{"id":1156939,"date":"2025-11-27T19:43:47","date_gmt":"2025-11-28T03:43:47","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1156939"},"modified":"2025-11-27T19:43:49","modified_gmt":"2025-11-28T03:43:49","slug":"new-arrival-in-research-34","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-34\/","title":{"rendered":"NeurIPS\u4e0a\u65b0 | \u751f\u6210\u5f0fAI\u4e0e\u5177\u8eab\u667a\u80fd\uff1a\u4ece\u50cf\u7d20\u5230\u7269\u7406\u4e16\u754c\u7684\u4ea4\u4e92"},"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>\u5168\u7403\u9876\u7ea7\u4eba\u5de5\u667a\u80fd\u76db\u4f1a NeurIPS 2025 \u5373\u5c06\u62c9\u5f00\u5e37\u5e55\u3002\u5728\u672c\u5c4a\u5927\u4f1a\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5171\u670930\u591a\u7bc7\u8bba\u6587\u88ab\u63a5\u6536\u3002\u8fd9\u4e9b\u7814\u7a76\u6d89\u53ca\u4ece\u5927\u6a21\u578b\u57fa\u7840\u7406\u8bba\u5230\u524d\u6cbf\u5e94\u7528\u7684\u5404\u4e2a\u65b9\u9762\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u5c06\u901a\u8fc7\u56db\u671f\u201cNeurIPS\u4e0a\u65b0\u201d\uff0c\u6df1\u5165\u89e3\u8bfb\u5165\u9009\u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u6db5\u76d6<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-32\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5927\u6a21\u578b\u67b6\u6784\u4e0e\u52a0\u901f<\/a>\u3001<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-33\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5927\u6a21\u578b\u80fd\u529b\u4e0e\u5bf9\u9f50<\/a>\u3001\u751f\u6210\u5f0f AI \u4e0e\u5177\u8eab\u667a\u80fd\u3001AI \u521b\u65b0\u5e94\u7528\u7b49\u3002<\/p>\n\n\n\n<p>\u5728\u7b2c\u4e09\u671f\u4e2d\uff0c\u6211\u4eec\u5c06\u76ee\u5149\u6295\u5411\u751f\u6210\u5f0f AI\uff0c\u63a2\u8ba8\u5b83\u5982\u4f55\u8fdb\u5165\u4e09\u7ef4\u7a7a\u95f4\uff0c\u5e76\u4e0e\u7269\u7406\u4e16\u754c\u5b9e\u73b0\u9ad8\u6548\u4ea4\u4e92\u3002\u4f20\u7edf\u7684\u751f\u6210\u6a21\u578b\u4e3b\u8981\u96c6\u4e2d\u5728\u56fe\u50cf\u4e0e\u6587\u672c\u7684\u5408\u6210\uff0c\u4f46\u4e3a\u4e86\u5b9e\u73b0\u771f\u6b63\u7684\u901a\u7528 AI\uff0c\u6a21\u578b\u5fc5\u987b\u5177\u5907\u5bf9\u52a8\u6001\u73af\u5883\u3001\u4e09\u7ef4\u7ed3\u6784\u548c\u7269\u7406\u89c4\u5f8b\u7684\u7406\u89e3\u4e0e\u5efa\u6a21\u80fd\u529b\u3002\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u79ef\u6781\u63a8\u52a8\u751f\u6210\u6a21\u578b\u5411 3D \u51e0\u4f55\u91cd\u5efa\u3001\u9ad8\u4fdd\u771f\u52a8\u6001\u5185\u5bb9\u751f\u6210\uff0c\u4ee5\u53ca\u5177\u8eab\u667a\u80fd\u7684\u65b9\u5411\u53d1\u5c55\u3002\u6211\u4eec\u6b64\u524d\u4ecb\u7ecd\u8fc7<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/vasa-3d\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5229\u7528\u5355\u5f20\u8096\u50cf\u7167\u7247\u751f\u6210\u53ef\u5b9e\u65f6\u9a71\u52a8\u7684 3D \u6570\u5b57\u4eba\u751f\u6210\u6a21\u578b VASA-3D<\/a>\uff0c\u672c\u671f\u5c06\u7ee7\u7eed\u6cbf\u7740\u8fd9\u4e00\u65b9\u5411\uff0c\u5c55\u793a\u8fd9\u4e9b\u7814\u7a76\u5982\u4f55\u589e\u5f3a\u6a21\u578b\u7684\u4e16\u754c\u7406\u89e3\uff0c\u5e76\u8d4b\u80fd\u5de5\u7a0b\u8bbe\u8ba1\u4e0e\u81ea\u4e3b\u7cfb\u7edf\uff0c\u63a8\u52a8 AI \u4ece\u611f\u77e5\u5de5\u5177\u8fc8\u5411\u80fd\u591f\u9ad8\u6548\u884c\u52a8\u7684\u667a\u80fd\u4f53\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. Dyn-O\uff1a\u7528\u7269\u4f53\u4e2d\u5fc3\u8868\u5f81\u6765\u6784\u5efa\u7ed3\u6784\u5316\u4e16\u754c\u6a21\u578b<\/p>\n\n\n\n<p>02. \u4ee5\u56fe\u50cf\u4e3a\u4e16\u754c\uff1a\u901a\u8fc7\u5168\u666f\u89c6\u9891\u751f\u6210\u4ece\u5355\u5f20\u56fe\u50cf\u751f\u6210\u4ea4\u4e92\u5f0f\u4e16\u754c<\/p>\n\n\n\n<p>03. \u4ece\u5355\u5f20\u56fe\u50cf\u8fdb\u884c\u5168\u5411 3D \u573a\u666f\u91cd\u5efa<\/p>\n\n\n\n<p>04. \u57fa\u4e8e\u8bed\u4e49\u84b8\u998f\u7684\u4e00\u6b65\u5f0f\u6269\u6563\u6a21\u578b\u56fe\u50cf\u538b\u7f29<\/p>\n\n\n\n<p>05. VideoVLA\uff1a\u89c6\u9891\u751f\u6210\u5668\u53ef\u6210\u4e3a\u901a\u7528\u673a\u5668\u4eba\u673a\u68b0\u81c2<\/p>\n\n\n\n<p>06. \u6f5c\u5728\u52a8\u4f5c\u6a21\u578b\u7a76\u7adf\u5b66\u4e60\u4e86\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"01-dyn-o-\u7528\u7269\u4f53\u4e2d\u5fc3\u8868\u5f81\u6765\u6784\u5efa\u7ed3\u6784\u5316\u4e16\u754c\u6a21\u578b\">01. Dyn-O\uff1a\u7528\u7269\u4f53\u4e2d\u5fc3\u8868\u5f81\u6765\u6784\u5efa\u7ed3\u6784\u5316\u4e16\u754c\u6a21\u578b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"384\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-1-1024x384.png\" alt=\"paper\" class=\"wp-image-1156941\" style=\"width:600px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-1-1024x384.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-1-300x112.