u8457\u4f18\u4e8e Diffusion-DPO\u3001D3PO \u548c MAPO \u7b49\u65b9\u6cd5\u8bad\u7ec3\u540e\u7684\u6a21\u578b\uff0c\u5e76\u4e14\u6536\u655b\u901f\u5ea6\u66f4\u5feb\u3002<\/p>\n\n\n\n<p>\u7528\u6237\u4e3b\u89c2\u8c03\u7814\u7ed3\u679c\u4e5f\u663e\u793a\uff0cSPO \u5fae\u8c03\u7684 SDXL \u5728\u89c6\u89c9\u5438\u5f15\u529b\u65b9\u9762\u5927\u5e45\u8d85\u8d8a\u9884\u8bad\u7ec3\u6a21\u578b\u53ca Diffusion-DPO-SDXL\u3002GenEval \u57fa\u51c6\u6d4b\u8bd5\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86 SPO \u5728\u63d0\u5347\u56fe\u50cf\u7f8e\u5b66\u7684\u540c\u65f6\uff0c\u4ecd\u80fd\u4fdd\u6301\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u56fe\u6587\u5bf9\u9f50\u80fd\u529b\u3002\u4e0b\u56fe\u4e2d\u4e5f\u5b9a\u6027\u6bd4\u8f83\u4e86 SPO \u65b9\u6cd5\u5728\u7f8e\u5b66\u65b9\u9762\u7684\u663e\u8457\u4f18\u52bf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"483\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-3-1024x483.jpg\" alt=\"SDXL\u3001Diffusion-DPO-SDXL \u548c SPO-SDXL \u7684\u5b9a\u6027\u5bf9\u6bd4\" class=\"wp-image-1141167\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-3-1024x483.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-3-300x142.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-3-768x362.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-3-240x113.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-3.jpg 1431w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aSDXL\u3001Diffusion-DPO-SDXL \u548c SPO-SDXL \u7684\u5b9a\u6027\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"02-bizgen-\u9762\u5411\u4fe1\u606f\u56fe\u8868\u751f\u6210\u7684\u6587\u7ae0\u7ea7\u89c6\u89c9\u6587\u672c\u6e32\u67d3\u6280\u672f\">02. BizGen\uff1a\u9762\u5411\u4fe1\u606f\u56fe\u8868\u751f\u6210\u7684\u6587\u7ae0\u7ea7\u89c6\u89c9\u6587\u672c\u6e32\u67d3\u6280\u672f<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"889\" height=\"195\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-4.png\" alt=\"text\" class=\"wp-image-1141168\" style=\"width:650px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-4.png 889w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-4-300x66.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-4-768x168.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-4-240x53.png 240w\" sizes=\"auto, (max-width: 889px) 100vw, 889px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2503.20672\">https:\/\/arxiv.org\/pdf\/2503.20672<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u9879\u76ee\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/1230young\/bizgen\">https:\/\/github.com\/1230young\/bizgen<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u5982\u4f55\u751f\u6210\u51c6\u786e\u7684\u89c6\u89c9\u6587\u672c\u9010\u6e10\u6210\u4e3a\u6587\u751f\u56fe\u5927\u6a21\u578b\u6240\u91cd\u70b9\u5173\u6ce8\u7684\u7814\u7a76\u95ee\u9898\u3002\u7136\u800c\u5927\u591a\u6570\u7814\u7a76\u5de5\u4f5c\u76ee\u524d\u4ecd\u7136\u505c\u7559\u5728\u201c\u53e5\u5b50\u7ea7\u201d\u751f\u6210\uff0c\u9762\u5bf9\u57fa\u4e8e\u957f\u6587\u672c\u3001\u590d\u6742\u5e03\u5c40\u751f\u56fe\u7684\u5b9e\u9645\u9700\u6c42\uff0c\u5982\u4f01\u4e1a\u62a5\u544a\u3001\u8d44\u8baf\u56fe\u3001\u6f14\u793a\u5e7b\u706f\u7247\u7b49\uff0c\u4ecd\u9762\u4e34\u4e25\u5cfb\u7684\u6311\u6218\u3002\u5c24\u5176\u662f\u6700\u5177\u5546\u4e1a\u4ef7\u503c\u7684\u4fe1\u606f\u56fe\u8868\u4e0e\u5e7b\u706f\u7247\uff0c\u5b83\u4eec\u5305\u542b\u5927\u91cf\u6587\u672c\u3001\u56fe\u8868\u548c\u89c6\u89c9\u5143\u7d20\uff0c\u4e14\u9700\u8981\u7f8e\u89c2\u3001\u51c6\u786e\u5730\u6392\u7248\u548c\u5bf9\u9f50\uff0c\u5bf9\u751f\u6210\u6a21\u578b\u7684\u6587\u672c\u7406\u89e3\u80fd\u529b\u548c\u7a7a\u95f4\u63a7\u5236\u80fd\u529b\u63d0\u51fa\u4e86\u6781\u9ad8\u7684\u8981\u6c42\u3002<\/p>\n\n\n\n<p>\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u6240\u63d0\u51fa\u7684 BizGen\uff0c\u53ef\u805a\u7126\u66f4\u5177\u6311\u6218\u6027\u7684\u6587\u7ae0\u7ea7\u89c6\u89c9\u6587\u672c\u6e32\u67d3\u4efb\u52a1\u3002\u5176\u76ee\u6807\u662f\u8ba9\u6587\u751f\u56fe\u5927\u6a21\u578b\u80fd\u6839\u636e\u7528\u6237\u63d0\u4f9b\u7684\u4e00\u6bb5\u5b8c\u6574\u63cf\u8ff0\u751a\u81f3\u4e00\u4e2a\u6587\u6863\uff0c\u81ea\u52a8\u751f\u6210\u6392\u7248\u590d\u6742\u3001\u4fe1\u606f\u5bc6\u96c6\u3001\u53ef\u76f4\u63a5\u7528\u4e8e\u5546\u4e1a\u573a\u666f\u7684\u4fe1\u606f\u56fe\u8868\u6216\u5e7b\u706f\u7247\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"391\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-5-1024x391.png\" alt=\"graphical user interface\" class=\"wp-image-1141169\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-5-1024x391.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-5-300x115.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-5-768x293.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-5-240x92.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-5.png 1429w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aBizGen \u751f\u6210\u7684\u7ed3\u679c\u793a\u4f8b<\/figcaption><\/figure>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u6307\u51fa\u8fd9\u4e2a\u4efb\u52a1\u4e3b\u8981\u9762\u4e34\u6570\u636e\u7a00\u7f3a\u4e0e\u4e0a\u4e0b\u6587\u8fc7\u957f\u7684\u6311\u6218\u3002\u7b2c\u4e00\u4e2a\u6311\u6218\u662f\uff0c\u4e92\u8054\u7f51\u4e0a\u9ad8\u8d28\u91cf\u3001\u7ed3\u6784\u5316\u7684\u4fe1\u606f\u56fe\u8868\u6570\u636e\u6781\u4e3a\u7a00\u7f3a\uff0c\u96be\u4ee5\u6536\u96c6\u5230\u5927\u91cf\u7684\u6570\u636e\u76f4\u63a5\u7528\u4e8e\u8bad\u7ec3\u3002\u9488\u5bf9\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u4ece\u4e92\u8054\u7f51\u4e0a\u722c\u53d6\u4e865000\u5f20\u4fe1\u606f\u56fe\u8868\u4f5c\u4e3a\u521d\u59cb\u7684\u6570\u636e\u96c6\u5408\uff0c\u7136\u540e\u63d0\u53d6\u4e86\u8fd95000\u5f20\u4fe1\u606f\u56fe\u7247\u7684\u56fe\u5c42\u4e0e\u5e03\u5c40\u4fe1\u606f\uff0c\u5e76\u7ed3\u5408 GPT-4o \u4e0e CLIP \u8bc6\u522b\u68c0\u6d4b\u51fa\u5176\u4e2d\u7684\u5173\u952e\u89c6\u89c9\u5143\u7d20\u3002\u4e3a\u4e86\u6269\u5145\u8bad\u7ec3\u6570\u636e\u7684\u89c4\u6a21\uff0c\u7814\u7a76\u5458\u4eec\u5229\u7528\u8bed\u8a00\u6a21\u578b\u751f\u6210\u4e86250K\u7684\u56fe\u5c42\u63cf\u8ff0\uff0c\u5e76\u5c06\u8fd9\u4e9b\u56fe\u5c42\u63cf\u8ff0\u9001\u5165\u5f00\u6e90\u7684\u900f\u660e\u56fe\u5c42\u751f\u6210\u6a21\u578b\u4e2d\uff0c\u4ee5\u5408\u6210100\u4e07\u5f20\u9ad8\u8d28\u91cf\u7684\u56fe\u5c42\u6570\u636e\u3002\u4e4b\u540e\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u9010\u56fe\u5c42\u68c0\u7d22\u6269\u5145\u7684\u65b9\u5f0f\u5c06\u4fe1\u606f\u56fe\u8868\u6570\u636e\u4ece5000\u5f20\u6269\u5145\u5230\u4e8665\u4e07\u5f20\uff0c\u6784\u6210\u4e86\u8be5\u8bba\u6587\u63d0\u51fa\u7684 Infographics-650K \u4fe1\u606f\u56fe\u8868\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"376\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-6-1024x376.png\" alt=\"graphical user interface, application, timeline\" class=\"wp-image-1141170\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-6-1024x376.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-6-300x110.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-6-768x282.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-6-240x88.