{"id":1121523,"date":"2025-01-15T23:05:02","date_gmt":"2025-01-16T07:05:02","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1121523"},"modified":"2025-02-26T21:34:46","modified_gmt":"2025-02-27T05:34:46","slug":"arlon","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/arlon\/","title":{"rendered":"\u5982\u4f55\u5229\u7528\u6587\u672c\u63d0\u793a\u9ad8\u6548\u751f\u6210\u9ad8\u8d28\u91cf\u3001\u4e2a\u6027\u5316\u7684\u957f\u89c6\u9891\uff1f"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u5c24\u5176\u662f\u201c\u6587\u672c-\u89c6\u9891\u201d\uff08Text-to-Video, T2V\uff09\u6a21\u578b\u7684\u7814\u7a76\u4e2d\uff0c\u5982\u4f55\u9ad8\u6548\u751f\u6210\u5177\u6709\u4e30\u5bcc\u52a8\u6001\u548c\u65f6\u95f4\u4e00\u81f4\u6027\u7684\u957f\u89c6\u9891\u4e00\u76f4\u662f\u4e00\u4e2a\u6311\u6218\u3002\u5c3d\u7ba1 Transformer \u67b6\u6784\u548c\u6269\u6563\u6a21\u578b\u5728\u89c6\u9891\u751f\u6210\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u5728\u9ad8\u5206\u8fa8\u7387\u89c6\u9891\u7684\u8bad\u7ec3\u6210\u672c\u3001\u57fa\u4e8e\u6587\u672c\u6761\u4ef6\u7684\u53bb\u566a\u8fc7\u7a0b\u7684\u590d\u6742\u6027\u3001\u957f\u89c6\u9891\u751f\u6210\u4e2d\u7684\u4e00\u81f4\u6027\u95ee\u9898\u7b49\u65b9\u9762\u4ecd\u5b58\u5728\u91cd\u5927\u6311\u6218\u3002\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u4e86 ARLON \u6846\u67b6\uff0c\u65e8\u5728\u901a\u8fc7\u7ed3\u5408\u81ea\u56de\u5f52\uff08AR\uff09\u6a21\u578b\u548c\u6269\u6563\u53d8\u6362\u5668\uff08DiT\uff09\uff0c\u5b9e\u73b0\u5229\u7528\u6587\u672c\u63d0\u793a\uff0c\u5408\u6210\u9ad8\u8d28\u91cf\u3001\u4e2a\u6027\u5316\u7684\u957f\u89c6\u9891\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8fd1\u5e74\u6765\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55\uff0c\u4e0d\u65ad\u63a8\u52a8\u7740\u201c\u6587\u672c-\u89c6\u9891\u201d\u751f\u6210\uff08Text-to-Video\uff0cT2V\uff09\u6280\u672f\u7684\u8fb9\u754c\u3002T2V \u6280\u672f\u7684\u6301\u7eed\u4f18\u5316\u4e0e\u521b\u65b0\uff0c\u4e3a\u4eba\u4eec\u63d0\u4f9b\u4e86\u4e30\u5bcc\u3001\u4fbf\u6377\u7684\u89c6\u9891\u5185\u5bb9\u521b\u4f5c\u4f53\u9a8c\u3002\u76f8\u5173\u7684\u7814\u7a76\u6210\u679c\u5728\u5a31\u4e50\u3001\u6559\u80b2\u4ee5\u53ca\u591a\u5a92\u4f53\u4ea4\u6d41\u7b49\u591a\u4e2a\u9886\u57df\u90fd\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u524d\u666f\u3002<\/p>\n\n\n\n<p>\u4f20\u7edf\u7684 T2V \u7cfb\u7edf\u53d7\u9650\u4e8e\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u7684\u7f3a\u4e4f\uff0c\u96be\u4ee5\u9ad8\u6548\u751f\u6210\u5177\u6709\u4e30\u5bcc\u52a8\u6001\u548c\u65f6\u95f4\u4e00\u81f4\u6027\u7684\u957f\u89c6\u9891\u3002\u5728\u957f\u89c6\u9891\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u4fdd\u6301\u89c6\u9891\u5185\u5bb9\u7684\u8fde\u8d2f\u6027\u548c\u52a8\u6001\u6027\uff0c\u540c\u65f6\u63d0\u9ad8\u751f\u6210\u6548\u7387\uff0c\u6210\u4e3a\u4e86\u8be5\u9886\u57df\u4e9f\u5f85\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5c1d\u8bd5\u5c06\u81ea\u56de\u5f52\uff08AR\uff09\u6a21\u578b\u4e0e\u6269\u6563\u6a21\u578b\uff08DiT\uff09\u6280\u672f\u76f8\u7ed3\u5408\uff0c\u6784\u5efa\u4e86 ARLON \u6846\u67b6\u3002\u901a\u8fc7\u6f5c\u5728\u5411\u91cf\u91cf\u5316\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08VQ-VAE\uff09\u6280\u672f\uff0cARLON \u80fd\u591f\u5c06 T2V \u4efb\u52a1\u4e2d\u7684\u9ad8\u7ef4\u8f93\u5165\u7279\u5f81\u6709\u6548\u5730\u538b\u7f29\u3001\u91cf\u5316\uff0c\u4ece\u800c\u5728\u4fdd\u6301\u4fe1\u606f\u5bc6\u5ea6\u7684\u540c\u65f6\uff0c\u964d\u4f4e\u6a21\u578b\u7684\u5b66\u4e60\u590d\u6742\u6027\u3002\u53ea\u9700\u6587\u672c\u63d0\u793a\uff0cARLON \u5373\u53ef\u5408\u6210\u5177\u6709\u4e30\u5bcc\u52a8\u6001\u548c\u65f6\u95f4\u8fde\u8d2f\u6027\u7684\u9ad8\u8d28\u91cf\u89c6\u9891\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"875\" height=\"229\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-1.png\" alt=\"ARLON \u7684\u63a8\u7406\u6846\u67b6\" class=\"wp-image-1121526\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-1.png 875w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-1-300x79.