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-1-768x288.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-1-240x90.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-1.png 1185w\" 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\/abs\/2507.03298\">https:\/\/arxiv.org\/abs\/2507.03298<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5728\u4e16\u754c\u6a21\u578b\u76f8\u5173\u7684\u7814\u7a76\u4e2d\uff0c\u73b0\u6709\u65b9\u6cd5\u591a\u91c7\u7528\u6574\u4f53\u5f0f\u7684\u8868\u5f81\uff0c\u96be\u4ee5\u6355\u6349\u590d\u6742\u73af\u5883\u4e2d\u7269\u4f53\u95f4\u7684\u52a8\u6001\u4ea4\u4e92\uff0c\u5bfc\u81f4\u6cdb\u5316\u80fd\u529b\u53d7\u9650\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u51fa\u4e00\u79cd\u57fa\u4e8e\u7269\u4f53\u4e2d\u5fc3\u8868\u5f81\u6784\u5efa\u7684\u7ed3\u6784\u5316\u4e16\u754c\u6a21\u578b Dyn-O\u3002\u8be5\u6846\u67b6\u5305\u542b\u4e24\u5927\u6838\u5fc3\u9636\u6bb5\uff1a<\/p>\n\n\n\n<p>1. \u7269\u4f53\u4e2d\u5fc3\u8868\u5f81\u5b66\u4e60\uff1a\u4f7f\u7528\u9884\u8bad\u7ec3\u7684 Cosmos \u7f16\u7801\u5668\u63d0\u53d6\u56fe\u50cf\u7279\u5f81\uff0c\u5728\u8bad\u7ec3\u65f6\u7528 SAM2 \u6a21\u578b\u751f\u6210\u7684\u5206\u5272\u63a9\u7801\u5f15\u5bfc\u69fd\u6ce8\u610f\u529b\u6a21\u5757\uff08slot attention\uff09\u5c06\u573a\u666f\u81ea\u52a8\u89e3\u8026\u4e3a\u591a\u4e2a\u7269\u4f53\u69fd\u4f4d\uff08slots\uff09\u3002\u6bcf\u4e2a\u69fd\u4f4d\u7279\u5f81\u8fdb\u4e00\u6b65\u89e3\u8026\u4e3a\u9759\u6001\u7279\u5f81\uff08\u968f\u65f6\u95f4\u4fdd\u6301\u4e0d\u53d8\uff0c\u5982\u989c\u8272\u3001\u7eb9\u7406\uff09\u548c\u52a8\u6001\u7279\u5f81\uff08\u968f\u65f6\u95f4\u53d8\u5316\uff0c\u5982\u4f4d\u7f6e\u3001\u901f\u5ea6\uff09\uff0c\u901a\u8fc7\u5bf9\u6bd4\u635f\u5931\u3001\u5bf9\u6297\u8bad\u7ec3\u7b49\u673a\u5236\u5b9e\u73b0\u9ad8\u8d28\u91cf\u89e3\u8026\u3002\u63a8\u7406\u65f6\u65e0\u9700\u518d\u4f7f\u7528 SAM2 \u751f\u6210\u5206\u5272\u63a9\u7801\u3002<\/p>\n\n\n\n<p>2. \u52a8\u6001\u5efa\u6a21\uff1a\u5728\u69fd\u4f4d\u7279\u5f81\u7a7a\u95f4\u4e2d\u4f7f\u7528\u81ea\u6ce8\u610f\u529b\u6a21\u5757ention\uff09\u6355\u6349\u5efa\u6a21\u7269\u4f53\u95f4\u7684\u4ea4\u4e92\uff0c\u968f\u540e\u6bcf\u4e2a\u69fd\u4f4d\u901a\u8fc7\u72ec\u7acb\u7684\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff08SSM\uff09\u6765\u66f4\u65b0\u9690\u7a7a\u95f4\u72b6\u6001\uff0c\u6700\u540e\u9884\u6d4b\u5934\u8f93\u51fa\u4e0b\u4e00\u65f6\u523b\u7684\u69fd\u4f4d\u7279\u5f81\u3001\u5956\u52b1\u548c\u7ec8\u6b62\u4fe1\u53f7\uff0c\u901a\u8fc7\u9884\u8bad\u7ec3\u7684 Cosmos \u89e3\u7801\u5668\u5373\u53ef\u89e3\u7801\u81f3\u50cf\u7d20\u7a7a\u95f4\uff0c\u5b9e\u73b0\u591a\u6b65\u8f68\u8ff9\u751f\u6210\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"874\" height=\"431\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-2.png\" alt=\"diagram\" class=\"wp-image-1156942\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-2.png 874w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-2-300x148.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-2-768x379.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-2-240x118.png 240w\" sizes=\"auto, (max-width: 874px) 100vw, 874px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aDyn-O \u6846\u67b6\u6982\u89c8\uff1a\u7269\u4f53\u4e2d\u5fc3\u8868\u5f81\u5b66\u4e60\uff08\u5de6\uff09\u548c\u52a8\u6001\u5efa\u6a21\uff08\u53f3\uff09<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>Dyn-O \u57287\u4e2a Procgen \u6e38\u620f\u4e2d\u5c55\u73b0\u51fa\u663e\u8457\u4f18\u52bf\u3002\u76f8\u6bd4\u57fa\u7ebf\u6a21\u578b DreamerV3\uff0c\u957f\u7a0b\u8f68\u8ff9\u751f\u6210\u6548\u679c\u6307\u6807\u5927\u5e45\u63d0\u5347\uff08\u4f8b\u5982\uff0cLPIPS \u4ece0.42\u964d\u81f30.33\uff0cFVD \u4ece692.5\u964d\u81f3361.3\uff09\uff0c\u751f\u6210\u7684\u8f68\u8ff9\u66f4\u8fde\u8d2f\u3002\u540c\u65f6\uff0c\u8868\u5f81\u8d28\u91cf\u548c\u9759\u6001\/\u52a8\u6001\u89e3\u8026\u5ea6\u4f18\u4e8e\u57fa\u7ebf\u65b9\u6cd5\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u7279\u5f81\u89e3\u8026\u5141\u8bb8\u5728\u4fdd\u6301\u52a8\u6001\u4e00\u81f4\u7684\u524d\u63d0\u4e0b\u76f4\u63a5\u64cd\u63a7\u9759\u6001\u7279\u5f81\uff08\u4f8b\u5982\u4ea4\u6362\u7269\u4f53\u989c\u8272\uff09\uff0c\u4ece\u800c\u5b9e\u73b0\u53ef\u63a7\u751f\u6210\u3002<\/p>\n\n\n\n<p>\u8be5\u5de5\u4f5c\u9996\u6b21\u5728\u73af\u5883\u52a8\u6001\u590d\u6742\u5ea6\u9ad8\u7684\u6e38\u620f\u73af\u5883\u4e2d\u5b9e\u73b0\u9ad8\u8d28\u91cf\u7684\u57fa\u4e8e\u7269\u4f53\u4e2d\u5fc3\u8868\u5f81\u7684\u4e16\u754c\u6a21\u578b\uff0c\u8bc1\u660e\u4e86\u7ed3\u5408\u5206\u5272\u5148\u9a8c\u5f15\u5bfc\u7684 slot attention \u4e0e SSM \u52a8\u6001\u5efa\u6a21\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"02-\u4ee5\u56fe\u50cf\u4e3a\u4e16\u754c-\u901a\u8fc7\u5168\u666f\u89c6\u9891\u751f\u6210\u4ece\u5355\u5f20\u56fe\u50cf\u751f\u6210\u4ea4\u4e92\u5f0f\u4e16\u754c\">02. \u4ee5\u56fe\u50cf\u4e3a\u4e16\u754c\uff1a\u901a\u8fc7\u5168\u666f\u89c6\u9891\u751f\u6210\u4ece\u5355\u5f20\u56fe\u50cf\u751f\u6210\u4ea4\u4e92\u5f0f\u4e16\u754c<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"682\" height=\"254\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-3.png\" alt=\"paper\" class=\"wp-image-1156943\" style=\"width:600px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-3.png 682w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-3-300x112.