{"id":1144519,"date":"2025-07-10T18:15:52","date_gmt":"2025-07-11T01:15:52","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1144519"},"modified":"2025-07-10T18:31:33","modified_gmt":"2025-07-11T01:31:33","slug":"renderformer","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/renderformer\/","title":{"rendered":"RenderFormer: \u795e\u7ecf\u7f51\u7edc\u5982\u4f55\u91cd\u58513D\u6e32\u67d3\uff1f"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u5728\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u53d1\u5c55\u6570\u5341\u5e74\u4e4b\u540e\uff0c\u6e32\u67d3\u6280\u672f\u6b63\u8fce\u6765\u4e00\u6b21\u7531\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u9769\u65b0\u3002\u4f20\u7edf\u7684\u6e32\u67d3\u65b9\u6cd5\u4f9d\u8d56\u590d\u6742\u7684\u51e0\u4f55\u5efa\u6a21\u548c\u7269\u7406\u5149\u5b66\u516c\u5f0f\uff0c\u800c\u795e\u7ecf\u7f51\u7edc\u6e32\u67d3\uff08neural rendering\uff09\u5219\u5c1d\u8bd5\u4ee5\u5b66\u4e60\u7684\u65b9\u5f0f\u5efa\u6a21\u5149\u7ebf\u4f20\u64ad\u8fc7\u7a0b\u3002\u8fd1\u671f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u7684 RenderFormer \u6a21\u578b\u9996\u6b21\u5c55\u793a\u4e86\u5168\u65b0\u7684\u56fe\u5f62\u6e32\u67d3\u80fd\u529b\uff0c\u53ef\u5728\u4e0d\u4f9d\u8d56\u4f20\u7edf\u5149\u7ebf\u8ffd\u8e2a\u6216\u5149\u6805\u5316\u7684\u524d\u63d0\u4e0b\uff0c\u4ec5\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u5c31\u80fd\u5b9e\u73b0\u652f\u6301\u4efb\u610f\u573a\u666f\u8f93\u5165\u4e14\u5177\u5907\u5168\u5c40\u5149\u7167\u6548\u679c\u76843D\u6e32\u67d3\u3002RenderFormer \u4e3a\u6784\u5efa\u6e32\u67d3\u9886\u57df\u7684\u57fa\u7840\u6a21\u578b\u8fc8\u51fa\u4e86\u5173\u952e\u4e00\u6b65\uff0c\u4e5f\u4e3a\u795e\u7ecf\u6e32\u67d3\u4e0e\u751f\u6210\u6a21\u578b\u7b49\u65b9\u5411\u7684\u878d\u5408\u63d0\u4f9b\u4e86\u65b0\u7684\u53ef\u80fd\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>3D\u6e32\u67d3\uff083D rendering\uff09\u662f\u5c06\u4e09\u7ef4\u6a21\u578b\u8f6c\u6362\u4e3a\u4e8c\u7ef4\u56fe\u50cf\u7684\u8fc7\u7a0b\uff0c\u662f\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u4e2d\u7684\u6838\u5fc3\u73af\u8282\u4e4b\u4e00\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6e38\u620f\u3001\u5f71\u89c6\u3001\u865a\u62df\u73b0\u5b9e\u3001\u5efa\u7b51\u53ef\u89c6\u5316\u7b49\u573a\u666f\u3002\u8fc7\u53bb\u51e0\u5341\u5e74\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u901a\u5e38\u91c7\u7528\u57fa\u4e8e\u7269\u7406\u7684\u5efa\u6a21\u65b9\u6cd5\uff0c\u5305\u62ec\u5149\u7ebf\u8ffd\u8e2a\u548c\u5149\u6805\u5316\u6280\u672f\uff0c\u5176\u672c\u8d28\u662f\u5229\u7528\u6570\u5b66\u516c\u5f0f\u548c\u4eba\u5de5\u7ecf\u9a8c\u5efa\u6a21\u771f\u5b9e\u4e16\u754c\u7684\u7269\u7406\u8fc7\u7a0b\u3002\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u5c24\u5176\u662f\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u79d1\u7814\u4eba\u5458\u9010\u6e10\u5f00\u59cb\u5c06\u795e\u7ecf\u7f51\u7edc\u7528\u4e8e\u6e32\u67d3\u8fc7\u7a0b\uff0c\u5e76\u884d\u751f\u51fa\u795e\u7ecf\u7f51\u7edc\u6e32\u67d3\uff08neural