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-1-768x201.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-1-240x63.png 240w\" sizes=\"auto, (max-width: 875px) 100vw, 875px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aARLON \u7684\u63a8\u7406\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p>\u968f\u540e\uff0c\u7814\u7a76\u5458\u4eec\u53c8\u8fdb\u4e00\u6b65\u4f18\u5316\u4e86 ARLON \u6846\u67b6\uff0c\u901a\u8fc7\u5f15\u5165\u9002\u5e94\u6027\u8bed\u4e49\u6ce8\u5165\u6a21\u5757\u548c\u4e0d\u786e\u5b9a\u6027\u91c7\u6837\u7b56\u7565\uff0c\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u5bf9\u566a\u58f0\u7684\u9c81\u68d2\u6027\uff0c\u5e76\u63d0\u9ad8\u4e86\u89c6\u9891\u751f\u6210\u7684\u6548\u7387\u3002\u5176\u4e2d\uff0c\u9002\u5e94\u6027\u8bed\u4e49\u6ce8\u5165\u6a21\u5757\u5229\u7528\u95e8\u63a7\u81ea\u9002\u5e94\u5f52\u4e00\u5316\u673a\u5236\uff0c\u5c06\u7c97\u7565\u7684\u8bed\u4e49\u4fe1\u606f\u6709\u6548\u5730\u6ce8\u5165\u5230\u89c6\u9891\u751f\u6210\u8fc7\u7a0b\u4e2d\u3002\u800c\u4e0d\u786e\u5b9a\u6027\u91c7\u6837\u7b56\u7565\u5219\u6a21\u62df\u4e86 AR \u9884\u6d4b\u4e2d\u7684\u65b9\u5dee\uff0c\u901a\u8fc7\u4ece\u539f\u59cb\u7c97\u7565\u6f5c\u5728\u7279\u5f81\u7684\u5206\u5e03\u4e2d\u91c7\u6837\u566a\u58f0\uff0c\u589e\u5f3a\u6a21\u578b\u5bf9\u4e0d\u540c\u8f93\u5165\u6761\u4ef6\u7684\u9002\u5e94\u80fd\u529b\u3002<\/p>\n\n\n\n<p>ARLON \u5728\u89c6\u9891\u7684\u7a33\u5065\u6027\u3001\u81ea\u7136\u5ea6\u548c\u52a8\u6001\u4e00\u81f4\u6027\u65b9\u9762\u663e\u8457\u8d85\u8fc7\u4e86\u4ee5\u5f80\u7684\u89c6\u9891\u751f\u6210\u6a21\u578b\u3002\u5373\u4fbf\u662f\u9762\u5bf9\u590d\u6742\u5ea6\u8f83\u9ad8\u6216\u573a\u666f\u91cd\u590d\u6027\u5f3a\u7b49\u6781\u5177\u6311\u6218\u6027\u7684\u5185\u5bb9\uff0cARLON \u4e5f\u80fd\u4e00\u81f4\u5730\u5408\u6210\u9ad8\u8d28\u91cf\u89c6\u9891\u3002\u5728 VBench \u89c6\u9891\u751f\u6210\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cARLON \u8d85\u8d8a\u4e86\u73b0\u6709\u7684\u57fa\u7ebf\u6a21\u578b\uff0c\u5e76\u5728\u591a\u4e2a\u8bc4\u4f30\u6307\u6807\u4e0a\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\u3002ARLON \u6846\u67b6\u7684\u6210\u529f\u4e0d\u4ec5\u5c55\u793a\u4e86\u7ed3\u5408\u4e0d\u540c\u6a21\u578b\u4f18\u52bf\u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u800c\u4e14\u4e3a\u672a\u6765\u957f\u89c6\u9891\u751f\u6210\u6280\u672f\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u65b0\u7684\u65b9\u5411\u3002<\/p>\n\n\n\n<p>ARLON \u8bba\u6587\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\/2410.20502\">https:\/\/arxiv.org\/abs\/2410.20502<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>ARLON \u9879\u76ee\u9875\u9762\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/aka.ms\/arlon\">http:\/\/aka.ms\/arlon<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"arlon-\u63d0\u5347\u957f\u89c6\u9891\u751f\u6210\u6548\u7387\u4e0e\u8d28\u91cf\u7684\u65b0\u6846\u67b6\">ARLON\uff1a\u63d0\u5347\u957f\u89c6\u9891\u751f\u6210\u6548\u7387\u4e0e\u8d28\u91cf\u7684\u65b0\u6846\u67b6<\/h2>\n\n\n\n<p><strong>ARLON \u6846\u67b6\u7531\u4e09\u4e2a\u4e3b\u8981\u7ec4\u4ef6\u7ec4\u6210\uff1a\u6f5c\u5728 VQ-VAE \u538b\u7f29\u3001\u81ea\u56de\u5f52\u5efa\u6a21\u548c\u8bed\u4e49\u611f\u77e5\u6761\u4ef6\u751f\u6210<\/strong>\u3002\u7ed9\u5b9a\u4e00\u4e2a\u6587\u672c\u63d0\u793a\uff0c\u81ea\u56de\u5f52\u6a21\u578b\u4f1a\u9884\u6d4b\u7c97\u7565\u7684\u89c6\u89c9\u6f5c\u5728\u6807\u8bb0\uff0c\u8fd9\u4e9b\u6807\u8bb0\u662f\u7531 3D VAE \u7f16\u7801\u5668\u548c\u57fa\u4e8e\u76ee\u6807\u89c6\u9891\u7684\u6f5c\u5728 VQ-VAE \u7f16\u7801\u5668\u6784\u5efa\u7684\u3002\u9884\u6d4b\u7684\u89c6\u89c9\u6f5c\u5728\u6807\u8bb0\u5305\u542b\u4e86\u7c97\u7565\u7684\u7a7a\u95f4\u4fe1\u606f\u548c\u4e00\u81f4\u7684\u8bed\u4e49\u4fe1\u606f\u3002\u57fa\u4e8e\u8fd9\u4e9b\u6807\u8bb0\uff0c\u6f5c\u5728 VQ-VAE \u89e3\u7801\u5668\u4f1a\u751f\u6210\u8fde\u7eed\u7684\u6f5c\u5728\u7279\u5f81\uff0c\u5e76\u4f5c\u4e3a\u8bed\u4e49\u6761\u4ef6\u901a\u8fc7\u8bed\u4e49\u6ce8\u5165\u6a21\u5757\uff0c\u5f15\u5165 DiT \u6a21\u578b\u3002<\/p>\n\n\n\n<p>ARLON \u6846\u67b6\u7684\u4e09\u4e2a\u7ec4\u4ef6\uff1a<\/p>\n\n\n\n<p><strong>\u6f5c\u5728 VQ-VAE \u538b\u7f29\uff08Latent VQ-VAE Compression\uff09<\/strong>\u662f ARLON \u6846\u67b6\u4e2d\u7684\u5173\u952e\u6b65\u9aa4\uff0c\u7528\u4e8e\u5c06\u9ad8\u7ef4\u8f93\u5165\u7279\u5f81\u6620\u5c04\u5230\u7d27\u51d1\u4e14\u79bb\u6563\u7684\u6f5c\u5728\u7a7a\u95f4\u3002\u8fd9\u4e00\u8fc7\u7a0b\u901a\u8fc7\u4ee5\u4e0b\u6570\u5b66\u8868\u8fbe\u5f0f\u5b9e\u73b0\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"57\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-2.png\" alt=\"formular\" class=\"wp-image-1121529\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-2.png 400w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-2-300x43.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-2-240x34.png 240w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d\uff0cX\u2208R^(T\u00d7H\u00d7W\u00d7C) \u8868\u793a\u8f93\u5165\u7279\u5f81\uff0cE_&#8221;latent&#8221; \u662f\u7531 3D \u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5757\u548c\u6b8b\u5dee\u6ce8\u610f\u529b\u5757\u7ec4\u6210\u7684\u7f16\u7801\u5668\uff0cV\u2208R^(T\/r\u00d7H\/o\u00d7W\/o\u00d7h) \u662f\u7f16\u7801\u540e\u7684\u6f5c\u5728\u5d4c\u5165\u3002\u6bcf\u4e2a\u5d4c\u5165\u5411\u91cf v\u2208R^h \u4f1a\u88ab\u91cf\u5316\u5230\u6700\u8fd1\u7684\u7801\u672c C\u2208R^(K\u00d7m) \u4e2d\u7684\u6761\u76ee c\u2208R^m\uff0c\u5f62\u6210\u79bb\u6563\u7684\u6f5c\u5728\u5d4c\u5165 (Q)\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"347\" height=\"84\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-3-678e1d78162ed.png\" alt=\"formular\" class=\"wp-image-1122666\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-3-678e1d78162ed.png 347w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-3-678e1d78162ed-300x73.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-3-678e1d78162ed-240x58.png 240w\" sizes=\"auto, (max-width: 347px) 100vw, 347px\" \/><\/figure>\n\n\n\n<p>\u89e3\u7801\u8fc7\u7a0b\u5219\u662f\u7ed9\u5b9a\u89c6\u9891\u6807\u8bb0\u7684\u7d22\u5f15\uff0c\u5229\u7528\u7801\u672c (C) \u68c0\u7d22\u76f8\u5e94\u7684\u6761\u76ee (c)\uff0c\u7136\u540e\u4f7f\u7528\u6f5c\u5728 VQ-VAE \u89e3\u7801\u5668\u91cd\u5efa\u89c6\u9891\u5d4c\u5165 (F)\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"588\" height=\"67\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-4.png\" alt=\"formular\" class=\"wp-image-1121535\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-4.png 588w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-4-300x34.