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-3-240x89.png 240w\" sizes=\"auto, (max-width: 682px) 100vw, 682px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/image-as-a-world-generating-interactive-world-from-single-image-via-panoramic-video-generation\/\">https:\/\/www.microsoft.com\/en-us\/research\/publication\/image-as-a-world-generating-interactive-world-from-single-image-via-panoramic-video-generation\/<\/a><\/p>\n\n\n\n<p>\u4f20\u7edf\u7684\u56fe\u50cf\u6216\u8005\u89c6\u9891\u751f\u6210\u5927\u591a\u5c40\u9650\u5728\u5e73\u9762\u533a\u57df\u6216\u56fa\u5b9a\u89c6\u89d2\u5185\u3002\u7136\u800c\uff0c\u6c89\u6d78\u5f0f\u4f53\u9a8c\uff08\u5982 VR\/AR\uff09\u548c\u5177\u8eab\u667a\u80fd\u4f53\u73af\u5883\u6a21\u62df\u7b49\u573a\u666f\u9700\u8981\u7684\u662f\u4e00\u4e2a\u80fd\u591f\u652f\u6301\u4efb\u610f\u89c6\u89d2\u6f2b\u6e38\u3001\u5177\u5907\u4e09\u7ef4\u7ed3\u6784\u611f\uff0c\u5e76\u80fd\u968f\u65f6\u95f4\u6301\u7eed\u52a8\u6001\u6f14\u5316\u7684\u53ef\u4ea4\u4e92\u201c\u4e16\u754c\u201d\u3002\u76f8\u6bd4\u6602\u8d35\u3001\u590d\u6742\u7684\u591a\u89c6\u89d2\u6570\u636e\u91c7\u96c6\uff0c\u5355\u5f20\u56fe\u50cf\u662f\u4e00\u79cd\u66f4\u6613\u83b7\u53d6\u3001\u6210\u672c\u66f4\u4f4e\u3001\u6269\u5c55\u6027\u66f4\u5f3a\u7684\u8f93\u5165\u5f62\u5f0f\u3002\u56e0\u6b64\uff0c\u4e00\u4e2a\u5173\u952e\u95ee\u9898\u968f\u4e4b\u4ea7\u751f\uff1a\u662f\u5426\u80fd\u591f\u4ec5\u51ed\u4e00\u5f20\u666e\u901a\u56fe\u7247\u5c31\u6784\u5efa\u51fa\u4e00\u4e2a\u53ef\u63a2\u7d22\u3001\u53ef\u4ea4\u4e92\u3001\u53ef\u6301\u7eed\u751f\u6210\u7684360\u00b0\u52a8\u6001\u5168\u666f\u89c6\u754c\uff1f\u8fd9\u4e00\u4efb\u52a1\u6781\u5177\u6311\u6218\u6027\u3002\u6a21\u578b\u4e0d\u4ec5\u9700\u8981\u8865\u5168\u672a\u89c2\u6d4b\u533a\u57df\u3001\u63a8\u65ad\u5168\u5c40\u51e0\u4f55\u8bed\u4e49\u7ed3\u6784\uff0c\u8fd8\u9700\u8981\u5728\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u4fdd\u6301\u957f\u7a0b\u8fde\u8d2f\u6027\u4e0e\u8fd0\u52a8\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u5168\u65b0\u7684\u751f\u6210\u8303\u5f0f Image as a World (IaaW)\uff0c\u9996\u6b21\u5b9e\u73b0\u4e86\u4ece\u5355\u5f20 2D \u56fe\u50cf\u751f\u6210\u5177\u6709\u9ad8\u8d28\u91cf\u3001\u53ef\u4ea4\u4e92\u3001\u53ef\u6301\u7eed\u5ef6\u5c55\u7684360\u00b0\u5168\u666f\u89c6\u9891\u4e16\u754c\u3002\u5176\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u5168\u666f\u51e0\u4f55\u611f\u77e5\u6a21\u5757\u548c\u65f6\u7a7a\u8fde\u8d2f\u751f\u6210\u673a\u5236\u3002\u9996\u5148\uff0c\u6a21\u578b\u4ece\u5355\u56fe\u4e2d\u63a8\u7406\u6f5c\u5728\u7684\u7a7a\u95f4\u7ed3\u6784\uff0c\u5e76\u6295\u5f71\u5230\u7403\u9762\u5750\u6807\u7cfb\u4e2d\uff0c\u751f\u6210\u5168\u666f\u521d\u59cb\u4e16\u754c\u3002\u968f\u540e\uff0c\u6a21\u578b\u5229\u7528\u5176\u8bad\u7ec3\u597d\u7684\u5168\u666f\u52a8\u6001\u751f\u6210\u80fd\u529b\uff0c\u6839\u636e\u5047\u8bbe\u7684\u6444\u50cf\u673a\u8fd0\u52a8\u6216\u7528\u6237\u4ea4\u4e92\uff0c\u751f\u6210\u53ef\u4ee5\u4efb\u610f\u65cb\u8f6c\u3001\u5e73\u79fb\u4e0b\u7684\u8fde\u7eed\u5168\u666f\u89c6\u9891\u3002\u8fd9\u5176\u4e2d\u7684\u5173\u952e\u6280\u672f\u5728\u4e8e\u4fdd\u6301\u8de8\u89c6\u89d2\u51e0\u4f55\u4e00\u81f4\u6027\u7684\u540c\u65f6\uff0c\u4f7f\u751f\u6210\u89c6\u9891\u80fd\u591f\u5411\u672a\u6765\u65f6\u95f4\u81ea\u7136\u5ef6\u5c55\uff0c\u5448\u73b0\u7a33\u5b9a\u7684\u52a8\u6001\u6f14\u5316\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"806\" height=\"534\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-4.png\" alt=\"diagram\" class=\"wp-image-1156944\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-4.png 806w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-4-300x199.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-4-768x509.