rendering\uff09\u8fd9\u4e00\u5168\u65b0\u7684\u7814\u7a76\u9886\u57df\u3002<\/p>\n\n\n\n<p>\u795e\u7ecf\u7f51\u7edc\u6e32\u67d3\u878d\u5408\u4e86\u673a\u5668\u5b66\u4e60\u4e0e\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\uff0c\u5229\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5bf9\u573a\u666f\u8fdb\u884c\u5efa\u6a21\u4e0e\u6e32\u67d3\uff0c\u80fd\u591f\u9ad8\u6548\u62df\u5408\u590d\u6742\u7684\u5149\u7ebf\u4f20\u8f93\u8fc7\u7a0b\uff0c\u65e0\u9700\u7406\u89e3\u548c\u5904\u7406\u5e95\u5c42\u7684\u7269\u7406\u5149\u5b66\u903b\u8f91\uff0c\u5e76\u53ef\u4ee5\u5f88\u597d\u5730\u4e0e\u5176\u4ed6\u4eba\u5de5\u667a\u80fd\u6a21\u5757\u7ed3\u5408\u8fdb\u884c\u7aef\u5230\u7aef\u8bad\u7ec3\uff0c\u534f\u540c\u4f18\u5316\u7279\u5b9a\u4efb\u52a1\u8868\u73b0\u3002\u7136\u800c\uff0c\u5f53\u524d\u5927\u591a\u6570\u65b9\u6cd5\u4ecd\u4f9d\u8d56\u56fe\u50cf\u8f93\u5165\uff0c\u7f3a\u4e4f\u5bf9\u539f\u59cb\u51e0\u4f55\u548c\u7269\u7406\u6750\u8d28\u4fe1\u606f\u7684\u652f\u6301\uff0c\u4e14\u5f80\u5f80\u9700\u8981\u4e3a\u6bcf\u4e2a\u65b0\u573a\u666f\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\uff0c\u96be\u4ee5\u5b9e\u73b0\u8de8\u573a\u666f\u6cdb\u7528\u5316\uff0c\u9650\u5236\u4e86\u5176\u5728\u66f4\u5e7f\u6cdb\u5e94\u7528\u4e2d\u7684\u53d1\u5c55\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"renderformer-\u4e00\u4f53\u5316\u795e\u7ecf\u6e32\u67d3\u67b6\u6784\">RenderFormer\uff1a\u4e00\u4f53\u5316\u795e\u7ecf\u6e32\u67d3\u67b6\u6784<\/h2>\n\n\n\n<p>\u82e5\u8981\u6784\u5efa\u4e00\u4e2a\u6e32\u67d3\u9886\u57df\u7684\u57fa\u7840\u6a21\u578b\uff08foundation model for rendering\uff09\uff0c\u9700\u8981\u6a21\u578b\u5177\u5907\u4ee5\u4e0b\u7279\u6027\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u6301\u6700\u6807\u51c6\u7684\u4f20\u7edf\u56fe\u5f62\u5b66\u7684\u573a\u666f\u63cf\u8ff0\uff0c\u4ee5\u4e09\u89d2\u5f62\u7f51\u683c\u548c\u5b9a\u4e49\u5728\u4e09\u89d2\u5f62\u7f51\u683c\u4e0a\u7684\u6750\u8d28\u4fe1\u606f\u6765\u8868\u8fbe\u573a\u666f\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u5b8c\u6574\u7684\u6e32\u67d3\u6548\u679c\uff0c\u5373\u652f\u6301\u5168\u5c40\u5149\u7167\uff08global illumination\uff09\uff1b<\/li>\n\n\n\n<li>\u4e0d\u4f9d\u8d56\u4efb\u4f55\u4f20\u7edf\u7684\u56fe\u5f62\u5b66\u6e32\u67d3\u8ba1\u7b97\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u4e0d\u9700\u8981\u5149\u7ebf\u8ffd\u8e2a\uff08ray-tracing\uff09\u4e5f\u4e0d\u9700\u8981\u5149\u6805\u5316\uff08rasterization\uff09\uff0c\u5b8c\u5168\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u7aef\u5230\u7aef\u7684\u56fe\u50cf\u5408\u6210\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u57fa\u4e8e\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u901a\u7528\u7684\u795e\u7ecf\u7f51\u7edc\u6e32\u67d3\u6a21\u578b RenderFormer\u3002\u8be5\u6a21\u578b\u7b2c\u4e00\u6b21\u8bc1\u660e\u4e86\u673a\u5668\u5b66\u4e60\u53ef\u4ee5\u5b66\u4e60\u5e76\u5b9e\u73b0\u4e00\u4e2a\u6cdb\u7528\u6027\u7684\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u6e32\u67d3\u7ba1\u7ebf\uff0c\u65e0\u9700\u663e\u5f0f\u7684\u5149\u7ebf\u8ffd\u8e2a\u6216\u5149\u6805\u5316\u8fc7\u7a0b\uff0c\u5c31\u80fd\u5b9e\u73b0\u652f\u6301\u4efb\u610f\u573a\u666f\u8f93\u4e14\u5177\u5907\u5168\u5c40\u5149\u7167\u6548\u679c\u7684 3D \u6e32\u67d3\u3002\u8be5\u6210\u679c\u5df2\u88ab SIGGRAPH 2025 \u63a5\u6536\uff0c\u5e76\u5728 GitHub \u4e0a\u5f00\u6e90\u3002<\/p>\n\n\n\n<p><strong>RenderFormer: Transformer-based Neural Rendering of Triangle Meshes with Global