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-4-240x27.png 240w\" sizes=\"auto, (max-width: 588px) 100vw, 588px\" \/><\/figure>\n\n\n\n<p><strong>\u81ea\u56de\u5f52\u5efa\u6a21\uff08Autoregressive Modeling\uff09<\/strong>\u5229\u7528\u56e0\u679c Transformer \u89e3\u7801\u5668\u4f5c\u4e3a\u8bed\u8a00\u6a21\u578b\uff0c\u5c06\u6587\u672c\u6761\u4ef6 (Y) \u548c\u89c6\u89c9\u6807\u8bb0\u7684\u7d22\u5f15 (Q) \u7ed3\u5408\u6210\u4e3a\u6a21\u578b\u7684\u8f93\u5165\uff0c\u4ee5\u81ea\u56de\u5f52\u7684\u65b9\u5f0f\u751f\u6210\u89c6\u9891\u5185\u5bb9\u3002\u8fd9\u4e00\u8fc7\u7a0b\u53ef\u4ee5\u7528\u4ee5\u4e0b\u6982\u7387\u6a21\u578b\u63cf\u8ff0\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"624\" height=\"126\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-5.png\" alt=\"formular\" class=\"wp-image-1121538\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-5.png 624w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-5-300x61.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-5-240x48.png 240w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d\uff0cQ_&#8221;AR&#8221;=[q_1,q_2,\u2026,q_N] \u662f\u89c6\u89c9\u6807\u8bb0\u7d22\u5f15\u7684\u5e8f\u5217\uff0cN \u662f\u5e8f\u5217\u957f\u5ea6\uff0c\u0398_&#8221;AR&#8221; \u8868\u793a\u6a21\u578b\u53c2\u6570\u3002\u6a21\u578b\u7684\u76ee\u6807\u662f\u6700\u5927\u5316\u7ed9\u5b9a\u6587\u672c\u6761\u4ef6 (Y) \u4e0b\u7684\u89c6\u89c9\u6807\u8bb0\u7d22\u5f15\u5e8f\u5217 Q_&#8221;AR&#8221; \u7684\u6982\u7387\u3002<\/p>\n\n\n\n<p>\u5728<strong>\u8bed\u4e49\u611f\u77e5\u6761\u4ef6\u751f\u6210\uff08Semantic-aware Condition Generation\uff09<\/strong>\u9636\u6bb5\uff0cARLON \u6846\u67b6\u5229\u7528\u89c6\u9891 VAE \u548c\u6f5c\u5728 VQ-VAE \u5c06\u89c6\u9891\u538b\u7f29\u5230\u7c97\u7565\u7684\u6f5c\u5728\u7a7a\u95f4\u4e2d\uff0c\u5e76\u5c06 AR \u6a21\u578b\u9884\u6d4b\u7684\u6807\u8bb0\u4f5c\u4e3a\u8bad\u7ec3\u6269\u6563\u6a21\u578b\u7684\u8bed\u4e49\u6761\u4ef6\u3002\u8fd9\u4e00\u8fc7\u7a0b\u53ef\u4ee5\u7528\u4ee5\u4e0b\u516c\u5f0f\u8868\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"541\" height=\"81\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-6.png\" alt=\"formular\" class=\"wp-image-1121541\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-6.png 541w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-6-300x45.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-6-240x36.png 240w\" sizes=\"auto, (max-width: 541px) 100vw, 541px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d\uff0c x \u662f\u8f93\u5165\u89c6\u9891\uff0cE_&#8221;video&#8221; \u662f\u89c6\u9891\u7f16\u7801\u5668\uff0cE_&#8221;latent&#8221; \u662f\u6f5c\u5728 VQ-VAE \u7f16\u7801\u5668\uff0cD_&#8221;latent&#8221; \u662f\u6f5c\u5728 VQ-VAE \u89e3\u7801\u5668\uff0c F \u662f\u91cd\u5efa\u7684\u6f5c\u5728\u7279\u5f81\uff0c\u7528\u4f5c\u8bed\u4e49\u6761\u4ef6\u3002<\/p>\n\n\n\n<p>\u8bed\u4e49\u6ce8\u5165\u662f\u5c06\u7c97\u7565\u7684\u8bed\u4e49\u4fe1\u606f\u6ce8\u5165\u5230\u89c6\u9891\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u4ee5\u5f15\u5bfc\u6269\u6563\u8fc7\u7a0b\u3002\u8fd9\u4e00\u8fc7\u7a0b\u6d89\u53ca\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"896\" height=\"118\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-7.png\" alt=\"formular\" class=\"wp-image-1121544\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-7.png 896w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-7-300x40.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-7-768x101.