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-6.png 1314w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u9010\u56fe\u5c42\u68c0\u7d22\u6269\u5145\u65b9\u6cd5<\/figcaption><\/figure>\n\n\n\n<p>\u7b2c\u4e8c\u4e2a\u6311\u6218\u662f\uff0c\u4fe1\u606f\u56fe\u8868\u5408\u6210\u9700\u8981\u5904\u7406\u957f\u6587\u672c\u8f93\u5165\u4ee5\u53ca\u9ad8\u5206\u8fa8\u7387\u56fe\u7247\uff0c\u5e26\u6765\u4e86\u5feb\u901f\u589e\u52a0\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u6311\u6218\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e00\u79cd\u5e03\u5c40\u5f15\u5bfc\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5206\u522b\u5c06\u6587\u7ae0\u7ea7\u6587\u672c\u5207\u5206\u4e3a\u82e5\u5e72\u533a\u57df\u7ea7\u7684\u6587\u672c\u63cf\u8ff0\uff0c\u5e76\u5c06\u56fe\u50cf\u4e5f\u5207\u5206\u6210\u4e0d\u540c\u7684\u533a\u57df\uff0c\u6bcf\u4e2a\u533a\u57df\u7ea7\u6587\u672c\u5bf9\u5e94\u4e00\u4e2a\u56fe\u50cf\u7684\u5b50\u533a\u57df\u3002\u6a21\u578b\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u4f1a\u5f3a\u5236\u5bf9\u5bf9\u5e94\u7684\u533a\u57df\u89c6\u89c9\u7279\u5f81\u4e0e\u533a\u57df\u6587\u672c\u7279\u5f81\u8fdb\u884c\u6ce8\u610f\u529b\u8ba1\u7b97\uff0c\u4ece\u800c\u5927\u5e45\u964d\u4f4e\u4e86\u6ce8\u610f\u529b\u8ba1\u7b97\u8fc7\u7a0b\u4e2d\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002\u8fdb\u4e00\u6b65\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u5f15\u5165\u4e86\u57fa\u4e8e\u5e03\u5c40\u6761\u4ef6\u7684 CFG \u5f15\u5bfc\u7b56\u7565\uff0c\u5bf9\u4e0d\u540c\u533a\u57df\u9009\u62e9\u4e0d\u540c\u7684\u5f3a\u5ea6\uff0c\u6709\u6548\u51cf\u7f13\u4fe1\u606f\u56fe\u8868\u4e2d\u5c40\u90e8\u751f\u6210\u9762\u4e34\u7684\u7455\u75b5\u548c\u4e0d\u4e00\u81f4\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"171\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-7-1024x171.png\" alt=\"diagram\" class=\"wp-image-1141171\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-7-1024x171.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-7-300x50.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-7-768x128.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-7-1536x256.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-7-2048x341.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-7-240x40.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1a\u5e03\u5c40\u5f15\u5bfc\u7684\u6ce8\u610f\u529b\u673a\u5236\u3001BizGen \u8bad\u7ec3\u6846\u67b6\u4ee5\u53ca BizGen \u63a8\u7406\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p>\u901a\u8fc7\u5927\u91cf\u7684\u5b9e\u9a8c\uff0c\u7814\u7a76\u5458\u4eec\u53d1\u73b0 BizGen \u5728\u89c6\u89c9\u6587\u672c\u751f\u6210\u65b9\u9762\u7684\u51c6\u786e\u7387\u4e0a\u5927\u5e45\u9886\u5148\u4e4b\u524d\u7684\u6a21\u578b\uff0c\u5c24\u5176\u662f\u5728\u751f\u6210\u8d85\u8fc720\u4e2a\u56fe\u5c42\u7684\u4fe1\u606f\u56fe\u8868\u4efb\u52a1\u4e2d\uff0c\u6bd4 FLUX \u63d0\u5347\u8d85\u8fc725%\u3002\u5728\u4eba\u5de5\u8bc4\u4ef7\u7ed3\u679c\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u53d1\u73b0 BizGen \u5728\u7f8e\u5b66\u3001\u5bf9\u9f50\u3001\u53ef\u8bfb\u6027\u7b49\u7ef4\u5ea6\u5747\u660e\u663e\u4f18\u4e8e SD3 \u548c FLUX\u3002\u5c3d\u7ba1 BizGen \u5c55\u793a\u4e86\u6587\u751f\u56fe\u6a21\u578b\u5728\u56fe\u6587\u534f\u540c\u751f\u6210\u3001\u7ed3\u6784\u611f\u77e5\u6392\u7248\u548c\u591a\u8bed\u8a00\u8868\u8fbe\u4e0a\u7684\u65b0\u6f5c\u529b\uff0c\u4f46\u4ecd\u5b58\u5728\u8fdb\u4e00\u6b65\u63a2\u7d22\u7684\u7a7a\u95f4\uff0c\u4f8b\u5982\uff0c\u5982\u4f55\u6d88\u9664\u5bf9\u9ad8\u8d28\u91cf\u5e03\u5c40\u7684\u4f9d\u8d56\u3001\u589e\u5f3a\u56fe\u5c42\u7684\u53ef\u7f16\u8f91\u6027\u7b49\uff0c\u90fd\u662f\u503c\u5f97\u540e\u7eed\u7814\u7a76\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"03-\u7531\u5143\u7d20\u81f3\u8bbe\u8ba1-\u57fa\u4e8e\u5206\u5c42\u539f\u5219\u7684\u81ea\u52a8\u5e73\u9762\u8bbe\u8ba1\u7f16\u6392\">03. \u7531\u5143\u7d20\u81f3\u8bbe\u8ba1\uff1a\u57fa\u4e8e\u5206\u5c42\u539f\u5219\u7684\u81ea\u52a8\u5e73\u9762\u8bbe\u8ba1\u7f16\u6392<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1025\" height=\"268\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-8.png\" alt=\"text\" class=\"wp-image-1141172\" style=\"width:650px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-8.png 1025w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-8-300x78.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-8-768x201.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-8-240x63.png 240w\" sizes=\"auto, (max-width: 1025px) 100vw, 1025px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2412.19712\">https:\/\/arxiv.org\/pdf\/2412.19712<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5728\u6570\u5b57\u5185\u5bb9\u7206\u53d1\u4e0e\u79fb\u52a8\u7aef\u6d88\u8d39\u5347\u7ea7\u7684\u53cc\u91cd\u9a71\u52a8\u4e0b\uff0c\u4f01\u4e1a\u4e0e\u4e2a\u4eba\u5bf9\u201c\u5373\u523b\u751f\u6210\u201d\u9ad8\u8d28\u91cf\u5e73\u9762\u8bbe\u8ba1\u4f5c\u54c1\uff08\u5982\u5e7f\u544a\u3001\u793e\u4ea4\u5a92\u4f53\u6d77\u62a5\u3001\u7f51\u9875\u6a2a\u5e45\u7b49\uff09\u7684\u9700\u6c42\u6fc0\u589e\u3002\u4f20\u7edf\u8bbe\u8ba1\u6d41\u7a0b\u9ad8\u5ea6\u4f9d\u8d56\u4e13\u4e1a\u8f6f\u4ef6\u4e0e\u4eba\u5de5\u6392\u7248\uff0c\u8bbe\u8ba1\u5e08\u9700\u5728\u6784\u56fe\u3001\u5c42\u6b21\u3001\u914d\u8272\u4e0e\u5b57\u4f53\u4e4b\u95f4\u53cd\u590d\u6743\u8861\uff0c\u65e2\u8017\u65f6\u53c8\u6210\u672c\u9ad8\u6602\u3002\u81ea\u52a8\u5316\u5e73\u9762\u8bbe\u8ba1\u7f16\u6392\uff08automatic graphic design composition\uff09\u65e8\u5728\u5c06\u96f6\u6563\u7684\u89c6\u89c9\u7d20\u6750\uff08\u5982\u56fe\u7247\u3001\u5546\u6807\u3001\u6587\u5b57\u3001\u88c5\u9970\u7b49\uff09\u8f6c\u5316\u4e3a\u7ed3\u6784\u4e25\u8c28\u3001\u89c6\u89c9\u548c\u8c10\u7684\u5b8c\u6574\u7248\u9762\u3002\u7136\u800c\uff0c\u8be5\u4efb\u52a1\u4e0d\u4ec5\u8981\u89e3\u51b3\u5143\u7d20\u7684\u7a7a\u95f4\u5e03\u5c40\uff0c\u8fd8\u5fc5\u987b\u540c\u65f6\u6ee1\u8db3\u5ba1\u7f8e\u3001\u54c1\u724c\u8c03\u6027\u4e0e\u53ef\u8bfb\u6027\u7b49\u591a\u91cd\u8981\u6c42\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9ad8\u7ef4\u3001\u5f00\u653e\u4e14\u4e3b\u89c2\u6027\u6781\u5f3a\u7684\u591a\u76ee\u6807\u4f18\u5316\u96be\u9898\u3002<\/p>\n\n\n\n<p>\u73b0\u6709\u7814\u7a76\u591a\u805a\u7126\u4e8e\u81ea\u52a8\u5316\u5e73\u9762\u8bbe\u8ba1\u7f16\u6392\u7684\u5355\u4e00\u73af\u8282\uff0c\u4f8b\u5982\u7248\u9762\u5e03\u5c40\u3001\u5b57\u4f53\u6392\u7248\u6216\u914d\u8272\uff0c\u7f3a\u4e4f\u7aef\u5230\u7aef\u7684\u6574\u4f53\u65b9\u6848\uff0c\u8feb\u4f7f\u7528\u6237\u5728\u5b9e\u8df5\u4e2d\u624b\u52a8\u4e32\u8054\u591a\u4e2a\u5b50\u6a21\u578b\uff0c\u6d41\u7a0b\u5272\u88c2\u4e14\u7ef4\u62a4\u6210\u672c\u9ad8\u3002\u6b64\u5916\uff0c\u73b0\u6709\u7814\u7a76\u503e\u5411\u4e8e\u5c06\u6240\u6709\u89c6\u89c9\u5143\u7d20\u5f53\u4f5c\u540c\u7ea7\u7684\u201c\u6241\u5e73\u201d\u8282\u70b9\uff0c\u5ffd\u89c6\u4e86\u4eba\u7c7b\u8bbe\u8ba1\u4e2d\u56fa\u6709\u7684\u8bed\u4e49\u5c42\u7ea7\uff08\u80cc\u666f\u2192\u4e3b\u4f53\u2192\u6587\u5b57\u2192\u88c5\u9970\uff09\u3002\u7f3a\u4e4f\u5c42\u7ea7\u610f\u8bc6\u663e\u8457\u6269\u5927\u4e86\u6a21\u578b\u9700\u540c\u65f6\u641c\u7d22\u7684\u89e3\u7a7a\u95f4\uff0c\u6700\u7ec8\u524a\u5f31\u4e86\u751f\u6210\u8d28\u91cf\u3002<\/p>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 LaDeCo\uff08Layered Design Composition\uff09 \u6846\u67b6\uff0c\u5728\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e4b\u4e0a\u878d\u5165\u4e86\u201c\u5206\u5c42\u5f0f\u201d\u751f\u6210\u7406\u5ff5\uff0c\u5f62\u6210\u201c\u5148\u89c4\u5212\u3001\u518d\u9010\u5c42\u751f\u6210\u201d\u7684\u6d41\u6c34\u7ebf\u3002\u5728\u5c42\u89c4\u5212\uff08layer