Illumination<\/strong><\/p>\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\/2505.21925\">https:\/\/arxiv.org\/abs\/2505.21925<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>GitHub \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:\/\/microsoft.github.io\/renderformer\">https:\/\/microsoft.github.io\/renderformer<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"427\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-1-1024x427.png\" alt=\"diagram, schematic\" class=\"wp-image-1144521\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-1-1024x427.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-1-300x125.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-1-768x320.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-1-1536x640.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-1-2048x853.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-1-240x100.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aRenderFormer \u57fa\u672c\u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<p>RenderFormer \u7684\u57fa\u672c\u67b6\u6784\u5982\u56fe1\u6240\u793a\u3002\u6574\u4e2a\u573a\u666f\u8f93\u5165\u90fd\u662f\u7531\u5728\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7684\u4e09\u89d2\u5f62\u7f51\u683c\uff08triangle token\uff09\u8fdb\u884c\u8868\u8fbe\uff0c\u5176\u4e2d\u6bcf\u4e2a\u4e09\u89d2\u5f62\u90fd\u5305\u542b\u5176\u4e09\u7ef4\u7a7a\u95f4\u4f4d\u7f6e\u3001\u6cd5\u7ebf\u65b9\u5411\u4ee5\u53ca\u7269\u7406\u5149\u5b66\u6750\u8d28\u5c5e\u6027\uff08\u5982\u6f2b\u53cd\u5c04\u989c\u8272\u3001\u9ad8\u5149\u989c\u8272\u548c\u7c97\u7cd9\u5ea6\u7b49\uff09\u3002\u573a\u666f\u4e2d\u7684\u5149\u7167\u4e5f\u901a\u8fc7\u4e09\u89d2\u5f62\u6765\u8868\u8fbe\uff0c\u6bcf\u4e2a\u4e09\u89d2\u5f62\u90fd\u6709\u4e00\u4e2a\u81ea\u53d1\u5149\u5c5e\u6027\uff0c\u5bf9\u5e94\u5149\u6e90\u7684\u81ea\u53d1\u5149\u5c5e\u6027\u4ee3\u8868\u4e86\u8fd9\u4e2a\u5149\u6e90\u7684\u53d1\u5149\u5f3a\u5ea6\u3002<\/p>\n\n\n\n<p>\u5bf9\u89c6\u89d2\u8f93\u5165\u4fe1\u606f\uff08ray bundle token\uff09\u7684\u63cf\u8ff0\u901a\u8fc7\u89c6\u7ebf\u6620\u5c04\u56fe\uff08ray map\uff09\u5b9e\u73b0\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5f53\u7528\u4e00\u5f202D\u56fe\u50cf\u5b58\u50a8\u6e32\u67d3\u8f93\u51fa\u65f6\uff0c\u6bcf\u4e2a\u50cf\u7d20\u90fd\u5bf9\u5e94\u4e86\u4e00\u675f\u4ece\u76f8\u673a\u51fa\u53d1\u7684\u89c6\u7ebf\uff0c\u8be5\u89c6\u7ebf\u4fe1\u606f\u5bf9\u5e94\u4e8e\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7684\u4e00\u6761\u5c04\u7ebf\uff0c\u53ef\u4ee5\u8868\u5f81\u8f93\u51fa\u50cf\u7d20\u3002\u4e3a\u4e86\u63d0\u9ad8\u8868\u8fbe\u7684\u6548\u7387\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u56fe\u7247\u5212\u5206\u4e3a\u4e0d\u540c\u7684\u77e9\u5f62\u5757\uff0c\u5e76\u5c06\u4e00\u4e2a\u77e9\u5f62\u5757\u4e2d\u7684\u6240\u6709\u5149\u7ebf\u7528\u4e00\u4e2a\u89c6\u7ebf\u675f\uff08ray bundle\uff09\u6765\u8868\u8fbe\u3002<\/p>\n\n\n\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0cRenderFormer \u6700\u7ec8\u4f1a\u8f93\u51fa\u4e00\u7ec4\u548c\u89c6\u89d2\u8f93\u5165\u4e00\u4e00\u5bf9\u5e94\u7684 token \u8f93\u51fa\uff0c\u8be5\u8f93\u51fa token \u53ef\u88ab\u89e3\u7801\u6210\u5bf9\u5e94\u7684\u56fe\u50cf\u50cf\u7d20\uff0c\u5e76\u5b8c\u6210\u6e32\u67d3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u53cc\u5206\u652f\u67b6\u6784-\u89c6\u89d2\u65e0\u5173\u4e0e\u89c6\u89d2\u76f8\u5173\u7684\u534f\u540c\u5efa\u6a21\">\u53cc\u5206\u652f\u67b6\u6784\uff1a\u89c6\u89d2\u65e0\u5173\u4e0e\u89c6\u89d2\u76f8\u5173\u7684\u534f\u540c\u5efa\u6a21<\/h2>\n\n\n\n<p>RenderFormer \u7684\u7f51\u7edc\u67b6\u6784\u5206\u4e3a\u89c6\u89d2\u65e0\u5173\u548c\u89c6\u89d2\u76f8\u5173\u4e24\u4e2a\u90e8\u5206\uff0c\u7814\u7a76\u5458\u4eec\u9488\u5bf9\u6027\u5730\u8bbe\u8ba1\u4e86 view independent Transformer \u548c view dependent Transformer\u3002\u5176\u4e2d\uff0cview independent Transformer \u4ec5\u5904\u7406\u4e09\u89d2\u5f62\u4e4b\u95f4\u7684\u89c6\u89d2\u65e0\u5173\u7684\u4fe1\u606f\uff0c\u6bd4\u5982\u6e32\u67d3\u4e2d\u4e09\u89d2\u5f62\u4e4b\u95f4\u7684\u53ef\u89c1\u6027\uff08\u4f53\u73b0\u4e3a\u9634\u5f71\u7b49\u6548\u679c\uff09\u4ee5\u53ca\u6f2b\u53cd\u5c04\u7684\u5149\u7ebf\u4f20\u8f93\u3002\u6839\u636e\u8fd9\u4e9b\u6027\u8d28\u76f8\u5173\u7684\u8ba1\u7b97\uff0cview independent Transformer \u5728\u8bbe\u8ba1\u4e2d\u5229\u7528\u4e86\u4e09\u89d2\u5f62\u4e4b\u95f4\u7684\u6ce8\u610f\u529b\u673a\u5236\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u89c6\u89d2\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u6bd4\u5982\u54ea\u4e9b\u4e09\u89d2\u5f62\u5e94\u8be5\u51fa\u73b0\u5728\u7ed8\u5236\u7684\u50cf\u7d20\u4e0a\uff0c\u6216\u8005\u89c6\u89d2\u76f8\u5173\u7684\u6750\u8d28\u6548\u679c\uff0c\u5982\u9ad8\u5149\u53cd\u5c04\u7b49\uff0c\u9700\u8981\u540c\u65f6\u8003\u8651\u89c6\u89d2\u4fe1\u606f\u4ee5\u53ca\u573a\u666f\u4fe1\u606f\u3002\u56e0\u6b64\uff0cview independent Transformer \u5229\u7528 triangle token \u548c ray bundle token \u4e4b\u95f4\u7684\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5b9e\u73b0\u4e86\u8fd9\u79cd\u89c6\u89d2\u76f8\u5173\u7684\u6e32\u67d3\u8ba1\u7b97\u3002<\/p>\n\n\n\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u5f88\u591a\u6e32\u67d3\u7b97\u6cd5\u4e5f\u9700\u8981\u8fdb\u884c\u56fe\u50cf\u57df\u7684\u8ba1\u7b97\u3002\u4f8b\u5982\u53cd\u8d70\u6837\uff08anti-aliasing\uff09\u7b97\u6cd5\u548c\u56fe\u50cf\u57df\u7684\u53cd\u5c04\uff08screen space reflection\uff09\u7b49\u6548\u679c\uff0c\u90fd\u662f\u5728\u56fe\u50cf\u7684\u50cf\u7d20\u4e4b\u95f4\u8fdb\u884c\u7684\uff0c\u4e3a\u4e86\u6709\u6548\u8fdb\u884c\u76f8\u5173\u8ba1\u7b97\uff0c\u7814\u7a76\u5458\u4eec\u5728 view independent Transformer \u4e2d\u4e5f\u5f15\u5165\u4e86 ray bundle token \u4e4b\u95f4\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u8be5\u67b6\u6784\u7684\u8bbe\u8ba1\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u884c\u4e86\u6df1\u5165\u7684\u6d88\u878d\u5b9e\u9a8c\u548c\u53ef\u89c6\u5316\u5206\u6790\u3002\u6bd4\u8f83\u4e0d\u540c\u914d\u7f6e\u7684\u6d88\u878d\u5b9e\u9a8c\uff0c\u8bc1\u660e\u4e86\u4e0d\u540c\u7ec4\u4ef6\u4ee5\u53ca\u4e0d\u540c\u6ce8\u610f\u529b\u673a\u5236\u5bf9\u6700\u7ec8\u8bad\u7ec3\u7684\u7f51\u7edc\u6027\u80fd\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"963\" height=\"509\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-2.png\" alt=\"table\" class=\"wp-image-1144522\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-2.png 963w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-2-300x159.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-2-768x406.