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-7-240x32.png 240w\" sizes=\"auto, (max-width: 896px) 100vw, 896px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d\uff0cX_i \u662f\u8f93\u5165\u6f5c\u5728\u53d8\u91cf\uff0cF \u0302_i \u662f\u7ecf\u8fc7\u4e0d\u786e\u5b9a\u6027\u91c7\u6837\u5904\u7406\u7684\u6761\u4ef6\u6f5c\u5728\u53d8\u91cf\uff0c\u03b1_i,\u03b2_i,\u03b3_i \u662f\u901a\u8fc7 MLP \u7f51\u7edc\u751f\u6210\u7684\u6bd4\u4f8b\u3001\u504f\u79fb\u548c\u95e8\u63a7\u53c2\u6570\uff0c&#8221;Fusion&#8221; \u51fd\u6570\u5c06\u6761\u4ef6\u4fe1\u606f\u6ce8\u5165\u5230\u539f\u59cb\u6f5c\u5728\u53d8\u91cf\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"904\" height=\"533\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-8.png\" alt=\"ARLON \u7684\u6574\u4f53\u6846\u67b6\" class=\"wp-image-1121547\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-8.png 904w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-8-300x177.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-8-768x453.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-8-240x142.png 240w\" sizes=\"auto, (max-width: 904px) 100vw, 904px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aARLON \u7684\u6574\u4f53\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u51cf\u8f7b AR \u63a8\u7406\u8fc7\u7a0b\u4e2d\u4e0d\u53ef\u907f\u514d\u5f15\u5165\u7684\u566a\u58f0\uff0c\u7814\u7a76\u5458\u4eec\u5728\u8bad\u7ec3\u9636\u6bb5\u91c7\u7528\u4e86\u4e24\u79cd\u7b56\u7565\u6765\u63d0\u9ad8\u6a21\u578b\u5bf9\u566a\u58f0\u7684\u9c81\u68d2\u6027\uff1a<\/p>\n\n\n\n<p><strong>\u7c97\u7565\u89c6\u89c9\u6f5c\u5728\u6807\u8bb0<\/strong>\uff1a\u4f7f\u7528\u4e24\u79cd\u4e0d\u540c\u538b\u7f29\u6bd4\u7684\u6f5c\u5728 VQ-VAE \u6765\u589e\u5f3a\u6269\u6563\u8fc7\u7a0b\u5bf9\u566a\u58f0AR\u9884\u6d4b\u7ed3\u679c\u7684\u5bb9\u5fcd\u5ea6\u3002<\/p>\n\n\n\n<p><strong>\u4e0d\u786e\u5b9a\u6027\u91c7\u6837<\/strong>\uff1a\u4e3a\u4e86\u6a21\u62df AR \u9884\u6d4b\u7684\u65b9\u5dee\uff0c\u5f15\u5165\u4e0d\u786e\u5b9a\u6027\u91c7\u6837\u6a21\u5757\u3002\u8be5\u673a\u5236\u4ece\u539f\u59cb\u7c97\u7565\u6f5c\u5728\u7279\u5f81 (F_i) \u7684\u5206\u5e03\u4e2d\u751f\u6210\u566a\u58f0\uff0c\u800c\u4e0d\u662f\u4e25\u683c\u4f9d\u8d56\u4e8e\u539f\u59cb\u7684\u7c97\u7565\u6f5c\u5728\u7279\u5f81\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"785\" height=\"60\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-9.png\" alt=\"formular\" class=\"wp-image-1121574\" style=\"width:561px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-9.png 785w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-9-300x23.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-9-768x59.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-9-240x18.png 240w\" sizes=\"auto, (max-width: 785px) 100vw, 785px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d\uff0c\u03bc_i \u548c \u03c3_i \u5206\u522b\u662f\u566a\u58f0\u7684\u5747\u503c\u548c\u6807\u51c6\u5dee\uff0cF\u203e_i=(F_i-\u03bc_i)\/\u03c3_i \u662f\u6807\u51c6\u5316\u7684\u7279\u5f81\uff0c\u03c3 \u0302_i \u548c \u03bc \u0302_i \u662f\u4ece\u76ee\u6807\u7279\u5f81\u5747\u503c\u548c\u65b9\u5dee\u5206\u5e03\u4e2d\u91c7\u6837\u7684\u566a\u58f0\u5411\u91cf\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5b9e\u9a8c\u7ed3\u679c\">\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e ARLON \u6a21\u578b\u5728\u957f\u89c6\u9891\u751f\u6210\u9886\u57df\u8fbe\u5230\u4e86\u76ee\u524d\u6700\u5148\u8fdb\u7684\u6027\u80fd\uff0c\u5e76\u4e14\u5728\u63a8\u7406\u6548\u7387\u548c\u751f\u6210\u8d28\u91cf\u4e0a\u90fd\u6709\u663e\u8457\u7684\u63d0\u5347\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5bf9 