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-4-240x159.png 240w\" sizes=\"auto, (max-width: 806px) 100vw, 806px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aIaaW \u65b9\u6cd5\u6d41\u7a0b\u56fe<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>IaaW \u662f\u9996\u4e2a\u5b9e\u73b0\u201c\u5355\u56fe\u751f\u6210\u52a8\u6001\u5168\u666f\u4e16\u754c\u201d\u7684\u751f\u6210\u6846\u67b6\u3002\u5b83\u4e0d\u4ec5\u7a81\u7834\u4e86\u4f20\u7edf\u89c6\u9891\u751f\u6210\u5bf9\u8f93\u5165\u89c6\u89d2\u4e0e\u591a\u5e27\u5e8f\u5217\u7684\u4f9d\u8d56\uff0c\u4e5f\u4e3a\u6c89\u6d78\u5f0f\u5185\u5bb9\u521b\u4f5c\u63d0\u4f9b\u4e86\u66f4\u4f4e\u95e8\u69db\u3001\u66f4\u9ad8\u81ea\u7531\u5ea6\u7684\u6280\u672f\u8def\u5f84\u3002\u8fd9\u9879\u6210\u679c\u6781\u5927\u5730\u63d0\u5347\u4e86\u751f\u6210\u6a21\u578b\u5728\u865a\u62df\u73b0\u5b9e\u3001\u5143\u5b87\u5b99\u5185\u5bb9\u521b\u4f5c\u4ee5\u53ca\u5177\u8eab\u667a\u80fd\u4f53\u73af\u5883\u6a21\u62df\u7b49\u9886\u57df\u7684\u5e94\u7528\u6f5c\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"03-\u4ece\u5355\u5f20\u56fe\u50cf\u8fdb\u884c\u5168\u5411-3d-\u573a\u666f\u91cd\u5efa\">03. \u4ece\u5355\u5f20\u56fe\u50cf\u8fdb\u884c\u5168\u5411 3D \u573a\u666f\u91cd\u5efa<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"368\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-5-1024x368.png\" alt=\"paper\" class=\"wp-image-1156945\" style=\"width:600px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-5-1024x368.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-5-300x108.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-5-768x276.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-5-240x86.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-5.png 1055w\" 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\/omnidirectional-3d-scene-reconstruction-from-single-image\/\">https:\/\/www.microsoft.com\/en-us\/research\/publication\/omnidirectional-3d-scene-reconstruction-from-single-image\/<\/a><\/p>\n\n\n\n<p>\u4ece\u5355\u5f20 2D \u56fe\u50cf\u5b9e\u73b0360\u00b0\u5168\u5411 3D \u573a\u666f\u91cd\u5efa\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u81ea\u52a8\u9a7e\u9a76\u3001\u673a\u5668\u4eba\u53ca\u6c89\u6d78\u5f0f\u5a92\u4f53\u9886\u57df\u7684\u6838\u5fc3\u6311\u6218\u3002\u4f20\u7edf\u65b9\u6cd5\u5728\u5927\u89d2\u5ea6\u7684\u591a\u89c6\u89d2\u56fe\u50cf\u751f\u6210\u4e2d\u5b58\u5728\u51e0\u4f55\u7578\u53d8\u4e0e\u5185\u5bb9\u4e0d\u4e00\u81f4\u95ee\u9898\uff0c\u96be\u4ee5\u5b9e\u73b0\u9ad8\u8d28\u91cf\u7684\u4e09\u7ef4\u5168\u666f\u91cd\u5efa\u3002<\/p>\n\n\n\n<p>\u8be5\u8bba\u6587\u63d0\u51fa Omni3D \u6846\u67b6\uff0c\u4e00\u79cd\u57fa\u4e8e\u751f\u6210\u6a21\u578b\u548c\u9ad8\u65af\u6cfc\u6e85\u7684\u5355\u56fe\u50cf\u5168\u666f 3D \u91cd\u5efa\u65b0\u65b9\u6cd5\u3002\u8be5\u6846\u67b6\u6452\u5f03\u9690\u5f0f\u8f90\u5c04\u573a\uff0c\u91c7\u7528\u201c\u591a\u89c6\u89d2\u751f\u6210-\u5185\u5bb9\u548c\u51e0\u4f55\u4e00\u81f4\u6027\u4f18\u5316-\u663e\u5f0f\u91cd\u5efa\u201d\u4e09\u9636\u6bb5\u6d41\u7a0b\uff1a1\uff09\u591a\u89c6\u89d2\u56fe\u50cf\u751f\u6210\uff1a\u5229\u7528\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u591a\u89c6\u89d2\u56fe\u50cf\u751f\u6210\u6a21\u578b\uff08\u5982 LoRA \u5fae\u8c03\u7684 CogVideoX\uff09\uff0c\u6cbf\u5de6\u53f3\u4e0a\u4e0b\u56db\u6761\u8f68\u9053\u5206\u9636\u6bb5\u751f\u6210\u8986\u76d6\u7269\u4f53\u7684\u6b63\u9762\u3001\u4fa7\u9762\u53ca\u80cc\u9762\u7684\u8fde\u8d2f\u89c6\u56fe\uff1b2\uff09\u4f4d\u59ff-\u89c6\u56fe\u534f\u540c\u4f18\u5316\uff08PVO\uff09\uff1a\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u5f15\u5165 MASt3R \u7b49\u51e0\u4f55\u5148\u9a8c\uff0c\u901a\u8fc7\u6700\u5c0f\u5316\u8de8\u89c6\u56fe 3D \u91cd\u6295\u5f71\u8bef\u5dee\uff0c\u8fed\u4ee3\u534f\u540c\u4f18\u5316\u7684\u56fe\u50cf\u5185\u5bb9\u4e0e\u76f8\u673a\u4f4d\u59ff\uff08\u7ea63\u8f6e\u6536\u655b\uff09\uff0c\u663e\u8457\u589e\u5f3a\u4e0d\u540c\u89c6\u89d2\u56fe\u50cf\u7684\u5185\u5bb9\u548c\u51e0\u4f55\u4e00\u81f4\u6027\uff1b3\uff09\u663e\u5f0f 3D \u8868\u5f81\uff1a\u5728\u4f18\u5316\u540e\u7684\u591a\u89c6\u89d2\u56fe\u50cf\u4e0e\u7cbe\u786e\u4f4d\u59ff\u4e0a\u8bad\u7ec3 3D Gaussian Splatting\uff083DGS\uff09\uff0c\u83b7\u5f97\u652f\u6301\u5b9e\u65f6\u5168\u5411\u6e32\u67d3\u7684\u663e\u5f0f 3D \u8868\u8fbe\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"767\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-6.png\" alt=\"diagram, schematic\" class=\"wp-image-1156946\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-6.png 843w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-6-300x273.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-6-768x699.