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-2-240x127.png 240w\" sizes=\"auto, (max-width: 963px) 100vw, 963px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1a\u6d88\u878d\u5b9e\u9a8c\uff0c\u5206\u6790\u4e0d\u540c\u7ec4\u4ef6\u4ee5\u53ca\u4e0d\u540c\u6ce8\u610f\u529b\u673a\u5236\u5bf9\u6700\u7ec8\u8bad\u7ec3\u7684\u7f51\u7edc\u6027\u80fd\u7684\u5f71\u54cd\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u4e0d\u4ec5\u5982\u6b64\uff0c\u4e3a\u4e86\u66f4\u597d\u5730\u53ef\u89c6\u5316\u5206\u6790\u4e24\u4e2a\u9636\u6bb5\u7684\u7f51\u7edc\u8bbe\u8ba1\u662f\u5426\u8fbe\u5230\u4e86\u9884\u671f\u76ee\u6807\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u8fdb\u884c\u4e86\u5982\u4e0b\u5c1d\u8bd5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9488\u5bf9\u5df2\u7ecf\u8bad\u7ec3\u597d\u7684 view independent Transformer \u53e6\u5916\u8bad\u7ec3\u4e86\u4e00\u4e2a\u89e3\u7801\u5668\uff0c\u5c1d\u8bd5\u76f4\u63a5\u89e3\u7801\u51fa\u7f16\u7801\u5728\u6bcf\u4e2a\u4e09\u89d2\u5f62\u4e0a\u7684\u6f2b\u53cd\u5c04\u6e32\u67d3\u7ed3\u679c\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u51e0\u4e2a\u76f4\u63a5\u89e3\u7801\u8fc7\u7684\u7ed3\u679c\uff0c\u53ef\u4ee5\u770b\u5230\uff0cRenderFormer \u80fd\u591f\u6210\u529f\u5730\u4ece view independent Transformer \u7684\u8f93\u51fa\u89e3\u7801\u51fa\u5e26\u6709\u7c97\u7565\u9634\u5f71\u7684\u6f2b\u53cd\u5c04\u6e32\u67d3\u7ed3\u679c\uff0c\u8bf4\u660e view independent Transformer \u53ef\u4ee5\u72ec\u7acb\u5b8c\u6210\u5927\u90e8\u5206\u7684\u89c6\u89d2\u65e0\u5173\u7684\u6e32\u67d3\u8ba1\u7b97\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"943\" height=\"240\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-3.png\" alt=\"\u76f4\u63a5\u4ece view independent Transformer \u89e3\u7801\u51fa\u7684\u89c6\u89d2\u65e0\u5173\u7684\u6e32\u67d3\u6548\u679c\uff0c\u5982\u6f2b\u53cd\u5c04\u5149\u5f71\u4ee5\u53ca\u7c97\u7565\u7684\u9634\u5f71\u7b49\u6548\u679c\u3002\" class=\"wp-image-1144523\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-3.png 943w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-3-300x76.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-3-768x195.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-3-240x61.png 240w\" sizes=\"auto, (max-width: 943px) 100vw, 943px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u76f4\u63a5\u4ece view independent Transformer \u89e3\u7801\u51fa\u7684\u89c6\u89d2\u65e0\u5173\u7684\u6e32\u67d3\u6548\u679c\uff0c\u5982\u6f2b\u53cd\u5c04\u5149\u5f71\u4ee5\u53ca\u7c97\u7565\u7684\u9634\u5f71\u7b49\u6548\u679c\u3002<\/figcaption><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9488\u5bf9 view dependent Transformer\uff0c\u7814\u7a76\u5458\u4eec\u53ef\u89c6\u5316\u4e86 triangle token \u548c ray bundle token \u4e4b\u95f4\u7684\u6ce8\u610f\u529b\u8f93\u51fa\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u6807\u6ce8\u5728\u8336\u58f6\u4e0a\u7684\u4e00\u4e2a\u50cf\u7d20\u4e0e\u5176\u76f4\u63a5\u5bf9\u5e94\u7684\u8336\u58f6\u5f62\u4f53\u4e0a\u7684\u4e09\u89d2\u5f62\uff0c\u5177\u6709\u6700\u5f3a\u7684\u6ce8\u610f\u529b\u8f93\u51fa\u3002\u540c\u65f6\uff0c\u7531\u4e8e\u9ad8\u5149\u53cd\u5c04\uff0c\u8be5\u50cf\u7d20\u8fd8\u53cd\u5c04\u4e86\u4fa7\u9762\u4e00\u4e2a\u5899\u9762\u4e0a\u7684\u989c\u8272\uff0c\u56e0\u6b64\uff0c\u8be5\u50cf\u7d20\u548c\u5b83\u6240\u53cd\u