planning\uff09\u9636\u6bb5\uff0c\u9488\u5bf9\u8f93\u5165\u7684\u591a\u6a21\u6001\u5143\u7d20\uff08\u5982\u56fe\u50cf\u3001\u5fbd\u6807\u3001\u6587\u5b57\u3001\u88c5\u9970\u7b49\uff09\uff0c\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u8c03\u7528 GPT-4o\uff0c\u5224\u5b9a\u5176\u8bed\u4e49\u89d2\u8272\uff08\u5982\u80cc\u666f\u3001\u627f\u6258\u3001\u4e3b\u4f53\u3001\u6587\u672c\u3001\u88c5\u9970\u7b49\uff09\u3002\u8bed\u4e49\u76f8\u540c\u7684\u5143\u7d20\u4f1a\u88ab\u5f52\u5165\u540c\u4e00\u89c6\u89c9\u5c42\uff0c\u4ece\u800c\u5b8c\u6210\u5c42\u7ea7\u5212\u5206\u3002\u5728\u5206\u5c42\u751f\u6210\uff08layer-wise generation\uff09\u9636\u6bb5\uff0c\u6309\u201c\u80cc\u666f \u2192 \u627f\u6258 \u2192 \u4e3b\u4f53 \u2192 \u6587\u672c \u2192 \u88c5\u9970\u201d\u7684\u987a\u5e8f\uff0cLaDeCo \u5c06\u6574\u4f53\u751f\u6210\u62c6\u89e3\u4e3a\u591a\u4e2a\u6b65\u9aa4\u3002\u6bcf\u4e00\u6b65\u4ec5\u9700\u4e3a\u5f53\u524d\u5c42\u9884\u6d4b\u51e0\u4f55\u5c5e\u6027\uff08\u5982\u4f4d\u7f6e\u3001\u5c3a\u5bf8\u3001\u65cb\u8f6c\uff09\u4e0e\u89c6\u89c9\u5c5e\u6027\uff08\u5305\u62ec\u914d\u8272\u3001\u900f\u660e\u5ea6\u7b49\uff09\uff0c\u663e\u8457\u7f29\u5c0f\u4e86\u641c\u7d22\u7a7a\u95f4\u3002\u5b8c\u6210\u4e00\u5c42\u540e\uff0c\u7cfb\u7edf\u4f1a\u7acb\u5373\u6e32\u67d3\u4e2d\u95f4\u7248\u9762\u5e76\u5c06\u5176\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u8fd4\u56de\u6a21\u578b\uff0c\u4f7f\u540e\u7eed\u9884\u6d4b\u80fd\u611f\u77e5\u5df2\u786e\u5b9a\u5143\u7d20\u7684\u201c\u89c6\u89c9\u951a\u70b9\u201d\uff0c\u4ece\u800c\u628a\u590d\u6742\u4efb\u52a1\u5316\u4e3a\u4e00\u7cfb\u5217\u53d7\u524d\u6587\u7ea6\u675f\u7684\u5c0f\u51b3\u7b56\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"358\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-9-1024x358.png\" alt=\"LaDeCo \u539f\u7406\u56fe\" class=\"wp-image-1141173\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-9-1024x358.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-9-300x105.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-9-768x269.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-9-240x84.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-9.png 1157w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1aLaDeCo \u539f\u7406\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5728\u516c\u5171\u6570\u636e\u96c6 Crello \u53ca\u5546\u4e1a\u6d77\u62a5\u6570\u636e\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002LaDeCo \u5728\u8bbe\u8ba1\u5e03\u5c40\u3001\u6587\u672c\u6392\u7248\u3001\u5185\u5bb9\u5951\u5408\u5ea6\u7b49\u6307\u6807\u4e0a\u660e\u663e\u4f18\u4e8e FlexDM\u3001GPT-4o \u7b49\u57fa\u7ebf\uff0c\u5e76\u5728\u5185\u5bb9\u611f\u77e5\u5e03\u5c40\u4e0e\u5b57\u4f53\u6392\u7248\u5b50\u4efb\u52a1\u4e0a\u8d85\u8d8a\u4e86\u4e13\u7528\u6a21\u578b\uff0c\u9a8c\u8bc1\u4e86\u65b9\u6cd5\u7684\u901a\u7528\u6027\u4e0e\u6269\u5c55\u6027\u3002\u6b64\u5916\uff0c\u5f97\u76ca\u4e8e\u5c42\u6b21\u5316\u8868\u793a\uff0cLaDeCo \u8fd8\u652f\u6301\u5206\u8fa8\u7387\u81ea\u9002\u5e94\u3001\u5143\u7d20\u8865\u5168\u4e0e\u8bbe\u8ba1\u591a\u6837\u5316\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"04-flovd-\u5229\u7528\u5149\u6d41\u589e\u5f3a\u89c6\u89d2\u53ef\u63a7\u7684\u89c6\u9891\u751f\u6210\">04. FloVD\uff1a\u5229\u7528\u5149\u6d41\u589e\u5f3a\u89c6\u89d2\u53ef\u63a7\u7684\u89c6\u9891\u751f\u6210<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"217\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-10-1024x217.png\" alt=\"text\" class=\"wp-image-1141174\" style=\"width:650px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-10-1024x217.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-10-300x64.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-10-768x163.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-10-1536x326.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-10-2048x435.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-10-240x51.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2502.08244\">https:\/\/arxiv.org\/pdf\/2502.08244<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u9879\u76ee\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/jinwonjoon.github.io\/flovd_site\">https:\/\/jinwonjoon.github.io\/flovd_site<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u672c\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u89c6\u9891\u751f\u6210\u6846\u67b6 FloVD\u3002\u8be5\u6846\u67b6\u53ef\u5229\u7528\u5149\u6d41\u8fdb\u884c\u53ef\u63a7\u76f8\u673a\u89c6\u89d2\u7684\u89c6\u9891\u5408\u6210\u3002\u8fd9\u4e00\u65b9\u6cd5\u5728\u81ea\u7136\u7269\u4f53\u8fd0\u52a8\u5408\u6210\u548c\u7cbe\u786e\u7684\u76f8\u673a\u64cd\u4f5c\u65b9\u9762\u5747\u4f18\u4e8e\u4ee5\u5f80\u7684\u65b9\u6cd5\u3002\u6b64\u5916\uff0cFloVD \u5b9e\u73b0\u4e86\u663e\u5f0f\u7684\u76f8\u673a\u63a7\u5236\uff0c\u5c55\u793a\u4e86\u5982\u63a8\u62c9\u53d8\u7126\u6548\u679c\u7b49\u5177\u6709\u6311\u6218\u6027\u7684\u76f8\u673a\u8fd0\u52a8\u3002<\/p>\n\n\n\n<p>\u73b0\u6709\u65b9\u6cd5\u7684\u4e3b\u8981\u9650\u5236\u5728\u4e8e\u4f9d\u8d56\u663e\u5f0f\u7684\u76f8\u673a\u53c2\u6570\uff0c\u5927\u5927\u9650\u5236\u4e86\u6cdb\u5316\u80fd\u529b\u3002\u5982\u56fe7\u6240\u793a\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u7ecf\u5e38\u65e0\u6cd5\u751f\u6210\u7269\u4f53\u8fd0\u52a8\uff0c\u6216\u56e0\u8bad\u7ec3\u6570\u636e\u96c6\u4ec5\u5305\u542b\u9759\u6001\u573a\u666f\u89c6\u9891\u800c\u4ea7\u751f\u89c6\u89c9\u4f2a\u5f71\u3002\u5176\u539f\u56e0\u662f\u56e0\u4e3a\u4ece\u52a8\u6001\u5185\u5bb9\u7684\u89c6\u9891\u4e2d\u83b7\u53d6\u51c6\u786e\u7684\u76f8\u673a\u53c2\u6570\uff0c\u672c\u8d28\u4e0a\u662f\u56f0\u96be\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"624\" height=\"210\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-11.jpg\" alt=\"FloVD \u5229\u7528\u5149\u6d41\u5b9e\u73b0\u76f8\u673a\u53ef\u63a7\u7684\u89c6\u9891\u5408\u6210\uff08\u5de6\uff09\u3002\u4f20\u7edf\u65b9\u6cd5\u901a\u5e38\u65e0\u6cd5\u751f\u6210\u7269\u4f53\u8fd0\u52a8\u6216\u51fa\u73b0\u89c6\u89c9\u4f2a\u5f71\uff0c\u800c FloVD \u80fd\u591f\u751f\u6210\u81ea\u7136\u7684\u7269\u4f53\u8fd0\u52a8\uff0c\u540c\u65f6\u7cbe\u786e\u63a7\u5236\u76f8\u673a\u8fd0\u52a8\uff08\u53f3\uff09\u3002\" class=\"wp-image-1141175\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-11.jpg 624w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-11-300x101.