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-6-198x180.png 198w\" sizes=\"auto, (max-width: 843px) 100vw, 843px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aOmni3D \u65b9\u6cd5\u6d41\u7a0b\u6982\u89c8\uff1a\u901a\u8fc7\u4e09\u4e2a\u9636\u6bb5\u751f\u6210\u5168\u65b9\u4f4d\u65b0\u89c6\u56fe\uff0c\u5e76\u5229\u7528\u6210\u5bf9\u8fed\u4ee3\u7684 PVO \u4f18\u5316\u89c6\u56fe\u5185\u5bb9\u548c\u59ff\u6001\uff0c\u51cf\u5c11\u51e0\u4f55\u5931\u771f\uff0c\u6700\u7ec8\u7528 3DGS \u8868\u793a\u5b8c\u6574\u573a\u666f\u3002<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728 Tanks and Temples\u3001Mip-NeRF 360 \u53ca DL3DV \u6570\u636e\u96c6\u7684\u5b9e\u9a8c\u8868\u660e\uff0cOmni3D \u5728\u5168\u5411\u6e32\u67d3\u8d28\u91cf\u4e0a\u5168\u9762\u8d85\u8d8a\u4e86 ZeroNVS\u3001ViewCrafter\u3001LiftImage3D \u7b49\u524d\u6cbf\u65b9\u6cd5\u3002\u4ee5 Tanks and Temples \u4e3a\u4f8b\uff0cPSNR \u63d0\u5347\u8fbe1.45 dB\uff0c\u80cc\u9762\u672a\u89c1\u533a\u57df\u7684\u51e0\u4f55\u4e0e\u7eb9\u7406\u8865\u5168\u5c24\u4e3a\u5408\u7406\u3002\u6d88\u878d\u7814\u7a76\u8bc1\u5b9e PVO \u6a21\u5757\u8d21\u732e\u4e860.74 dB \u7684 PSNR \u589e\u76ca\uff0c\u4e14\u8be5\u6a21\u5757\u5177\u6709\u8f83\u597d\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u53ef\u9002\u7528\u4e8e\u4e0d\u540c\u7684\u751f\u6210\u6a21\u578b\u3002\u8be5\u7814\u7a76\u9996\u6b21\u5728\u5355\u56fe\u50cf\u8f93\u5165\u4e0b\u5b9e\u73b0\u4e86\u9ad8\u8d28\u91cf\u5168\u5411 3D \u91cd\u5efa\uff0c\u4e3a\u4f4e\u6210\u672c 3D \u5185\u5bb9\u521b\u4f5c\u3001AR\/VR \u6c89\u6d78\u5f0f\u4f53\u9a8c\u53ca\u673a\u5668\u4eba\u73af\u5883\u611f\u77e5\u63d0\u4f9b\u4e86\u9ad8\u6548\u3001\u5b9e\u7528\u7684\u65b0\u8303\u5f0f\uff0c\u6210\u529f\u5f25\u5408\u4e86\u751f\u6210\u5f0f\u6269\u6563\u6a21\u578b\u4e0e\u663e\u5f0f 3D \u8868\u5f81\u5728\u5168\u5411\u573a\u666f\u7406\u89e3\u4e2d\u7684\u9e3f\u6c9f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"04-\u57fa\u4e8e\u8bed\u4e49\u84b8\u998f\u7684\u4e00\u6b65\u5f0f\u6269\u6563\u6a21\u578b\u56fe\u50cf\u538b\u7f29\">04. \u57fa\u4e8e\u8bed\u4e49\u84b8\u998f\u7684\u4e00\u6b65\u5f0f\u6269\u6563\u6a21\u578b\u56fe\u50cf\u538b\u7f29<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"845\" height=\"342\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-7.png\" alt=\"paper\" class=\"wp-image-1156947\" style=\"width:600px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-7.png 845w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-7-300x121.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-7-768x311.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-7-240x97.png 240w\" sizes=\"auto, (max-width: 845px) 100vw, 845px\" \/><\/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\/2505.16687\">https:\/\/arxiv.org\/abs\/2505.16687<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u968f\u7740\u591a\u5a92\u4f53\u5185\u5bb9\u7684\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u9ad8\u6548\u7684\u56fe\u50cf\u538b\u7f29\u6280\u672f\u81f3\u5173\u91cd\u8981\u3002\u4f20\u7edf\u7684\u538b\u7f29\u65b9\u6cd5\u4fa7\u91cd\u4e8e\u4fe1\u53f7\u7684\u4fdd\u771f\u5ea6\uff0c\u4f46\u5f80\u5f80\u727a\u7272\u4e86\u89c6\u89c9\u8d28\u91cf\u3002\u800c\u8fd1\u671f\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u538b\u7f29\u65b9\u6cd5\u867d\u80fd\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u56fe\u50cf\uff0c\u5176\u591a\u6b65\u8fed\u4ee3\u7684\u672c\u8d28\u5374\u5bfc\u81f4\u4e86\u7f16\u89e3\u7801\u901f\u5ea6\u6162\uff0c\u96be\u4ee5\u5e94\u7528\u4e8e\u5b9e\u65f6\u4f20\u8f93\u573a\u666f\u3002\u8fd9\u5176\u4e2d\u7684\u6311\u6218\u5728\u4e8e\u5982\u4f55\u5229\u7528\u751f\u6210\u6a21\u578b\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u5728\u4e00\u6b65\u5230\u4f4d\uff08One-Step\uff09\u7684\u7f16\u89e3\u7801\u8fc7\u7a0b\u4e2d\u5b9e\u73b0\u9ad8\u538b\u7f29\u7387\u548c\u9ad8\u8bed\u4e49\u4fdd\u771f\u5ea6\u7684\u5e73\u8861\u3002<\/p>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u57fa\u4e8e\u4e00\u6b65\u5f0f\u6269\u6563\u6a21\u578b\u7684\u56fe\u50cf\u538b\u7f29\u65b9\u6cd5 OneDC\uff08One-step Diffusion-based generative image Codec\uff09\uff0c\u5176\u6838\u5fc3\u8bbe\u8ba1\u662f\u8bed\u4e49\u84b8\u998f\uff08semantic