ARLON \u6a21\u578b\u4e0e\u5176\u4ed6\u5f00\u6e90\u7684\u6587\u672c\u5230\u957f\u89c6\u9891\u751f\u6210\u6a21\u578b\uff0c\u5728\u52a8\u6001\u5ea6\u3001\u5ba1\u7f8e\u8d28\u91cf\u3001\u6210\u50cf\u8d28\u91cf\u3001\u4e3b\u9898\u4e00\u81f4\u6027\u3001\u80cc\u666f\u4e00\u81f4\u6027\u548c\u8fd0\u52a8\u5e73\u6ed1\u5ea6\u7b49\u6307\u6807\u4e0a\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u7ed3\u679c\u663e\u793a\uff0cARLON \u5728\u591a\u4e2a\u8bc4\u4f30\u6307\u6807\u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u7279\u522b\u662f\u5728\u52a8\u6001\u5ea6\u548c\u5ba1\u7f8e\u8d28\u91cf\u65b9\u9762\u7684\u6027\u80fd\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"221\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-10-1024x221.png\" alt=\"ARLON \u4e0e\u5176\u4ed6\u957f\u89c6\u9891\u751f\u6210\u65b9\u6cd5\u5728\u6027\u80fd\u4e0a\u7684\u6bd4\u8f83\u7ed3\u679c\" class=\"wp-image-1121550\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-10-1024x221.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-10-300x65.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-10-768x166.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-10-240x52.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-10.png 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1aARLON \u4e0e\u5176\u4ed6\u957f\u89c6\u9891\u751f\u6210\u65b9\u6cd5\u5728\u6027\u80fd\u4e0a\u7684\u6bd4\u8f83\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p>\u5b9a\u6027\u7ed3\u679c\u5c55\u793a\u4e86 ARLON \u751f\u6210\u7684\u89c6\u9891\u5728\u4fdd\u6301\u52a8\u6001\u548c\u4e00\u81f4\u6027\u65b9\u9762\u7684\u4f18\u52bf\u3002\u4f8b\u5982\uff0c\u4e0e\u751f\u6210\u9759\u6001\u6216\u51e0\u4e4e\u65e0\u8fd0\u52a8\u89c6\u9891\u7684\u6a21\u578b\u76f8\u6bd4\uff0cARLON \u5728\u52a8\u6001\u8fd0\u52a8\u3001\u9ad8\u6c34\u5e73\u7684\u65f6\u95f4\u4e00\u81f4\u6027\u53ca\u81ea\u7136\u6d41\u7545\u6027\u4e4b\u95f4\u53d6\u5f97\u4e86\u66f4\u597d\u7684\u5e73\u8861\uff0c\u751f\u6210\u7684\u89c6\u9891\u4e0d\u4ec5\u5c55\u73b0\u4e86\u52a8\u6001\u8fd0\u52a8\uff0c\u8fd8\u4fdd\u6301\u4e86\u9ad8\u5ea6\u7684\u4e3b\u4f53\u4e00\u81f4\u6027\u548c\u81ea\u7136\u6d41\u7545\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"550\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-11-1024x550.png\" alt=\"ARLON \u4e0e\u5176\u4ed6\u957f\u89c6\u9891\u65b9\u6cd5\u7684\u5b9a\u6027\u6bd4\u8f83\" class=\"wp-image-1121553\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-11-1024x550.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-11-300x161.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-11-768x413.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-11-710x380.png 710w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-11-240x129.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-11.png 1323w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aARLON \u4e0e\u5176\u4ed6\u957f\u89c6\u9891\u65b9\u6cd5\u7684\u5b9a\u6027\u6bd4\u8f83<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-12.gif\" alt=\"ARLON \u6839\u636e\u6587\u6848 \"Misty mountains at sunrise, with the sun casting a warm glow...... \" \u751f\u6210\u7684\u77ed\u89c6\u9891\uff082s\uff09\" class=\"wp-image-1121556\"\/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aARLON \u6839\u636e\u6587\u6848 &#8220;Misty mountains at sunrise, with the sun casting a warm glow&#8230;&#8230; &#8221; \u751f\u6210\u7684\u77ed\u89c6\u9891\uff082s\uff09<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"161\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-13.gif\" alt=\"\u591a\u4e2a\u6a21\u578b\u6839\u636e\u6587\u6848 \"In a mesmerizing underwater world, schools of tropical fish, including angelfish, clownfish, and tangs, dart gracefully through the water\u2026\u2026\" \u751f\u6210\u7684\u89c6\u9891\u5bf9\u6bd4\" class=\"wp-image-1121562\"\/><figcaption class=\"wp-element-caption\">\u56fe5\uff1a\u591a\u4e2a\u6a21\u578b\u6839\u636e\u6587\u6848 &#8220;In a mesmerizing underwater world, schools of tropical fish, including angelfish, clownfish, and tangs, dart gracefully through the water\u2026\u2026&#8221; \u751f\u6210\u7684\u89c6\u9891\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n<p>ARLON \u901a\u8fc7\u4f7f\u7528 AR \u9884\u6d4b\u7684\u6f5c\u5728\u7279\u5f81\u4f5c\u4e3a\u6709\u6548\u7684\u521d\u59cb\u5316\uff0c\u663e\u8457\u52a0\u5feb\u4e86 DiT \u6a21\u578b\u7684\u53bb\u566a\u8fc7\u7a0b\u3002\u4e0e\u9700\u898130\u6b65\u53bb\u566a\u7684\u57fa\u7ebf\u6a21\u578b\u76f8\u6bd4\uff0cARLON \u57285\u523010\u6b65\u5185\u5c31\u8fbe\u5230\u4e86\u76f8\u4f3c\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"589\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/Picture1-1024x589.jpg\" alt=\"Comparison of Video Quality at Different Denoising Steps\" class=\"wp-image-1132659\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/Picture1-1024x589.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/Picture1-300x172.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/Picture1-768x441.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/Picture1-1536x883.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/Picture1-2048x1177.jpg 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/Picture1-240x138.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1a\u4e0d\u540c\u53bb\u566a\u6b65\u9aa4\u4e0b\u7684\u89c6\u9891\u8d28\u91cf\u6bd4\u8f83<\/figcaption><\/figure>\n\n\n\n<p>ARLON \u8fd8\u80fd\u5904\u7406\u4f7f\u7528\u6e10\u8fdb\u5f0f\u6587\u672c\u63d0\u793a\u7684\u957f\u89c6\u9891\u751f\u6210\uff0c\u8fd9\u610f\u5473\u7740\u6a21\u578b\u80fd\u591f\u6839\u636e\u4e00\u7cfb\u5217\u9010\u6b65\u53d8\u5316\u7684\u6587\u672c\u63d0\u793a\u751f\u6210\u89c6\u9891\uff0c\u5e76\u4e14\u5728\u63d0\u793a\u8f6c\u6362\u65f6\u80fd\u591f\u4fdd\u6301\u89c6\u9891\u5185\u5bb9\u7684\u8fde\u8d2f\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"546\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-15-1024x546.png\" alt=\"ARLON \u4e0e\u5176\u4ed6\u6a21\u578b\u5728\u6e10\u8fdb\u5f0f\u6587\u672c\u957f\u89c6\u9891\u751f\u6210\u65b9\u9762\u7684\u5bf9\u6bd4\" class=\"wp-image-1121565\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-15-1024x546.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-15-300x160.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-15-768x409.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-15-710x380.png 710w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-15-240x128.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-15.png 1319w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe7\uff1aARLON \u4e0e\u5176\u4ed6\u6a21\u578b\u5728\u6e10\u8fdb\u5f0f\u6587\u672c\u957f\u89c6\u9891\u751f\u6210\u65b9\u9762\u7684\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/arlon-16.gif\" alt=\"ARLON \u6839\u636e\u6e10\u8fdb\u5f0f\u591a\u6587\u672c\u6587\u6848 \u751f\u6210\u7684\u89c6\u9891\" class=\"wp-image-1121568\"\/><figcaption class=\"wp-element-caption\">\u56fe8\uff1aARLON \u6839\u636e\u6e10\u8fdb\u5f0f\u591a\u6587\u672c\u6587\u6848 &#8220;A majestic dormant volcano rises in the center &#8230;.