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-11-240x81.jpg 240w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><figcaption class=\"wp-element-caption\">\u56fe7\uff1aFloVD \u5229\u7528\u5149\u6d41\u5b9e\u73b0\u76f8\u673a\u53ef\u63a7\u7684\u89c6\u9891\u5408\u6210\uff08\u5de6\uff09\u3002\u4f20\u7edf\u65b9\u6cd5\u901a\u5e38\u65e0\u6cd5\u751f\u6210\u7269\u4f53\u8fd0\u52a8\u6216\u51fa\u73b0\u89c6\u89c9\u4f2a\u5f71\uff0c\u800c FloVD \u80fd\u591f\u751f\u6210\u81ea\u7136\u7684\u7269\u4f53\u8fd0\u52a8\uff0c\u540c\u65f6\u7cbe\u786e\u63a7\u5236\u76f8\u673a\u8fd0\u52a8\uff08\u53f3\uff09\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u5229\u7528\u5149\u6d41\u4f5c\u4e3a\u76f8\u673a\u548c\u7269\u4f53\u8fd0\u52a8\u7684\u7edf\u4e00\u8868\u793a\u3002FloVD \u6709\u4e24\u4e2a\u4e3b\u8981\u4f18\u70b9\u3002(1) \u6570\u636e\u7075\u6d3b\u6027\uff1a\u5149\u6d41\u53ef\u4ee5\u76f4\u63a5\u4ece\u771f\u5b9e\u4e16\u754c\u7684\u89c6\u9891\u4e2d\u4f30\u8ba1\uff0c\u4ece\u800c\u5141\u8bb8\u6a21\u578b\u5728\u5177\u6709\u81ea\u7136\u7269\u4f53\u8fd0\u52a8\u7684\u591a\u6837\u5316\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002(2) 3D \u611f\u77e5\u63a7\u5236\uff1a\u80cc\u666f\u5149\u6d41\u5728\u5e27\u95f4\u7f16\u7801\u4e86 3D \u573a\u666f\u7ed3\u6784\u3002\u901a\u8fc7\u5b66\u4e60\u5c06\u80cc\u666f\u6d41\u6620\u5c04\u5230\u5408\u6210\u89c6\u9891\uff0c\u8be5\u65b9\u6cd5\u5b9e\u73b0\u4e86\u7cbe\u786e\u7684\u76f8\u673a\u63a7\u5236\u3002<\/p>\n\n\n\n<p>FloVD \u5305\u542b\u4e00\u4e2a\u4e24\u9636\u6bb5\u7684\u89c6\u9891\u5408\u6210\u8fc7\u7a0b\uff0c\u5206\u522b\u662f\u5149\u6d41\u751f\u6210\u9636\u6bb5\u548c\u6d41\u6761\u4ef6\u89c6\u9891\u5408\u6210\u9636\u6bb5\u3002\u7ed9\u5b9a\u5355\u5f20\u56fe\u50cf\u548c\u76f8\u673a\u53c2\u6570\uff0c\u7814\u7a76\u5458\u4eec\u5148\u751f\u6210\u4e00\u4e2a\u76f8\u673a-\u7269\u4f53\u6d41\u56fe\uff0c\u6765\u8868\u793a\u80cc\u666f\uff08\u76f8\u673a\u5f15\u8d77\u7684\uff09\u548c\u524d\u666f\uff08\u7269\u4f53\u5f15\u8d77\u7684\uff09\u8fd0\u52a8\u3002\u7136\u540e\uff0c\u4e00\u4e2a\u89c6\u9891\u6269\u6563\u6a21\u578b\u4f1a\u4ee5\u8be5\u6d41\u56fe\u4e3a\u6761\u4ef6\u751f\u6210\u6700\u7ec8\u7684\u89c6\u9891\u3002\u4e3a\u4e86\u589e\u5f3a\u8fd0\u52a8\u903c\u771f\u5ea6\u548c\u76f8\u673a\u53ef\u63a7\u6027\uff0c\u7814\u7a76\u5458\u4eec\u53c8\u5c06\u6d41\u751f\u6210\u5206\u4e3a\u4e24\u4e2a\u5b50\u95ee\u9898\uff1a\u76f8\u673a\u6d41\u751f\u6210\u548c\u7269\u4f53\u6d41\u751f\u6210\u3002\u9996\u5148\uff0c\u7814\u7a76\u5458\u4eec\u901a\u8fc7 3D \u53d8\u5f62\u5c06\u8f93\u5165\u7684\u76f8\u673a\u53c2\u6570\u8f6c\u6362\u4e3a\u80cc\u666f\u8fd0\u52a8\u7684\u5149\u6d41\uff0c\u7136\u540e\u5f15\u5165\u4e00\u4e2a\u7269\u4f53\u8fd0\u52a8\u5408\u6210\u6a21\u578b\u6765\u751f\u6210\u7269\u4f53\u8fd0\u52a8\u7684\u5149\u6d41\u3002\u8fd9\u4e24\u4e2a\u6d41\u56fe\u968f\u540e\u5c06\u7ed3\u5408\u5f62\u6210\u4e00\u4e2a\u7efc\u5408\u7684\u76f8\u673a-\u7269\u4f53\u6d41\u56fe\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"214\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-12-1024x214.png\" alt=\"FloVD \u6846\u67b6\" class=\"wp-image-1141176\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-12-1024x214.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-12-300x63.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-12-768x160.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-12-240x50.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-12.png 1429w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe8\uff1aFloVD \u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p>FloVD \u5728\u52a8\u6001\u7269\u4f53\u8fd0\u52a8\u548c\u7cbe\u786e\u76f8\u673a\u63a7\u5236\u65b9\u9762\u5b9e\u73b0\u4e86\u9ad8\u8d28\u91cf\u7684\u89c6\u9891\u5408\u6210\u3002\u4e0e\u4e4b\u524d\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0cFloVD \u663e\u8457\u63d0\u9ad8\u4e86\u76f8\u673a\u63a7\u5236\u80fd\u529b\u548c\u6574\u4f53\u89c6\u9891\u7684\u8d28\u91cf\uff0c\u5b9e\u73b0\u4e8675.8%\u7684\u65cb\u8f6c\u8bef\u5dee\u51cf\u5c11\u548c44.3%\u7684 FVD \u5206\u6570\u63d0\u9ad8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"457\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-13-1024x457.png\" alt=\"\u53ef\u63a7\u89c6\u89d2\u7684\u89c6\u9891\u751f\u6210\u7ed3\u679c\" class=\"wp-image-1141177\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-13-1024x457.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-13-300x134.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-13-768x343.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-13-240x107.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-13.png 1429w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe9\uff1a\u53ef\u63a7\u89c6\u89d2\u7684\u89c6\u9891\u751f\u6210\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"05-homogen-\u878d\u5408\u5355\u5e94\u6027\u4f20\u64ad\u4e0e\u6269\u6563\u673a\u5236\u7684\u89c6\u9891\u4fee\u590d\u65b9\u6cd5\">05. HomoGen\uff1a\u878d\u5408\u5355\u5e94\u6027\u4f20\u64ad\u4e0e\u6269\u6563\u673a\u5236\u7684\u89c6\u9891\u4fee\u590d\u65b9\u6cd5<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"239\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-14-1024x239.png\" alt=\"text\" class=\"wp-image-1141178\" style=\"width:650px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-14-1024x239.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-14-300x70.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-14-768x179.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-14-1536x358.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-14-240x56.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-14.png 1876w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/cvpr.thecvf.com\/virtual\/2025\/poster\/32808\">https:\/\/cvpr.thecvf.com\/virtual\/2025\/poster\/32808<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u89c6\u9891\u4fee\u590d\uff08video inpainting\uff09\u662f\u6307\u901a\u8fc7\u586b\u8865\u89c6\u9891\u4e2d\u7f3a\u5931\u6216\u635f\u574f\u7684\u533a\u57df\uff0c\u4ee5\u6062\u590d\u89c6\u9891\u5b8c\u6574\u5185\u5bb9\u7684\u6280\u672f\u3002\u89c6\u9891\u4fee\u590d\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u5305\u62ec\u7269\u4f53\u79fb\u9664\u3001\u89c6\u9891\u8865\u5168\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49\u3002\u76ee\u524d\uff0c\u89c6\u9891\u4fee\u590d\u7684\u4e3b\u8981\u96be\u70b9\u5728\u4e8e\u5982\u4f55\u4e3a\u7834\u635f\u533a\u57df\u7684\u5185\u5bb9\u751f\u6210\u63d0\u4f9b\u5f15\u5bfc\u4fe1\u606f\uff0c\u5c24\u5176\u662f\u5728\u5305\u542b\u591a\u6837\u5316\u7684\u76f8\u673a\u8fd0\u52a8\u548c\u7269\u4f53\u8fd0\u52a8\u7684\u573a\u666f\u4e2d\u3002<\/p>\n\n\n\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u57fa\u4e8e\u5355\u5e94\u6027\u914d\u51c6\uff08homography registration\uff09\u548c\u6269\u6563\u6a21\u578b\u7684\u89c6\u9891\u7f3a\u5931\u5185\u5bb9\u751f\u6210\uff08content generation\uff09\u65b9\u6cd5 HomoGen\u3002HomoGen \u501f\u52a9\u5355\u5e94\u6027\u914d\u51c6\uff0c\u641c\u7d22\u5e76\u63d0\u53d6\u76f8\u90bb\u5e27\u4e2d\u80fd\u591f\u7528\u4e8e\u586b\u8865\u5f53\u524d\u5e27\u7f3a\u5931\u90e8\u5206\u7684\u50cf\u7d20\uff0c\u5e76\u5229\u7528\u8fd9\u4e9b\u50cf\u7d20\u4f5c\u4e3a\u5148\u9a8c\u4fe1\u53f7\uff0c\u5f15\u5bfc\u89c6\u9891\u4e2d\u7f3a\u5931\u5185\u5bb9\u7684\u751f\u6210\u3002\u4e0e\u57fa\u4e8e\u5149\u6d41\u7684\u70b9\u5bf9\u70b9\u50cf\u7d20\u4f20\u64ad\u65b9\u6cd5\u6240\u5f15\u8d77\u7684\u5c40\u90e8\u7578\u53d8\u4e0d\u540c\uff0c\u5355\u5e94\u6027\u914d\u51c6\u63d0\u53d6\u7684\u5148\u9a8c\u4fe1\u53f7\u6240\u542b\u4f2a\u5f71\u901a\u5e38\u8868\u73b0\u4e3a\u533a\u57df\u6574\u4f53\u7684\u7ed3\u6784\u6027\u7578\u53d8\uff0c\u80fd\u6709\u6548\u7ef4\u6301\u573a\u666f\u7684\u8bed\u4e49\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u9ad8\u6548\u5229\u7528\u5148\u9a8c\u4fe1\u53f7\u4ee5\u63a7\u5236\u751f\u6210\u8fc7\u7a0b\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u89c6\u9891\u6269\u6563\u6a21\u578b\u3002\u6269\u6563\u6a21\u578b\u672c\u8d28\u4e0a\u53ef\u4ee5\u4f18\u5148\u8003\u8651\u5148\u9a8c\u4fe1\u53f7\u4e2d\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u800c\u975e\u7ec6\u7c92\u5ea6\u7684\u50cf\u7d20\u7ea7\u522b\u7ec6\u8282\u3002\u57fa\u4e8e\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u5728\u89c6\u9891\u6269\u6563\u6a21\u578b\u4e2d\u63d0\u51fa\u4e86\u4e00\u79cd\u5185\u5bb9\u81ea\u9002\u5e94\u63a7\u5236\u673a\u5236\uff0c\u80fd\u591f\u5728\u8fed\u4ee3\u53bb\u566a\u7684\u8fc7\u7a0b\u4e2d\u5bf9\u5148\u9a8c\u4fe1\u53f7\u8fdb\u884c\u5c3a\u5ea6\u8c03\u8282\uff0c\u5e76\u5c06\u5176\u6ce8\u5165\u6269\u6563\u6a21\u578b\u7684\u4e2d\u95f4\u9690\u53d8\u91cf\u3002\u4e0e\u57fa\u4e8e Transformer \u7684\u6a21\u578b\u5f80\u5f80\u56e0\u5148\u9a8c\u4f2a\u5f71\u5f15\u53d1\u8bef\u5dee\u79ef\u7d2f\u3001\u5bfc\u81f4\u6a21\u7cca\u7ed3\u679c\u4e0d\u540c\uff0c\u53bb\u566a\u6269\u6563\u6a21\u578b\u5728\u751f\u6210\u89c6\u9891\u7f3a\u5931\u5185\u5bb9\u7684\u8fc7\u7a0b\u4e2d\u80fd\u540c\u6b65\u6d88\u9664\u5148\u9a8c\u4f2a\u5f71\uff0c\u907f\u514d\u50cf\u7d20\u7ea7\u8bef\u5dee\u79ef\u7d2f\uff0c\u786e\u4fdd\u4fee\u590d\u540e\u7684\u89c6\u9891\u5448\u73b0\u6e05\u6670\u3001\u903c\u771f\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"439\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-15-1024x439.png\" alt=\"diagram\" class=\"wp-image-1141179\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-15-1024x439.