distillation\uff09\u3002\u8be5\u65b9\u6cd5\u5c06\u6574\u4e2a\u7f16\u89e3\u7801\u5efa\u6a21\u4e3a\u4e00\u4e2a\u5355\u6b65\u53bb\u566a\u8fc7\u7a0b\uff0c\u5229\u7528\u7f16\u7801\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u8d85\u5148\u9a8c\u4fe1\u606f\u66ff\u4ee3\u6269\u6563\u6a21\u578b\u5e38\u7528\u7684\u6587\u672c\u6761\u4ef6\uff0c\u63d0\u4f9b\u7cbe\u7ec6\u5316\u8bed\u610f\u5f15\u5bfc\u4ece\u800c\u589e\u5f3a\u751f\u6210\u8d28\u91cf\u3002\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u6a21\u578b\u5f15\u5165\u4e00\u4e2a\u8bed\u4e49\u84b8\u998f\u635f\u5931\uff0c\u7528\u4e8e\u989d\u5916\u5f3a\u5316\u8d85\u5148\u9a8c\u4fe1\u606f\u7684\u8bed\u610f\u8868\u5f81\u80fd\u529b\u3002\u8fd9\u4e2a\u635f\u5931\u9879\u8feb\u4f7f\u7f16\u7801\u5668\u5c06\u56fe\u50cf\u4e2d\u6700\u91cd\u8981\u7684\u9ad8\u7ea7\u8bed\u4e49\u7279\u5f81\uff08\u4f8b\u5982\u7269\u4f53\u7c7b\u522b\u3001\u573a\u666f\u5e03\u5c40\uff09\u6700\u5927\u5316\u5730\u538b\u7f29\u5230\u6709\u9650\u7684\u7f16\u7801\u6bd4\u7279\u6d41\u4e2d\u3002\u89e3\u7801\u5668\u5219\u5229\u7528\u8fd9\u4e2a\u5bcc\u542b\u8bed\u4e49\u7684\u7f16\u7801\uff0c\u901a\u8fc7\u4e00\u6b65\u5f0f\u6269\u6563\u8fc7\u7a0b\u5feb\u901f\u6062\u590d\u51fa\u9ad8\u8d28\u91cf\u56fe\u50cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"386\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-8-1024x386.png\" alt=\"figure\" class=\"wp-image-1156948\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-8-1024x386.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-8-300x113.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-8-768x290.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-8-1536x579.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-8-2048x773.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-8-240x91.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aOneDC \u80fd\u591f\u5b66\u4e60\u7d27\u51d1\u7684\u8bed\u4e49\u4fe1\u606f\u3002\u6211\u4eec\u53ef\u4ee5\u5c06\u56fe\u7247\u538b\u7f29\u81f3\u6587\u672c\u7ea7\u522b\u7684\u5927\u5c0f(\u4e00\u5f20768&#215;768\u56fe\u7247\u538b\u7f29\u81f30.24KB)\uff0c\u4f46\u662f\u91cd\u5efa\u4f9d\u7136\u6709\u5f88\u5f3a\u7684\u8bed\u4e49\u4e00\u81f4\u6027\u548c\u539f\u59cb\u7a7a\u95f4\u7ec6\u8282\u3002<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>OneDC \u5728\u4fdd\u6301\u6781\u9ad8\u538b\u7f29\u7387\u7684\u540c\u65f6\uff0c\u5b9e\u73b0\u4e86\u6781\u4f4e\u7684\u7f16\u89e3\u7801\u5ef6\u8fdf\uff0c\u56e0\u4e3a\u5b83\u5b8c\u5168\u907f\u514d\u4e86\u4f20\u7edf\u6269\u6563\u6a21\u578b\u6240\u9700\u7684\u6570\u767e\u6b21\u8fed\u4ee3\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u7531\u4e8e\u8bed\u4e49\u84b8\u998f\u7684\u5f15\u5165\uff0c\u76f8\u6bd4\u4e8e\u4f20\u7edf\u65b9\u6cd5\uff0c\u5373\u4f7f\u5728\u6781\u4f4e\u7801\u7387\u4e0b\uff0c\u8be5\u65b9\u6cd5\u91cd\u6784\u7684\u56fe\u50cf\u4ecd\u80fd\u4fdd\u6301\u51fa\u8272\u7684\u89c6\u89c9\u8d28\u91cf\u548c\u8bed\u4e49\u5b8c\u6574\u6027\uff0c\u4f8b\u5982\u56fe\u50cf\u4e2d\u7684\u7269\u4f53\u8bc6\u522b\u51c6\u786e\u7387\u66f4\u9ad8\u3002\u76f8\u6bd4\u4e4b\u524d SOTA \u7684\u65b9\u6cd5\u80fd\u8282\u770140%\u7684\u7801\u7387\u5f00\u9500\uff0c\u5e76\u4e14\u52a0\u901f\u80fd\u5feb20\u500d\u4ee5\u4e0a\u3002\u8fd9\u9879\u5de5\u4f5c\u4e3a\u4e0b\u4e00\u4ee3\u9ad8\u6548\u3001\u9ad8\u8bed\u4e49\u4fdd\u771f\u5ea6\u7684\u56fe\u50cf\u538b\u7f29\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u6280\u672f\u8def\u5f84\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"05-videovla-\u89c6\u9891\u751f\u6210\u5668\u53ef\u6210\u4e3a\u901a\u7528\u673a\u5668\u4eba\u673a\u68b0\u81c2\">05. VideoVLA\uff1a\u89c6\u9891\u751f\u6210\u5668\u53ef\u6210\u4e3a\u901a\u7528\u673a\u5668\u4eba\u673a\u68b0\u81c2<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"853\" height=\"294\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-11.png\" alt=\"paper\" class=\"wp-image-1156951\" style=\"width:600px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-11.png 853w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-11-300x103.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-11-768x265.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-11-240x83.png 240w\" sizes=\"auto, (max-width: 853px) 100vw, 853px\" \/><\/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:\/\/openreview.net\/forum?id=UPHlqbZFZB\">https:\/\/openreview.net\/forum?id=UPHlqbZFZB<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u673a\u5668\u4eba\u5b66\u4e60\u9762\u4e34\u7684\u4e3b\u8981\u6311\u6218\u662f\u6cdb\u5316\u6027\u5dee\u548c\u6570\u636e\u6548\u7387\u4f4e\u3002\u4f20\u7edf\u7684\u673a\u5668\u4eba\u63a7\u5236\u9700\u8981\u5927\u91cf\u7684\u7279\u5b9a\u4efb\u52a1\u6570\u636e\uff0c\u4e14\u96be\u4ee5\u8fc1\u79fb\u81f3\u65b0\u7684\u73af\u5883\u6216\u65b0\u7684\u4efb\u52a1\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u89c6\u9891\u751f\u6210\u6a21\u578b\u5728\u7406\u89e3\u548c\u6a21\u62df\u590d\u6742\u52a8\u6001\u65b9\u9762\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\u3002\u90a3\u4e48\u80fd\u5426\u5c06\u89c6\u9891\u751f\u6210\u6a21\u578b\u5f3a\u5927\u7684\u65f6\u7a7a\u9884\u6d4b\u548c\u4e16\u754c\u5efa\u6a21\u80fd\u529b\uff0c\u76f4\u63a5\u8fc1\u79fb\u548c\u8f6c\u5316\u4e3a\u901a\u7528\u673a\u5668\u4eba\u673a\u68b0\u81c2\u7684\u52a8\u4f5c\u89c4\u5212\u80fd\u529b\uff1f<\/p>\n\n\n\n<p>\u8be5\u7814\u7a76\u63d0\u51fa\u4e86 