5c04\u7684\u5899\u9762\u533a\u57df\u7684\u4e09\u89d2\u5f62\u4e5f\u6709\u8f83\u5f3a\u7684\u6ce8\u610f\u529b\u8f93\u51fa\u3002\u6b64\u5916\uff0c\u968f\u7740\u8336\u58f6\u6750\u8d28\u7684\u53d8\u5316\uff0c\u53cd\u5c04\u7684\u5f3a\u5ea6\u9010\u6e10\u53d8\u5f31\uff0c\u5e76\u6d89\u53ca\u5230\u4e86\u66f4\u5e7f\u6cdb\u7684\u4e09\u89d2\u5f62\u533a\u57df\uff0c\u8fd9\u4e00\u6548\u679c\u5728\u4e0d\u540c\u6750\u8d28\u6240\u5bf9\u5e94\u7684\u6ce8\u610f\u529b\u8f93\u51fa\u4e2d\u4e5f\u6709\u6240\u53cd\u6620\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"947\" height=\"620\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-4.png\" alt=\"\u5bf9\u6ce8\u610f\u529b\u8f93\u51fa\u7684\u53ef\u89c6\u5316\u7ed3\u679c\" class=\"wp-image-1144524\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-4.png 947w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-4-300x196.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-4-768x503.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-4-240x157.png 240w\" sizes=\"auto, (max-width: 947px) 100vw, 947px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u5bf9\u6ce8\u610f\u529b\u8f93\u51fa\u7684\u53ef\u89c6\u5316\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"renderformer\u7684\u8bad\u7ec3\u65b9\u6cd5\u4e0e\u6570\u636e\u6784\u5efa\">RenderFormer\u7684\u8bad\u7ec3\u65b9\u6cd5\u4e0e\u6570\u636e\u6784\u5efa<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u8bad\u7ec3 RenderFormer\uff0c\u7814\u7a76\u5458\u4eec\u57fa\u4e8e Objaverse \u6570\u636e\u96c6\u6784\u5efa\u4e86\u8bad\u7ec3\u6570\u636e\u3002\u5177\u4f53\u800c\u8a00\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e864\u79cd\u4e0d\u540c\u7684\u573a\u666f\u6a21\u677f\uff0c\u5728\u6bcf\u4e2a\u6a21\u677f\u4e2d\u968f\u673a\u653e\u7f6e1-3\u4e2a\u4e09\u7ef4\u7269\u4f53\uff0c\u540c\u65f6\u8d4b\u4e88\u5176\u968f\u673a\u6750\u8d28\u5c5e\u6027\u3002\u7136\u540e\uff0c\u501f\u52a9 Blender \u7684 Cycles \u6e32\u67d3\u5668\uff0c\u7814\u7a76\u5458\u4eec\u6e32\u67d3\u4e86\u5927\u91cf\u4e0d\u540c\u89c6\u89d2\u548c\u5149\u7167\u6761\u4ef6\u4e0b\u7684 HDR \u56fe\u50cf\uff0c\u4f5c\u4e3a\u6a21\u578b\u7684\u8bad\u7ec3\u6837\u672c\u3002\u5176\u57fa\u7840\u6a21\u578b\u7684\u89c4\u6a21\u4e3a205M\u53c2\u6570\uff0c\u5e76\u4f7f\u7528 AdamW \u4f18\u5316\u5668\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u5206\u9636\u6bb5\u8bad\u7ec3\uff0c\u6765\u63d0\u5347\u6a21\u578b\u7684\u8bad\u7ec3\u6548\u7387\uff1a\u9996\u5148\u5728\u6700\u591a\u5305\u542b1536\u4e2a\u4e09\u89d2\u5f62\u7684256\u00d7256\u6e32\u67d3\u5206\u8fa8\u7387\u4e0b\u8bad\u7ec350\u4e07\u6b65\uff1b\u800c\u540e\u63d0\u5347\u81f3\u6700\u591a\u5305\u542b4096\u4e2a\u4e09\u89d2\u5f62\u7684512\u00d7512\u6e32\u67d3\u5206\u8fa8\u7387\u4e0b\u7ee7\u7eed\u8bad\u7ec310\u4e07\u6b65\u3002<\/p>\n\n\n\n<p>\u7531\u4e8e RenderFormer \u652f\u6301\u4efb\u610f\u4e09\u89d2\u5f62\u63cf\u8ff0\u7684\u573a\u666f\u8f93\u5165\uff0c\u6240\u4ee5\u7814\u7a76\u5458\u4eec\u5728\u591a\u4e2a\u771f\u5b9e\u4e14\u590d\u6742\u7684\u4e09\u7ef4\u573a\u666f\u4e2d\u5bf9\u5176\u8fdb\u884c\u4e86\u6d4b\u8bd5\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u90e8\u5206 RenderFormer \u7684\u6e32\u67d3\u7ed3\u679c\uff0c\u53ef\u4ee5\u770b\u5230 RenderFormer \u80fd\u591f\u51c6\u786e\u7ed8\u5236\u51fa\u590d\u6742\u7684\u9634\u5f71\u3001\u6f2b\u53cd\u5c04\u548c\u955c\u9762\u53cd\u5c04\u6548\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"805\" height=\"805\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-5.jpg\" alt=\"RenderFormer \u8f93\u51fa\u7684\u4e0d\u540c 3D \u573a\u666f\u7684\u6e32\u67d3\u7ed3\u679c\" class=\"wp-image-1144525\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-5.jpg 805w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-5-300x300.