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-15-300x129.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-15-768x330.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-15-240x103.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-15.png 1270w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe10\uff1a\u9f50\u6b21\u6027\u50cf\u7d20\u4f20\u64ad\u65b9\u6cd5\uff08\u5de6\uff09\uff0c\u7528\u4e8e\u56fe\u50cf\u4fee\u590d\uff1b\u5148\u9a8c\u63a7\u5236\u89c6\u9891\u6269\u6563\u6a21\u578b\uff08\u53f3\uff09\uff0c\u7528\u4e8e\u56fe\u50cf\u589e\u5f3a\u548c\u751f\u6210\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u5728 YouTube-VOS\u3001DAVIS \u7b49\u591a\u4e2a\u6807\u51c6\u6d4b\u8bd5\u96c6\u4e0a\u7684\u5927\u91cf\u5b9e\u9a8c\u8868\u660e\uff0cHomoGen \u5728\u5b9a\u6027\u4e0e\u5b9a\u91cf\u8bc4\u4f30\u4e2d\u5747\u8d85\u8d8a\u4e86\u73b0\u6709\u65b9\u6848\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4e0e\u5f53\u524d\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0cHomoGen \u80fd\u751f\u6210\u66f4\u52a0\u903c\u771f\u7684\u5185\u5bb9\uff0c\u5e76\u5728 VFID \u6307\u6807\u4e0a\u5b9e\u73b0\u4e8623.81%\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"06-i2vguard-\u4fdd\u62a4\u56fe\u50cf\u4e0d\u88ab-i2v-\u6a21\u578b\u968f\u610f-\u89c6\u9891\u5316\">06. I2VGuard\uff1a\u4fdd\u62a4\u56fe\u50cf\u4e0d\u88ab I2V \u6a21\u578b\u968f\u610f\u201c\u89c6\u9891\u5316\u201d<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"237\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-16-1024x237.png\" alt=\"text\" class=\"wp-image-1141180\" style=\"width:650px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-16-1024x237.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-16-300x69.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-16-768x178.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-16-240x56.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-16.png 1197w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/i2vguard-safeguarding-images-against-misuse-in-diffusion-based-image-to-video-models\/\">https:\/\/www.microsoft.com\/en-us\/research\/publication\/i2vguard-safeguarding-images-against-misuse-in-diffusion-based-image-to-video-models\/<\/a><\/p>\n\n\n\n<p>\u968f\u7740\u89c6\u9891\u751f\u6210\u6269\u6563\u6a21\u578b\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u4efb\u4f55\u9759\u6001\u56fe\u50cf\u90fd\u53ef\u80fd\u88ab\u81ea\u52a8\u201c\u89c6\u9891\u5316\u201d\uff0c\u7531\u6b64\u5c06\u5e26\u6765\u9690\u79c1\u6cc4\u9732\u3001\u7248\u6743\u4fb5\u6743\uff0c\u751a\u81f3\u6df1\u5ea6\u4f2a\u9020\u7b49\u5b89\u5168\u98ce\u9669\u3002\u5f53\u524d\u4e3b\u6d41\u7684\u9632\u62a4\u7b56\u7565\u662f\u5728\u56fe\u50cf\u4e2d\u5d4c\u5165\u8089\u773c\u96be\u4ee5\u5bdf\u89c9\u7684\u6270\u52a8\uff0c\u4ee5\u963b\u6b62\u6269\u6563\u6a21\u578b\u5bf9\u56fe\u50cf\u5185\u5bb9\u8fdb\u884c\u751f\u6210\u5f0f\u4fee\u6539\u3002\u7136\u800c\uff0c\u73b0\u6709\u65b9\u6cd5\u5927\u591a\u805a\u7126\u4e8e\u56fe\u50cf\u7f16\u8f91\u573a\u666f\uff0c\u5c1a\u672a\u9488\u5bf9\u56fe\u751f\u89c6\u9891\u4efb\u52a1\u63d0\u51fa\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5176\u539f\u56e0\u5728\u4e8e\u9700\u540c\u65f6\u5e94\u5bf9\u4e24\u5927\u6838\u5fc3\u6311\u6218\uff1a\u4e00\u662f\u5355\u5e45\u56fe\u50cf\u7684\u6270\u52a8\u5fc5\u987b\u8db3\u4ee5\u7834\u574f\u6574\u6bb5\u89c6\u9891\u7684\u52a8\u4f5c\u751f\u6210\uff0c\u4e8c\u662f\u9632\u62a4\u65b9\u6cd5\u9700\u5177\u5907\u8de8\u6a21\u578b\u7684\u901a\u7528\u6027\uff0c\u80fd\u5bf9\u591a\u79cd\u6269\u6563\u67b6\u6784\u751f\u6548\u3002<\/p>\n\n\n\n<p>\u7ecf\u8fc7\u6df1\u5165\u5206\u6790\uff0c\u7814\u7a76\u5458\u4eec\u53d1\u73b0\uff0c\u56fe\u751f\u89c6\u9891\u6269\u6563\u6a21\u578b\u5728\u751f\u6210\u9ad8\u8d28\u91cf\u89c6\u9891\u65f6\uff0c\u4f9d\u8d56\u4e8e\u7a7a\u95f4\u7f16\u7801\u3001\u65f6\u95f4\u6ce8\u610f\u529b\u548c\u6269\u6563\u53bb\u566a\u6a21\u5757\u7684\u534f\u540c\u4f5c\u7528\u3002\u5982\u679c\u80fd\u5bf9\u8fd9\u4e09\u5927\u5173\u952e\u7ec4\u4ef6\u540c\u65f6\u5e72\u6270\uff0c\u4fbf\u6709\u53ef\u80fd\u663e\u8457\u524a\u5f31\u89c6\u9891\u751f\u6210\u80fd\u529b\u3002\u57fa\u4e8e\u8fd9\u4e00\u89c2\u5bdf\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u5168\u65b0\u7684\u5b89\u5168\u9632\u62a4\u7b56\u7565 I2VGuard\u3002\u5229\u7528\u7a7a\u95f4\u653b\u51fb\u3001\u65f6\u95f4\u653b\u51fb\u548c\u6269\u6563\u653b\u51fb\u4e09\u4e2a\u5b50\u6a21\u5757\u7684\u534f\u540c\u4f18\u5316\uff0cI2VGuard \u80fd\u591f\u5728\u4e00\u6b21\u7edf\u4e00\u6d41\u7a0b\u4e2d\u5b9e\u73b0\u5bf9\u56fe\u751f\u89c6\u9891\u751f\u6210\u8fc7\u7a0b\u7684\u6709\u6548\u5e72\u6270\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"524\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-17-1024x524.png\" alt=\"diagram\" class=\"wp-image-1141181\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-17-1024x524.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-17-300x154.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-17-768x393.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-17-240x123.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-17.png 1186w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe11\uff1aI2VGuard \u7b97\u6cd5\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u56fe\u50cf\u52a0\u6270\u5efa\u6a21\u4e3a\u4e00\u9879\u9488\u5bf9\u56fe\u751f\u89c6\u9891\u6a21\u578b\u7684\u5bf9\u6297\u653b\u51fb\u4efb\u52a1\uff0c\u76ee\u6807\u662f\u5728\u4fdd\u6301\u539f\u56fe\u53ef\u611f\u77e5\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\uff0c\u6700\u5927\u7a0b\u5ea6\u524a\u5f31\u751f\u6210\u89c6\u9891\u7684\u6548\u679c\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u4e09\u4e2a\u534f\u540c\u5b50\u6a21\u5757\uff1a\u7a7a\u95f4\u653b\u51fb\u901a\u8fc7\u64cd\u63a7 VAE \u7f16\u7801\u7279\u5f81\uff0c\u4f7f\u56fe\u50cf\u6f5c\u53d8\u91cf\u504f\u79bb\u7406\u60f3\u5206\u5e03\uff0c\u4ece\u6e90\u5934\u964d\u4f4e\u751f\u6210\u5e27\u7684\u753b\u8d28\uff1b\u65f6\u95f4\u653b\u51fb\u4f5c\u7528\u4e8e UNet\/DiT \u7684\u65f6\u95f4\u6ce8\u610f\u529b\u673a\u5236\uff0c\u6270\u4e71\u5176\u65f6\u5e8f\u611f\u77e5\uff0c\u7834\u574f\u89c6\u9891\u5e27\u4e4b\u95f4\u7684\u8fd0\u52a8\u8fde\u8d2f\u6027\uff1b\u6269\u6563\u653b\u51fb\u5219\u5f15\u5165\u5bf9\u6bd4\u635f\u5931\uff0c\u5c06\u53bb\u566a\u8fc7\u7a0b\u5bfc\u5411\u4f4e\u8d28\u91cf\u8f93\u51fa\uff08\u5982\u5168\u9ed1\u5e27\uff09\uff0c\u663e\u8457\u589e\u5f3a\u5bf9\u4e0d\u540c\u6269\u6563\u67b6\u6784\u7684\u901a\u7528\u9632\u62a4\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cI2VGuard \u5728\u591a\u79cd\u4e3b\u6d41\u56fe\u751f\u89c6\u9891\u6a21\u578b\u4e0a\uff08\u5982 CogVideoX\u3001SVD \u548c ControlNeXt\uff09\u5747\u80fd\u663e\u8457\u524a\u5f31\u751f\u6210\u6548\u679c\uff0c\u5bfc\u81f4\u89c6\u9891\u8d28\u91cf\u5927\u5e45\u4e0b\u964d\uff0c\u800c\u5bf9\u539f\u59cb\u56fe\u50cf\u51e0\u4e4e\u6ca1\u6709\u53ef\u611f\u77e5\u7684\u89c6\u89c9\u5f71\u54cd\u3002\u540c\u65f6\uff0c\u9c81\u68d2\u6027\u6d4b\u8bd5\u663e\u793a\uff0cI2VGuard \u80fd\u6709\u6548\u62b5\u6297\u8bf8\u5982\u56fe\u50cf\u538b\u7f29\u548c\u9ad8\u65af\u6ee4\u6ce2\u7b49\u5e38\u89c1\u6270\u52a8\u7834\u574f\u624b\u6bb5\uff0c\u8fdb\u4e00\u6b65\u589e\u5f3a\u5176\u5b9e\u7528\u6027\u4e0e\u53ef\u9760\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"555\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-18-1024x555.png\" alt=\"I2VGuard\u7684\u4fdd\u62a4\u6548\u679c\" class=\"wp-image-1141183\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-18-1024x555.