&#8221;&#8212;> &#8220;An erupting volcano dominates the scene &#8230;&#8230;&#8221; \u751f\u6210\u7684\u89c6\u9891<\/figcaption><\/figure>\n\n\n\n<p><em>\u6ce8\uff1aARLON \u662f\u4e00\u4e2a\u7eaf\u7cb9\u7684\u7814\u7a76\u9879\u76ee\u3002ARLON \u53ef\u4ee5\u5408\u6210\u4fdd\u6301\u573a\u666f\u52a8\u6001\u7684\u957f\u89c6\u9891\uff0c\u4f46\u5176\u76f8\u4f3c\u5ea6\u548c\u81ea\u7136\u5ea6\u4ecd\u53d6\u51b3\u4e8e\u89c6\u9891\u63d0\u793a\u7684\u957f\u5ea6\u3001\u8d28\u91cf\u3001\u80cc\u666f\u4ee5\u53ca\u5176\u4ed6\u56e0\u7d20\u3002\u8be5\u6a21\u578b\u53ef\u80fd\u5728\u8bef\u7528\u65b9\u9762\u5b58\u5728\u6f5c\u5728\u98ce\u9669\uff0c\u4f8b\u5982\u4f2a\u9020\u89c6\u9891\u5185\u5bb9\u6216\u5192\u5145\u7279\u5b9a\u573a\u666f\u3002\u5728\u89c6\u9891\u751f\u6210\u7814\u7a76\u4e2d\uff0c\u5982\u679c\u8be5\u6a21\u578b\u9700\u8981\u63a8\u5e7f\u5230\u73b0\u5b9e\u4e16\u754c\u4e2d\u672a\u89c1\u8fc7\u7684\u573a\u666f\uff0c\u5e94\u786e\u4fdd\u4e0e\u573a\u666f\u76f8\u5173\u65b9\u8fbe\u6210\u5176\u540c\u610f\u4f7f\u7528\u89c6\u9891\u5185\u5bb9\u7684\u534f\u8bae\uff0c\u540c\u65f6\u914d\u5907\u5408\u6210\u89c6\u9891\u68c0\u6d4b\u6a21\u578b\u3002\u5982\u679c\u60a8\u53d1\u73b0 ARLON \u88ab\u6ee5\u7528\u3001\u975e\u6cd5\u4f7f\u7528\u6216\u4fb5\u72af\u4e86\u60a8\u6216\u4ed6\u4eba\u7684\u6743\u5229\uff0c\u53ef\u4ee5\u5728\u5fae\u8f6f\u7684\u6ee5\u7528\u62a5\u544a\u95e8\u6237\u7f51\u7ad9\uff08https:\/\/msrc.microsoft.com\/report\/\uff09\u8fdb\u884c\u4e3e\u62a5\u3002<\/em><\/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\u4e9f\u9700\u89e3\u51b3\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\u52a8\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\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u5c24\u5176\u662f\u201c\u6587\u672c-\u89c6\u9891\u201d\uff08Text-to-Video, T2V\uff09\u6a21\u578b\u7684\u7814\u7a76\u4e2d\uff0c\u5982\u4f55\u9ad8\u6548\u751f\u6210\u5177\u6709\u4e30\u5bcc\u52a8\u6001\u548c\u65f6\u95f4\u4e00\u81f4\u6027\u7684\u957f\u89c6\u9891\u4e00\u76f4\u662f\u4e00\u4e2a\u6311\u6218\u3002\u5c3d\u7ba1 Transformer \u67b6\u6784\u548c\u6269\u6563\u6a21\u578b\u5728\u89c6\u9891\u751f\u6210\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u5728\u9ad8\u5206\u8fa8\u7387\u89c6\u9891\u7684\u8bad\u7ec3\u6210\u672c\u3001\u57fa\u4e8e\u6587\u672c\u6761\u4ef6\u7684\u53bb\u566a\u8fc7\u7a0b\u7684\u590d\u6742\u6027\u3001\u957f\u89c6\u9891\u751f\u6210\u4e2d\u7684\u4e00\u81f4\u6027\u95ee\u9898\u7b49\u65b9\u9762\u4ecd\u5b58\u5728\u91cd\u5927\u6311\u6218\u3002\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u4e86 ARLON \u6846\u67b6\uff0c\u65e8\u5728\u901a\u8fc7\u7ed3\u5408\u81ea\u56de\u5f52\uff08AR\uff09\u6a21\u578b\u548c\u6269\u6563\u53d8\u6362\u5668\uff08DiT\uff09\uff0c\u5b9e\u73b0\u5229\u7528\u6587\u672c\u63d0\u793a\uff0c\u5408\u6210\u9ad8\u8d28\u91cf\u3001\u4e2a\u6027\u5316\u7684\u957f\u89c6\u9891\u3002 \u8fd1\u5e74\u6765\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55\uff0c\u4e0d\u65ad\u63a8\u52a8\u7740\u201c\u6587\u672c-\u89c6\u9891\u201d\u751f\u6210\uff08Text-to-Video\uff0cT2V\uff09\u6280\u672f\u7684\u8fb9\u754c\u3002T2V \u6280\u672f\u7684\u6301\u7eed\u4f18\u5316\u4e0e\u521b\u65b0\uff0c\u4e3a\u4eba\u4eec\u63d0\u4f9b\u4e86\u4e30\u5bcc\u3001\u4fbf\u6377\u7684\u89c6\u9891\u5185\u5bb9\u521b\u4f5c\u4f53\u9a8c\u3002\u76f8\u5173\u7684\u7814\u7a76\u6210\u679c\u5728\u5a31\u4e50\u3001\u6559\u80b2\u4ee5\u53ca\u591a\u5a92\u4f53\u4ea4\u6d41\u7b49\u591a\u4e2a\u9886\u57df\u90fd\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u524d\u666f\u3002 \u4f20\u7edf\u7684 T2V 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