VideoVLA \u6846\u67b6\uff0c\u5176\u6838\u5fc3\u5728\u4e8e\u5c06\u901a\u7528\u89c6\u9891\u751f\u6210\u6a21\u578b\u8f6c\u6362\u4e3a\u4e00\u4e2a\u89c4\u5212\u548c\u63a7\u5236\u4ee3\u7406\u3002\u4e0e\u201c\u5148\u60f3\u8c61\u89c6\u9891\u3001\u518d\u63a8\u52a8\u4f5c\u201d\u7684\u4f20\u7edf\u4e24\u9636\u6bb5\u65b9\u6cd5\u4e0d\u540c\uff0cVideoVLA \u5c06\u9884\u8bad\u7ec3\u89c6\u9891\u751f\u6210\u6a21\u578b\u6269\u5c55\u4e3a\u4e00\u4e2a\u80fd\u591f\u540c\u65f6\u751f\u6210\u672a\u6765\u89c6\u89c9\u573a\u666f\u548c\u673a\u5668\u4eba\u52a8\u4f5c\u7684\u7edf\u4e00\u751f\u6210\u6a21\u578b\u3002\u7814\u7a76\u5458\u4eec\u5c06\u52a8\u4f5c\u4e0e\u89c6\u9891\u5e27\u5171\u540c\u4f5c\u4e3a\u6269\u6563\u6a21\u578b\u7684\u8f93\u51fa\u6a21\u6001\uff0c\u8ba9\u6a21\u578b\u5728\u9884\u6d4b\u672a\u6765\u753b\u9762\u65f6\u540c\u6b65\u751f\u6210\u4e0e\u4e4b\u5339\u914d\u7684\u63a7\u5236\u4fe1\u53f7\u3002\u8fd9\u6837\uff0c\u673a\u5668\u4eba\u201c\u770b\u89c1\u672a\u6765\u201d\u548c\u201c\u51b3\u5b9a\u884c\u52a8\u201d\u4e0d\u518d\u662f\u4e24\u4e2a\u5b64\u7acb\u6b65\u9aa4\uff0c\u800c\u662f\u5728\u540c\u4e00\u751f\u6210\u8fc7\u7a0b\u4e2d\u5f7c\u6b64\u7ea6\u675f\u3001\u5171\u540c\u4f18\u5316\u7684\u7ed3\u679c\uff0c\u4ee5\u786e\u4fdd\u52a8\u4f5c\u80fd\u591f\u771f\u5b9e\u4fc3\u6210\u6a21\u578b\u201c\u60f3\u8c61\u201d\u7684\u672a\u6765\u72b6\u6001\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"327\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-10-1024x327.png\" alt=\"diagram\" class=\"wp-image-1156950\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-10-1024x327.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-10-300x96.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-10-768x245.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-10-240x77.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-10.png 1289w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1aVideoVLA \u6846\u67b6\u793a\u610f\u56fe\u3002\u7ed9\u5b9a\u8bed\u8a00\u6307\u4ee4\u4e0e\u5f53\u524d\u56fe\u50cf\uff0c\u6a21\u578b\u53ef\u540c\u65f6\u9884\u6d4b\u52a8\u4f5c\u5e8f\u5217\u5e76\u751f\u6210\u5bf9\u5e94\u7684\u672a\u6765\u89c6\u9891\uff0c\u5c55\u793a\u4e86\u52a8\u4f5c\u5bf9\u73af\u5883\u7684\u7269\u7406\u5f71\u54cd\u3002<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u901a\u8fc7\u5728\u5927\u91cf\u89c6\u9891\u6570\u636e\u548c\u673a\u5668\u4eba\u64cd\u4f5c\u6570\u636e\u4e0a\u7684\u8054\u5408\u8bad\u7ec3\uff0cVideoVLA \u5b66\u4f1a\u4e86\u5c06\u89c6\u89c9\u52a8\u6001\u4e0e\u53ef\u6267\u884c\u52a8\u4f5c\u4e00\u4f53\u5316\u5730\u5efa\u6a21\uff0c\u4ece\u800c\u5177\u5907\u4e86\u5f3a\u5927\u7684\u8de8\u573a\u666f\u3001\u8de8\u7269\u4f53\u548c\u8de8\u4efb\u52a1\u7684\u6cdb\u5316\u80fd\u529b\u3002\u5b9e\u9a8c\u663e\u793a\uff0c\u5b83\u4e0d\u4ec5\u80fd\u591f\u5904\u7406\u8bad\u7ec3\u4e2d\u672a\u51fa\u73b0\u8fc7\u7684\u65b0\u73af\u5883\u548c\u65b0\u7269\u4f53\uff0c\u8fd8\u80fd\u591f\u5229\u7528\u6765\u81ea\u4e0d\u540c\u673a\u5668\u4eba\u5e73\u53f0\u7684\u6570\u636e\u8fdb\u884c\u8de8\u8eab\u4f53\u7ed3\u6784\u8fc1\u79fb\uff0c\u5728\u4e0d\u4f9d\u8d56\u4efb\u52a1\u7279\u5b9a\u5fae\u8c03\u7684\u60c5\u51b5\u4e0b\u5b8c\u6210\u591a\u79cd\u64cd\u4f5c\u4efb\u52a1\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u6a21\u578b\u751f\u6210\u7684\u89c6\u9891\u9884\u6d4b\u8d8a\u5408\u7406\uff0c\u5bf9\u5e94\u52a8\u4f5c\u6210\u529f\u7684\u6982\u7387\u5c31\u8d8a\u9ad8\uff0c\u8868\u660e\u89c6\u89c9\u751f\u6210\u80fd\u529b\u672c\u8eab\u5df2\u6210\u4e3a\u6709\u6548\u7684\u4e16\u754c\u6a21\u578b\u76d1\u7763\u4fe1\u53f7\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"06-\u6f5c\u5728\u52a8\u4f5c\u6a21\u578b\u7a76\u7adf\u5b66\u4e60\u4e86\u4ec0\u4e48\">06. \u6f5c\u5728\u52a8\u4f5c\u6a21\u578b\u7a76\u7adf\u5b66\u4e60\u4e86\u4ec0\u4e48\uff1f<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"853\" height=\"294\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-11-1.png\" alt=\"paper\" class=\"wp-image-1156952\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-11-1.png 853w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-11-1-300x103.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-11-1-768x265.