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-18-300x163.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-18-768x417.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-18-1536x833.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-18-240x130.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-18.png 1980w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe12\uff1aI2VGuard\u7684\u4fdd\u62a4\u6548\u679c<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"07-picd-\u57fa\u4e8e\u6269\u6563\u57fa\u7840\u6a21\u578b\u7684\u591a\u7528\u9014\u4e3b\u89c2\u56fe\u50cf\u538b\u7f29\">07. PICD\uff1a\u57fa\u4e8e\u6269\u6563\u57fa\u7840\u6a21\u578b\u7684\u591a\u7528\u9014\u4e3b\u89c2\u56fe\u50cf\u538b\u7f29<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"196\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-19-1024x196.png\" alt=\"text\" class=\"wp-image-1141182\" style=\"width:650px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-19-1024x196.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-19-300x57.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-19-768x147.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-19-240x46.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-19.png 1270w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.arxiv.org\/abs\/2505.05853\">https:\/\/www.arxiv.org\/abs\/2505.05853<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u4e3b\u89c2\u56fe\u50cf\u538b\u7f29\u7b97\u6cd5\u5728\u81ea\u7136\u56fe\u50cf\u4e2d\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u6210\u529f\uff0c\u53ef\u4ee5\u5728\u6781\u4f4e\u7801\u7387\u8fbe\u5230\u4eba\u773c\u90fd\u96be\u4ee5\u5206\u522b\u7684\u91cd\u5efa\u3002\u7136\u800c\u9762\u5bf9\u5c4f\u5e55\u5185\u5bb9\u56fe\u50cf\uff0c\u4e3b\u89c2\u56fe\u50cf\u538b\u7f29\u65e0\u6cd5\u6b63\u786e\u91cd\u5efa\u5c4f\u5e55\u5185\u5bb9\u4e2d\u7684\u5b57\u5f62\u548c\u5b57\u7b26\uff0c\u5bfc\u81f4\u4eba\u773c\u53ef\u4ee5\u89c2\u6d4b\u5230\u5f88\u591a\u5931\u771f\u5185\u5bb9\u3002\u5982\u4f55\u5728\u6781\u4f4e\u7801\u7387\u7684\u5c4f\u5e55\u5185\u5bb9\u7f16\u7801\u4e2d\uff0c\u4fdd\u6301\u6587\u5b57\u5185\u5bb9\u7684\u771f\u5b9e\uff0c\u6210\u4e3a\u4e86\u76ee\u524d\u4e3b\u89c2\u56fe\u50cf\u538b\u7f29\u7684\u91cd\u8981\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u6269\u6563\u57fa\u7840\u6a21\u578b\u5728\u6587\u672c\u5185\u5bb9\u751f\u6210\u4e0a\u6709\u5f88\u591a\u6210\u529f\u5e94\u7528\u3002\u53d7\u5230\u6b64\u7c7b\u5de5\u4f5c\u7684\u542f\u53d1\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u57fa\u4e8e\u6269\u6563\u57fa\u7840\u6a21\u578b\u7684\u591a\u7528\u9014\u4e3b\u89c2\u56fe\u50cf\u538b\u7f29\u65b9\u6cd5 PICD\u3002\u4f5c\u4e3a\u7b2c\u4e00\u4e2a\u80fd\u591f\u540c\u65f6\u4fdd\u6301\u9ad8\u8d28\u91cf\u6587\u672c\u91cd\u5efa\u4e0e\u9ad8\u8d28\u91cf\u4eba\u773c\u89c6\u89c9\u6548\u679c\u7684\u56fe\u50cf\u7f16\u7801\u5668\uff0cPICD \u901a\u8fc7\u501f\u52a9\u6269\u6563\u57fa\u7840\u6a21\u578b\u5f3a\u5927\u7684\u5148\u9a8c\uff0c\u53ef\u4ee5\u5e2e\u52a9\u89e3\u51b3\u4e3b\u89c2\u56fe\u50cf\u538b\u7f29\u4e2d\u7684\u5c4f\u5e55\u5185\u5bb9\u95ee\u9898\u3002\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u4e5f\u5e0c\u671b\u8fdb\u4e00\u6b65\u5229\u7528\u6269\u6563\u57fa\u7840\u6a21\u578b\uff0c\u63d0\u5347\u4e3b\u89c2\u56fe\u50cf\u538b\u7f29\u4e2d\u81ea\u7136\u56fe\u50cf\u7684\u91cd\u5efa\u8d28\u91cf\uff0c\u5b9e\u73b0\u5c4f\u5e55\u5185\u5bb9\u4e0e\u81ea\u7136\u56fe\u50cf\u5747\u9002\u7528\u7684\u591a\u7528\u9014\u4e3b\u89c2\u56fe\u50cf\u538b\u7f29\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-20-1024x574.png\" alt=\"PICD \u80fd\u591f\u5728\u6781\u4f4e\u7801\u7387\u4e0b\u63d0\u4f9b\u5f88\u597d\u7684\u5c4f\u5e55\u5185\u5bb9\u91cd\u5efa\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u81ea\u7136\u56fe\u50cf\u91cd\u5efa\u7684\u8d28\u91cf\u3002\" class=\"wp-image-1141184\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-20-1024x574.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-20-300x168.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-20-768x431.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-20-655x368.png 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-20-240x135.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-20-640x360.png 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-20.png 1270w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe13\uff1aPICD 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\u5728\u7f16\u7801\u5c4f\u5e55\u5185\u5bb9\u65f6\uff0c\u5728 SCI1K\u3001SIQAD \u7b49\u6570\u636e\u96c6\u4e2d\uff0c\u80fd\u591f\u540c\u65f6\u4fdd\u6301\u9ad8\u8d28\u91cf\u7684\u6587\u672c\u91cd\u5efa\u4ee5\u53ca\u9ad8\u8d28\u91cf\u7684\u4eba\u773c\u89c6\u89c9\u6548\u679c\u3002\u5728\u7f16\u7801\u81ea\u7136\u56fe\u50cf\u65f6\uff0cPICD \u5728 KODAK\u3001CLIC \u7b49\u6570\u636e\u96c6\u4e2d\uff0c\u80fd\u591f\u8fbe\u5230\u66f4\u597d\u7684\u4eba\u773c\u89c6\u89c9\u6548\u679c\uff0c\u540c\u65f6\u8fbe\u5230\u66f4\u5c0f\u7684\u91cd\u5efa\u635f\u5931\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"08-stableanimator-\u9ad8\u8d28\u91cf\u4eba\u50cf\u52a8\u753b\u751f\u6210\">08. StableAnimator\uff1a\u9ad8\u8d28\u91cf\u4eba\u50cf\u52a8\u753b\u751f\u6210<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"214\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-21-1024x214.png\" alt=\"text\" class=\"wp-image-1141185\" style=\"width:650px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-21-1024x214.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-21-300x63.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-21-768x161.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-21-240x50.