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-5-150x150.jpg 150w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-5-768x768.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-5-180x180.jpg 180w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-5-360x360.jpg 360w\" sizes=\"auto, (max-width: 805px) 100vw, 805px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aRenderFormer \u8f93\u51fa\u7684\u4e0d\u540c 3D \u573a\u666f\u7684\u6e32\u67d3\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p>\u5f97\u76ca\u4e8e\u5bf9\u89c6\u89d2\u53d8\u5316\u548c\u52a8\u6001\u573a\u666f\u7684\u7cbe\u51c6\u5efa\u6a21\uff0cRenderFormer \u4e5f\u5177\u5907\u751f\u6210\u8fde\u7eed\u89c6\u9891\u7684\u80fd\u529b\u3002\u53ea\u9700\u5c06\u52a8\u753b\u5f62\u5f0f\u7684\u573a\u666f\u4fe1\u606f\u9010\u5e27\u8f93\u5165\u5e76\u6e32\u67d3\uff0c\u518d\u5c06\u6e32\u67d3\u7684\u7ed3\u679c\u5e27\u4ee5\u89c6\u9891\u5f62\u5f0f\u64ad\u653e\uff0c\u5c31\u53ef\u4ee5\u5f97\u5230\u4e00\u4e2a\u81ea\u7136\u8fde\u8d2f\u7684\u52a8\u753b\u89c6\u9891\u3002<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"1080\" style=\"aspect-ratio: 1920 \/ 1080;\" width=\"1920\" controls src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/07\/renderformer-animate.mp4\"><\/video><figcaption class=\"wp-element-caption\">RenderFormer \u6e32\u67d3\u7684 3D \u52a8\u753b\u5e8f\u5217<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5c55\u671b\u672a\u6765-\u795e\u7ecf\u6e32\u67d3\u7684\u6f5c\u80fd\u4e0e\u6311\u6218\">\u5c55\u671b\u672a\u6765\uff1a\u795e\u7ecf\u6e32\u67d3\u7684\u6f5c\u80fd\u4e0e\u6311\u6218<\/h2>\n\n\n\n<p>RenderFormer \u4e3a\u795e\u7ecf\u7f51\u7edc\u6e32\u67d3\u9886\u57df\u5e26\u6765\u4e86\u5168\u65b0\u7684\u89c6\u89d2\u3002\u5b83\u9996\u6b21\u8bc1\u660e\u4e86\uff0c\u65e0\u9700\u4f9d\u8d56\u663e\u5f0f\u7684\u5149\u7ebf\u8ffd\u8e2a\u6216\u5149\u6805\u5316\u8fc7\u7a0b\uff0c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4e5f\u53ef\u4ee5\u5b66\u4e60\u5e76\u5b9e\u73b0\u4e00\u4e2a\u6cdb\u7528\u6027\u7684\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u6e32\u67d3\u7ba1\u7ebf\uff0c\u800c\u4e14\u8fd8\u80fd\u652f\u6301\u4efb\u610f\u573a\u666f\u7684\u8f93\u5165\uff0c\u903c\u771f\u5b9e\u73b0\u5168\u5c40\u5149\u7167\u6548\u679c\u3002<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u9762\u5411\u771f\u6b63\u6cdb\u5316\u7684\u795e\u7ecf\u7f51\u7edc\u6e32\u67d3\uff0c\u76ee\u524d\u4ecd\u6709\u5f88\u591a\u4e9f\u5f85\u63a2\u7d22\u7684\u65b9\u5411\u3002\u4f8b\u5982\uff1a\u5982\u4f55\u8fdb\u4e00\u6b65\u6269\u5c55\u573a\u666f\u7684\u6cdb\u7528\u6027\uff0c\u652f\u6301\u66f4\u5927\u89c4\u6a21\u7684\u573a\u666f\u3001\u66f4\u591a\u7684\u4e09\u89d2\u5f62\u8f93\u5165\u3001\u66f4\u590d\u6742\u7684\u6750\u8d28\u5c5e\u6027\uff0c\u4ee5\u53ca\u73af\u5883\u5149\u7167\u6548\u679c\u7b49\u3002\u6b64\u5916\uff0c\u7531\u4e8e