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-11-1-240x83.png 240w\" sizes=\"auto, (max-width: 853px) 100vw, 853px\" \/><\/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\/2506.15691\">https:\/\/arxiv.org\/abs\/2506.15691<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u5728\u5177\u8eab\u667a\u80fd\u7cfb\u7edf\u4e2d\uff0c\u6f5c\u5728\u52a8\u4f5c\u6a21\u578b\uff08Latent Action Models, LAMs\uff09\u53d8\u5f97\u6d41\u884c\u8d77\u6765\u3002\u5b83\u80fd\u591f\u4ece\u65e0\u6807\u7b7e\u7684\u89c6\u9891\u8f68\u8ff9\u4e2d\u5b66\u4e60\u4f4e\u7ef4\u6f5c\u5728\u52a8\u4f5c\u8868\u5f81\uff0c\u4ee5\u5b9e\u73b0\u52a8\u4f5c\u65e0\u5173\uff08action-free\uff09\u7684\u4e16\u754c\u6a21\u578b\u9884\u8bad\u7ec3\u3002\u8fd9\u79cd\u62bd\u8c61\u5316\u88ab\u8ba4\u4e3a\u6709\u52a9\u4e8e\u7b80\u5316\u5b66\u4e60\u4efb\u52a1\u5e76\u63d0\u9ad8\u6cdb\u5316\u80fd\u529b\u3002\u7136\u800c\uff0cLAMs \u7684\u9ed1\u7bb1\u6027\u8d28\u963b\u788d\u4e86\u5bf9\u5176\u5185\u90e8\u673a\u5236\u7684\u7406\u89e3\u3002\u8fd9\u4e9b\u6f5c\u5728\u52a8\u4f5c\u7a76\u7adf\u6355\u6349\u4e86\u7531\u4ee3\u7406\u52a8\u4f5c\u5f15\u8d77\u7684\u53ef\u63a7\u53d8\u5316\uff08controllable changes\uff0c\u5982\u673a\u68b0\u81c2\u7684\u8fd0\u52a8\uff09\uff0c\u8fd8\u662f\u73af\u5883\u4e2d\u7684\u5916\u751f\u566a\u58f0\uff08exogenous noise\uff0c\u5982\u5176\u4ed6\u7269\u4f53\u8fd0\u52a8\uff09\uff1f\u7f3a\u4e4f\u8fd9\u79cd\u7406\u89e3\uff0c\u4f7f\u5f97 LAMs \u7684\u8bbe\u8ba1\u548c\u8c03\u8bd5\u53d8\u5f97\u56f0\u96be\u3002<\/p>\n\n\n\n<p>\u672c\u7bc7\u8bba\u6587\u4ece\u53ef\u89e3\u91ca\u6027\u548c\u7406\u8bba\u5206\u6790\u7684\u89d2\u5ea6\uff0c\u5bf9 LAMs \u7684\u5185\u90e8\u5b66\u4e60\u673a\u5236\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u63a2\u7a76\u3002\u7814\u7a76\u5458\u4eec\u805a\u7126\u4e86\u4e00\u4e2a\u53ef\u89e3\u6790\u7684\u7ebf\u6027 LAM \u8bbe\u5b9a\uff0c\u63a8\u5bfc\u51fa\u5176\u95ed\u5f0f\u89e3\uff0c\u5e76\u8bbe\u8ba1\u4e86\u4e00\u7cfb\u5217\u8bca\u65ad\u5de5\u5177\u548c\u5e72\u9884\u5b9e\u9a8c\u3002\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u6570\u636e\u589e\u5f3a\uff08\u53bb\u9664\u72b6\u6001\u4fe1\u606f\uff09\u3001\u6781\u5c11\u91cf\u52a8\u4f5c\u6807\u7b7e\u8f85\u52a9\u76d1\u7763\u3001\u589e\u52a0\u7b56\u7565\u968f\u673a\u6027\u7b49\u5e72\u9884\u624b\u6bb5\uff0c\u6d4b\u91cf\u8fd9\u4e9b\u5e72\u9884\u5982\u4f55\u5f71\u54cd\u6f5c\u5728\u7a7a\u95f4\u5bf9\u53ef\u63a7\u53d8\u5316\u4e0e\u4e0d\u53ef\u63a7\u566a\u58f0\u7684\u6355\u6349\u3002\u968f\u540e\uff0c\u4f7f\u7528\u7ebf\u6027\u63a2\u9488\uff08linear probing\uff09\u548c\u63d0\u51fa\u7684 LLO \u6307\u6807\uff08\u8861\u91cf\u4ece\u6f5c\u5728\u7a7a\u95f4\u7ebf\u6027\u9884\u6d4b\u53ef\u63a7\u53d8\u5316\u7684\u96be\u6613\u5ea6\uff09\u6765\u91cf\u5316\u6f5c\u5728\u52a8\u4f5c\u4e0e\u771f\u6b63\u51b3\u7b56\u76f8\u5173\u4fe1\u606f\u7684\u5173\u8054\u5f3a\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"722\" height=\"310\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-12.png\" alt=\"diagram, schematic\" class=\"wp-image-1156953\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-12.png 722w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-12-300x129.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/11\/new-arrival-in-research-34-12-240x103.png 240w\" sizes=\"auto, (max-width: 722px) 100vw, 722px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1a\u7ebf\u6027 LAMs \u7684\u5b66\u4e60\u673a\u5236\u6982\u8ff0<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7814\u7a76\u53d1\u73b0\uff0c\u65e0\u7ea6\u675f\u7684 LAMs \u672c\u8d28\u4e0a\u5bf9\u5e27\u95f4\u5dee\u5f02\u6267\u884c\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\uff0c\u4f18\u5148\u6355\u6349\u6700\u9ad8\u65b9\u5dee\u7684\u65b9\u5411\uff0c\u65e0\u8bba\u8be5\u65b9\u5dee\u6765\u81ea\u53ef\u63a7\u53d8\u5316\u8fd8\u662f\u5916\u751f\u566a\u58f0\u3002\u5728\u566a\u58f0\u4e3b\u5bfc\u6216\u7b56\u7565\u786e\u5b9a\u6027\u5f3a\u65f6\uff0c\u6f5c\u5728\u7a7a\u95f4\u5bb9\u6613\u88ab\u4e0d\u53ef\u63a7\u56e0\u7d20\u6c61\u67d3\u3002\u53ea\u6709\u5728\u566a\u58f0\u8f83\u4f4e\u3001\u7b56\u7565\u8db3\u591f\u968f\u673a\u5e76\u65bd\u52a0\u7b80\u5355\u5e72\u9884\uff08\u5982\u6570\u636e\u589e\u5f3a\u62161%\u52a8\u4f5c\u6807\u7b7e\uff09\u7684\u60c5\u51b5\u4e0b\uff0c\u6f5c\u5728\u7a7a\u95f4\u624d\u80fd\u66f4\u597d\u5730\u5bf9\u9f50\u771f\u6b63\u7531\u52a8\u4f5c\u5f15\u8d77\u7684\u53ef\u63a7\u53d8\u5316\u3002\u8be5\u8bba\u6587\u5728\u6781\u7b80\u73af\u5883\u4e2d\u5c55\u793a\u4e86\u6574\u4f53\u65b9\u5dee\u65b9\u5411\u53ef\u80fd\u5305\u542b\u989c\u8272\/\u4f4d\u7f6e\u53d8\u5316\u7684\u6df7\u5408\u3002<\/p>\n\n\n\n<p>\u8be5\u7814\u7a76\u9996\u6b21\u4ece\u7406\u8bba\u5c42\u9762\u63ed\u793a\u4e86 LAMs \u7684\u5b66\u4e60\u673a\u5236\uff0c\u8bc1\u660e\u4e86\u5176\u5e76\u975e\u5929\u7136\u6355\u6349\u51b3\u7b56\u5173\u952e\u7684\u9ad8\u5c42\u6b21\u62bd\u8c61\uff0c\u800c\u662f\u5bf9\u5e27\u5dee\u7684\u76f2\u76ee\u65b9\u5dee\u5efa\u6a21\u3002\u4f46\u662f\uff0c\u8fd9\u53ef\u4ee5\u901a\u8fc7\u5bf9\u4e8e LAMs 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