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-21.png 1430w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2411.17697\">https:\/\/arxiv.org\/pdf\/2411.17697<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u9879\u76ee\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/Francis-Rings\/StableAnimator\">https:\/\/github.com\/Francis-Rings\/StableAnimator<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u4eba\u50cf\u52a8\u753b\u751f\u6210\u7684\u5173\u952e\u5728\u4e8e\uff0c\u6839\u636e\u53c2\u8003\u56fe\u50cf\u548c\u8f93\u5165\u7684\u52a8\u4f5c\u5e8f\u5217\u5408\u6210\u52a8\u6001\u89c6\u9891\uff0c\u540c\u65f6\u786e\u4fdd\u4eba\u7269\u8eab\u4efd\u7279\u5f81\uff08\u5c24\u5176\u662f\u9762\u90e8\u4fe1\u606f\uff09\u7684\u4e00\u81f4\u6027\u3002\u4f46\u73b0\u6709\u65b9\u6cd5\u5728\u5904\u7406\u590d\u6742\u52a8\u4f5c\u53d8\u5316\u65f6\u9762\u4e34\u8bf8\u591a\u6311\u6218\uff0c\u4f8b\u5982\u8eab\u4efd\u4e00\u81f4\u6027\u53d7\u635f\u3001\u89c6\u9891\u8d28\u91cf\u4e0b\u964d\uff0c\u4ee5\u53ca\u7a7a\u95f4\u4e0e\u65f6\u95f4\u5efa\u6a21\u77db\u76fe\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 StableAnimator \u6846\u67b6\uff0c\u4ee5\u5b9e\u73b0\u9ad8\u8d28\u91cf\u548c\u9ad8\u4fdd\u771f\u7684 ID \u4e00\u81f4\u6027\u4eba\u7c7b\u89c6\u9891\u751f\u6210\u3002StableAnimator \u7684\u6838\u5fc3\u6280\u672f\u70b9\u5305\u62ec\u4ee5\u4e0b\u4e09\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<p>\u2022 \u5168\u5c40\u5185\u5bb9\u611f\u77e5\u9762\u90e8\u7f16\u7801\u5668\uff08global content-aware face encoder\uff09\uff1a\u8be5\u7f16\u7801\u5668\u521b\u65b0\u6027\u5730\u5c06\u9762\u90e8\u7279\u5f81\u4e0e\u5168\u5c40\u56fe\u50cf\u5e03\u5c40\u6df1\u5ea6\u878d\u5408\uff0c\u5229\u7528\u591a\u5c42\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4f7f\u9762\u90e8\u5d4c\u5165\u7279\u5f81\u80fd\u591f\u7cbe\u51c6\u5bf9\u9f50\u53c2\u8003\u56fe\u50cf\u7684\u6574\u4f53\u4e0a\u4e0b\u6587\u3002\u8fd9\u79cd\u65b9\u5f0f\u53ef\u6709\u6548\u8fc7\u6ee4\u6389\u4e0e\u8eab\u4efd\u65e0\u5173\u7684\u80cc\u666f\u566a\u58f0\uff0c\u786e\u4fdd\u9762\u90e8\u5efa\u6a21\u66f4\u52a0\u7a33\u5b9a\uff0c\u4ece\u800c\u63d0\u9ad8\u9762\u90e8\u7279\u5f81\u7684\u4e00\u81f4\u6027\u548c\u6e05\u6670\u5ea6\u3002<\/p>\n\n\n\n<p>\u2022 \u5206\u5e03\u611f\u77e5\u7684\u8eab\u4efd\u9002\u914d\u5668\uff08distribution-aware ID adapter\uff09\uff1a\u9488\u5bf9\u6269\u6563\u6a21\u578b\u4e2d\u65f6\u5e8f\u5c42\u5bf9\u7a7a\u95f4\u7279\u5f81\u5206\u5e03\u7684\u5e72\u6270\u95ee\u9898\uff0c\u8be5\u9002\u914d\u5668\u5f15\u5165\u4e86\u4e00\u79cd\u5206\u5e03\u5bf9\u9f50\u7b56\u7565\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5b83\u901a\u8fc7\u8ba1\u7b97\u9762\u90e8\u7279\u5f81\u548c\u5168\u5c40\u56fe\u50cf\u7279\u5f81\u7684\u5747\u503c\u4e0e\u65b9\u5dee\uff0c\u6765\u786e\u4fdd\u4e8c\u8005\u5728\u6574\u4e2a\u53bb\u566a\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u4e00\u81f4\u6027\uff0c\u907f\u514d\u7279\u5f81\u504f\u79fb\u548c\u5931\u771f\u3002\u8be5\u9002\u914d\u5668\u7684\u8bbe\u8ba1\u4f7f\u5f97\u9762\u90e8\u7279\u5f81\u80fd\u591f\u65e0\u7f1d\u9002\u914d\u65f6\u5e8f\u5efa\u6a21\u5c42\uff0c\u540c\u65f6\u7ef4\u6301\u89c6\u9891\u6574\u4f53\u7684\u7a7a\u95f4\u4e00\u81f4\u6027\u548c\u89c6\u89c9\u8d28\u91cf\u3002<\/p>\n\n\n\n<p>\u2022 \u57fa\u4e8e Hamilton-Jacobi-Bellman (HJB) \u65b9\u7a0b\u7684\u9762\u90e8\u4f18\u5316\uff1a\u6b64\u4f18\u5316\u8fc7\u7a0b\u4ec5\u5728\u63a8\u7406\u9636\u6bb5\u6fc0\u6d3b\uff0c\u5e76\u4e0d\u4f1a\u5f71\u54cd U-Net \u7684\u53c2\u6570\u66f4\u65b0\u3002StableAnimator \u901a\u8fc7\u5728\u6269\u6563\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5f15\u5165 HJB \u65b9\u7a0b\u4f18\u5316\uff0c\u4f7f\u9762\u90e8\u7279\u5f81\u7684\u8c03\u6574\u80fd\u591f\u9075\u5faa\u6700\u4f18\u8def\u5f84\u9009\u62e9\u539f\u5219\u3002HJB \u4f18\u5316\u8fc7\u7a0b\u4e0e\u53bb\u566a\u6b65\u9aa4\u5e76\u884c\u8fdb\u884c\uff0c\u8ba9\u4f18\u5316\u540e\u7684\u53d8\u91cf\u5bf9\u53bb\u566a\u8def\u5f84\u65bd\u52a0\u7ea6\u675f\uff0c\u4ece\u800c\u4fc3\u4f7f\u6a21\u578b\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u4fdd\u7559\u66f4\u9ad8\u7684\u8eab\u4efd\u4e00\u81f4\u6027\uff0c\u540c\u65f6\u663e\u8457\u51cf\u5c11\u9762\u90e8\u533a\u57df\u7684\u7ec6\u8282\u635f\u5931\uff0c\u786e\u4fdd\u89c6\u9891\u7684\u9ad8\u8d28\u91cf\u8f93\u51fa\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"357\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-22-1024x357.png\" alt=\"StableAnimator \u9ad8\u8d28\u91cf\u4eba\u50cf\u52a8\u753b\u751f\u6210\u8fc7\u7a0b\" class=\"wp-image-1141186\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-22-1024x357.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-22-300x104.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-22-768x267.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-22-240x84.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-22.png 1430w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe14\uff1aStableAnimator \u9ad8\u8d28\u91cf\u4eba\u50cf\u52a8\u753b\u751f\u6210\u8fc7\u7a0b<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"442\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-23-1024x442.png\" alt=\"diagram, schematic\" class=\"wp-image-1141188\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-23-1024x442.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-23-300x129.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-23-768x331.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-23-240x104.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-23.png 1430w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe15\uff1aStableAnimator \u4e0e\u5176\u4ed6\u6a21\u578b\u7684\u751f\u6210\u7ed3\u679c\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"09-\u57fa\u4e8e\u7ed3\u6784\u5316\u6f5c\u53d8\u91cf\u7684\u4e09\u7ef4\u751f\u6210\u5927\u6a21\u578b\">09. \u57fa\u4e8e\u7ed3\u6784\u5316\u6f5c\u53d8\u91cf\u7684\u4e09\u7ef4\u751f\u6210\u5927\u6a21\u578b<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"714\" height=\"155\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-24.png\" alt=\"text\" class=\"wp-image-1141189\" style=\"width:650px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-24.png 714w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-24-300x65.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-24-710x155.png 710w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-24-240x52.png 240w\" sizes=\"auto, (max-width: 714px) 100vw, 714px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2412.01506\">https:\/\/arxiv.org\/abs\/2412.01506<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0cAI \u751f\u6210\u4e09\u7ef4\u5185\u5bb9\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u5f53\u524d\u7684\u4e09\u7ef4\u751f\u6210\u5927\u6a21\u578b\u5728\u8d28\u91cf\u3001\u591a\u6837\u6027\u548c\u53ef\u6269\u5c55\u6027\u65b9\u9762\u4ecd\u660e\u663e\u843d\u540e\u4e8e\u4e8c\u7ef4\u751f\u6210\u5927\u6a21\u578b\u3002\u4e8c\u7ef4\u56fe\u50cf\u901a\u5e38\u91c7\u7528\u50cf\u7d20\u7f51\u683c\u8868\u793a\uff0c\u800c\u4e09\u7ef4\u6570\u636e\u5219\u6db5\u76d6\u591a\u79cd\u683c\u5f0f\uff0c\u5982\u7f51\u683c\uff08meshes\uff09\u3001\u70b9\u4e91\uff08point clouds\uff09\u3001\u8f90\u5c04\u573a\uff08radiance fields\uff09\u548c\u4e09\u7ef4\u9ad8\u65af\uff083D Gaussians\uff09\u7b49\u3002\u8fd9\u4e9b\u9002\u7528\u4e8e\u4e0d\u540c\u7684\u573a\u666f\u7684\u683c\u5f0f\uff0c\u5f7c\u6b64\u4e4b\u95f4\u5f80\u5f80\u4e0d\u517c\u5bb9\uff0c\u9650\u5236\u4e86\u73b0\u6709\u6a21\u578b\u7684\u7075\u6d3b\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002\u800c\u4e14\uff0c\u8bb8\u591a\u4e09\u7ef4\u751f\u6210\u65b9\u6cd5\u96be\u4ee5\u540c\u65f6\u6355\u6349\u7cbe\u7ec6\u7684\u51e0\u4f55\u7ed3\u6784\u548c\u9ad8\u4fdd\u771f\u7684\u5916\u89c2\uff0c\u5c24\u5176\u662f\u5728\u4ee5\u6587\u672c\u6216\u56fe\u50cf\u7b49\u591a\u6837\u8f93\u5165\u4e3a\u6761\u4ef6\u7684\u751f\u6210\u4efb\u52a1\u4e2d\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u7edf\u4e00\u8868\u793a\u7684\u65b0\u578b\u4e09\u7ef4\u751f\u6210\u6846\u67b6\u2014\u2014\u7ed3\u6784\u5316\u6f5c\u53d8\u91cf\uff08Structured LATent\uff0cSLAT\uff09\u3002SLAT \u7ed3\u5408\u4e86\u7a00\u758f\u7684\u4e09\u7ef4\u7f51\u683c\u7ed3\u6784\u548c\u5f3a\u5927\u7684\u89c6\u89c9\u57fa\u7840\u6a21\u578b\u63d0\u4f9b\u7684\u591a\u89c6\u89d2\u89c6\u89c9\u7279\u5f81\uff0c\u5b9e\u73b0\u4e86\u51e0\u4f55\u7ed3\u6784\u4e0e\u7eb9\u7406\u5916\u89c2\u7684\u5168\u9762\u7f16\u7801\u3002\u751f\u6210\u8fc7\u7a0b\u7531\u4e13\u4e3a SLAT \u8bbe\u8ba1\u7684\u4fee\u6b63\u6d41\u53d8\u6362\u5668\uff08rectified flow transformers\uff09\u9a71\u52a8\uff0c\u5177\u5907\u9ad8\u6548\u4e14\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5728 SLAT \u7684\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u5458\u4eec\u8bad\u7ec3\u51fa\u4e86\u4e09\u7ef4\u751f\u6210\u5927\u6a21\u578b TRELLIS\u3002\u8be5\u6a21\u578b\u5728\u5305\u542b50\u4e07\u4e2a\u591a\u6837\u5316\u4e09\u7ef4\u7269\u4f53\u7684\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u53c2\u6570\u89c4\u6a21\u53ef\u6269\u5c55\u81f320\u4ebf\uff0c\u5177\u5907\u5f3a\u5927\u7684\u8de8\u7c7b\u522b\u6cdb\u5316\u80fd\u529b\u548c\u591a\u6a21\u6001\u8f93\u5165\u9002\u5e94\u6027\u3002\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cSLAT \u8868\u793a\u652f\u6301\u89e3\u7801\u4e3a\u591a\u79cd\u8f93\u51fa\u683c\u5f0f\uff0c\u5305\u62ec\u8f90\u5c04\u573a\u3001\u4e09\u7ef4\u9ad8\u65af\u548c\u7f51\u683c\uff0c\u4f7f\u5176\u5728\u4e0d\u540c\u4e0b\u6e38\u5e94\u7528\u4e2d\u5177\u5907\u9ad8\u5ea6\u9002\u5e94\u6027\u3002TRELLIS \u4e09\u7ef4\u751f\u6210\u6a21\u578b\u6743\u91cd\u53ca\u76f8\u5173\u4ee3\u7801\u73b0\u5df2\u5168\u90e8\u5f00\u6e90\uff0c\u5176 GitHub \u5df2\u83b7\u661f\u6807\u8fd11\u4e07\u6b21\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"571\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-25-1024x571.png\" alt=\"TRELLIS \u6839\u636e\u6587\u672c\u6216\u56fe\u50cf\u63d0\u793a\u751f\u6210\u7684\u591a\u79cd\u683c\u5f0f\u7684\u9ad8\u8d28\u91cf\u4e09\u7ef4\u7269\u4f53\" class=\"wp-image-1141190\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-25-1024x571.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-25-300x167.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-25-768x428.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-25-240x134.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/06\/new-arrival-in-research-26-25.png 1431w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe16\uff1aTRELLIS \u6839\u636e\u6587\u672c\u6216\u56fe\u50cf\u63d0\u793a\u751f\u6210\u7684\u591a\u79cd\u683c\u5f0f\u7684\u9ad8\u8d28\u91cf\u4e09\u7ef4\u7269\u4f53<\/figcaption><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cSLAT \u5728\u5b9a\u91cf\u6307\u6807\u548c\u89c6\u89c9\u8d28\u91cf\u65b9\u9762\u5747\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u4e09\u7ef4\u751f\u6210\u6a21\u578b\u3002\u8be5\u6a21\u578b\u53ef\u5728\u7ea610\u79d2\u5185\u6839\u636e\u6587\u672c\u6216\u56fe\u50cf\u63d0\u793a\u751f\u6210\u7ec6\u81f4\u903c\u771f\u7684\u4e09\u7ef4\u7269\u4f53\uff0c\u5c55\u73b0\u51fa\u524d\u6240\u672a\u6709\u7684\u591a\u6837\u6027\u548c\u901f\u5ea6\u3002\u6b64\u5916\uff0cSLAT \u8fd8\u652f\u6301\u5c40\u90e8\u4e09\u7ef4\u7f16\u8f91\uff0c\u5141\u8bb8\u7528\u6237\u5728\u4e0d\u5f71\u54cd\u6574\u4f53\u7ed3\u6784\u7684\u524d\u63d0\u4e0b\u4fee\u6539\u7279\u5b9a\u533a\u57df\uff0c\u8fd9\u4e00\u80fd\u529b\u5bf9\u4e8e\u521b\u610f\u5de5\u4f5c\u6d41\u548c\u4ea4\u4e92\u5f0f\u5e94\u7528\u5c24\u4e3a\u91cd\u8981\u3002SLAT \u7684\u7edf\u4e00\u8868\u793a\u8fd8\u4f7f\u5f97\u4e0d\u540c\u4e09\u7ef4\u683c\u5f0f\u4e4b\u95f4\u7684\u65e0\u7f1d\u5207\u6362\u6210\u4e3a\u53ef\u80fd\uff0c\u4e3a\u751f\u6210\u5185\u5bb9\u7684\u4f7f\u7528\u4e0e\u6e32\u67d3\u63d0\u4f9b\u4e86\u524d\u6240\u672a\u6709\u7684\u7075\u6d3b\u6027\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><em>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u786e\u4fdd\u76f8\u5173\u6280\u672f\u80fd\u88ab\u4eba\u4eec\u4fe1\u8d56\u662f\u4e00\u4e2a\u9700\u8981\u653b\u575a\u7684\u95ee\u9898\u3002\u5fae\u8f6f\u4e3b\u52a8\u91c7\u53d6\u4e86\u4e00\u7cfb\u5217\u63aa\u65bd\u6765\u9884\u5224\u548c\u964d\u4f4e\u4eba\u5de5\u667a\u80fd\u6280\u672f\u6240\u5e26\u6765\u7684\u98ce\u9669\u3002\u5fae\u8f6f\u81f4\u529b\u4e8e\u4f9d\u7167\u4ee5\u4eba\u4e3a\u672c\u7684\u4f26\u7406\u539f\u5219\u63a8\u8fdb\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0c\u65e9\u57282018\u5e74\u5c31\u53d1\u5e03\u4e86\u201c\u516c\u5e73\u3001\u5305\u5bb9\u3001\u53ef\u9760\u4e0e\u5b89\u5168\u3001\u900f\u660e\u3001\u9690\u79c1\u4e0e\u4fdd\u969c\u3001\u8d1f\u8d23\u201d\u516d\u4e2a\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u539f\u5219\uff08Responsible AI Principles\uff09\uff0c\u968f\u540e\u53c8\u53d1\u5e03\u4e86\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u6807\u51c6\uff08Responsible AI Standards\uff09\u5c06\u5404\u9879\u539f\u5219\u5b9e\u65bd\u843d\u5730\uff0c\u5e76\u8bbe\u7f6e\u4e86\u6cbb\u7406\u67b6\u6784\u786e\u4fdd\u5404\u56e2\u961f\u628a\u5404\u9879\u539f\u5219\u548c\u6807\u51c6\u843d\u5b9e\u5230\u65e5\u5e38\u5de5\u4f5c\u4e2d\u3002\u5fae\u8f6f\u4e5f\u6301\u7eed\u4e0e\u5168\u7403\u7684\u7814\u7a76\u4eba\u5458\u548c\u5b66\u672f\u673a\u6784\u5408\u4f5c\uff0c\u4e0d\u65ad\u63a8\u8fdb\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u7684\u5b9e\u8df5\u548c\u6280\u672f\u3002<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u6c47\u805a\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u7684\u521b\u65b0\u6210\u679c\u4e0e\u79d1\u7814\u52a8\u6001\u3002\u5728\u8fd9\u91cc\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u6d4f\u89c8\u7814\u7a76\u9662\u7684\u4eae\u70b9\u8d44\u8baf\uff0c\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\u3002 6\u670810\u65e5\u81f317\u65e5\uff0c\u5168\u7403\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u9876\u5c16\u5b66\u672f\u76db\u4f1a CVPR \u5c06\u5728\u7f8e\u56fd\u7530\u7eb3\u897f\u5dde\u7eb3\u4ec0\u7ef4\u5c14\u4e3e\u529e\u3002\u6211\u4eec\u5c06\u901a\u8fc7\u4e24\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5165\u9009 CVPR 2025 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\u3002\u7b2c\u4e00\u671f\u7684\u5206\u4eab\u5185\u5bb9\u662f\u4e3b\u8981\u56f4\u7ed5\u751f\u6210\u6a21\u578b\u4e0e\u6269\u6563\u6280\u672f\u7b49\u65b9\u5411\u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u5305\u62ec\u89c6\u9891\u751f\u6210\u3001\u81ea\u52a8\u5e73\u9762\u8bbe\u8ba1\u3001\u56fe\u50cf\u538b\u7f29\u30013D\u5185\u5bb9\u751f\u6210\u7b49\u3002 \u672c\u671f\u5185\u5bb9\u901f\u89c8 01. SPO\uff1a\u9762\u5411\u6269\u6563\u6a21\u578b\u7684\u9010\u6b65\u504f\u597d\u4f18\u5316\u5b66\u4e60\u65b9\u6cd5 02. BizGen\uff1a\u9762\u5411\u4fe1\u606f\u56fe\u8868\u751f\u6210\u7684\u6587\u7ae0\u7ea7\u89c6\u89c9\u6587\u672c\u6e32\u67d3\u6280\u672f 03. \u7531\u5143\u7d20\u81f3\u8bbe\u8ba1\uff1a\u57fa\u4e8e\u5206\u5c42\u539f\u5219\u7684\u81ea\u52a8\u5e73\u9762\u8bbe\u8ba1\u7f16\u6392 04. FloVD\uff1a\u5229\u7528\u5149\u6d41\u589e\u5f3a\u89c6\u89d2\u53ef\u63a7\u7684\u89c6\u9891\u751f\u6210 05. HomoGen\uff1a\u878d\u5408\u5355\u5e94\u6027\u4f20\u64ad\u4e0e\u6269\u6563\u673a\u5236\u7684\u89c6\u9891\u4fee\u590d\u65b9\u6cd5 06. I2VGuard\uff1a\u4fdd\u62a4\u56fe\u50cf\u4e0d\u88ab I2V \u6a21\u578b\u968f\u610f\u201c\u89c6\u9891\u5316\u201d 07. PICD\uff1a\u57fa\u4e8e\u6269\u6563\u57fa\u7840\u6a21\u578b\u7684\u591a\u7528\u9014\u4e3b\u89c2\u56fe\u50cf\u538b\u7f29 08. StableAnimator\uff1a\u9ad8\u8d28\u91cf\u4eba\u50cf\u52a8\u753b\u751f\u6210 09. \u57fa\u4e8e\u7ed3\u6784\u5316\u6f5c\u53d8\u91cf\u7684\u4e09\u7ef4\u751f\u6210\u5927\u6a21\u578b \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2406.04314 (opens in new tab) \u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/RockeyCoss\/SPO (opens in new tab) 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