Transformer \u67b6\u6784\u672c\u8eab\u5177\u5907\u826f\u597d\u7684\u53ef\u62d3\u5c55\u6027\u548c\u517c\u5bb9\u6027\uff0c\u5982\u4f55\u5c06 RenderFormer \u548c\u5176\u4ed6\u673a\u5668\u5b66\u4e60\u6a21\u578b\u76f8\u7ed3\u5408\u4e5f\u662f\u975e\u5e38\u503c\u5f97\u7814\u7a76\u7684\u65b9\u5411\uff0c\u6bd4\u5982\u4e0e\u89c6\u9891\u751f\u6210\u6a21\u578b\u3001\u56fe\u50cf\u751f\u6210\u6a21\u578b\uff0c\u4e43\u81f3\u5177\u8eab\u667a\u80fd\u3001\u4e16\u754c\u6a21\u578b\u7b49\u7ed3\u5408\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5c06\u6301\u7eed\u5728\u8be5\u9886\u57df\u6df1\u8015\uff0c\u671f\u5f85 RenderFormer \u53ca\u5176\u76f8\u5173\u6280\u672f\u53ef\u4ee5\u5728\u66f4\u591a\u9886\u57df\u5c55\u73b0\u51fa\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u4e0e\u7814\u7a76\u4ef7\u503c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u5728\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u53d1\u5c55\u6570\u5341\u5e74\u4e4b\u540e\uff0c\u6e32\u67d3\u6280\u672f\u6b63\u8fce\u6765\u4e00\u6b21\u7531\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u9769\u65b0\u3002\u4f20\u7edf\u7684\u6e32\u67d3\u65b9\u6cd5\u4f9d\u8d56\u590d\u6742\u7684\u51e0\u4f55\u5efa\u6a21\u548c\u7269\u7406\u5149\u5b66\u516c\u5f0f\uff0c\u800c\u795e\u7ecf\u7f51\u7edc\u6e32\u67d3\uff08neural rendering\uff09\u5219\u5c1d\u8bd5\u4ee5\u5b66\u4e60\u7684\u65b9\u5f0f\u5efa\u6a21\u5149\u7ebf\u4f20\u64ad\u8fc7\u7a0b\u3002\u8fd1\u671f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u7684 RenderFormer \u6a21\u578b\u9996\u6b21\u5c55\u793a\u4e86\u5168\u65b0\u7684\u56fe\u5f62\u6e32\u67d3\u80fd\u529b\uff0c\u53ef\u5728\u4e0d\u4f9d\u8d56\u4f20\u7edf\u5149\u7ebf\u8ffd\u8e2a\u6216\u5149\u6805\u5316\u7684\u524d\u63d0\u4e0b\uff0c\u4ec5\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u5c31\u80fd\u5b9e\u73b0\u652f\u6301\u4efb\u610f\u573a\u666f\u8f93\u5165\u4e14\u5177\u5907\u5168\u5c40\u5149\u7167\u6548\u679c\u76843D\u6e32\u67d3\u3002RenderFormer \u4e3a\u6784\u5efa\u6e32\u67d3\u9886\u57df\u7684\u57fa\u7840\u6a21\u578b\u8fc8\u51fa\u4e86\u5173\u952e\u4e00\u6b65\uff0c\u4e5f\u4e3a\u795e\u7ecf\u6e32\u67d3\u4e0e\u751f\u6210\u6a21\u578b\u7b49\u65b9\u5411\u7684\u878d\u5408\u63d0\u4f9b\u4e86\u65b0\u7684\u53ef\u80fd\u3002 3D\u6e32\u67d3\uff083D rendering\uff09\u662f\u5c06\u4e09\u7ef4\u6a21\u578b\u8f6c\u6362\u4e3a\u4e8c\u7ef4\u56fe\u50cf\u7684\u8fc7\u7a0b\uff0c\u662f\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u4e2d\u7684\u6838\u5fc3\u73af\u8282\u4e4b\u4e00\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6e38\u620f\u3001\u5f71\u89c6\u3001\u865a\u62df\u73b0\u5b9e\u3001\u5efa\u7b51\u53ef\u89c6\u5316\u7b49\u573a\u666f\u3002\u8fc7\u53bb\u51e0\u5341\u5e74\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u901a\u5e38\u91c7\u7528\u57fa\u4e8e\u7269\u7406\u7684\u5efa\u6a21\u65b9\u6cd5\uff0c\u5305\u62ec\u5149\u7ebf\u8ffd\u8e2a\u548c\u5149\u6805\u5316\u6280\u672f\uff0c\u5176\u672c\u8d28\u662f\u5229\u7528\u6570\u5b66\u516c\u5f0f\u548c\u4eba\u5de5\u7ecf\u9a8c\u5efa\u6a21\u771f\u5b9e\u4e16\u754c\u7684\u7269\u7406\u8fc7\u7a0b\u3002\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u5c24\u5176\u662f\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u79d1\u7814\u4eba\u5458\u9010\u6e10\u5f00\u59cb\u5c06\u795e\u7ecf\u7f51\u7edc\u7528\u4e8e\u6e32\u67d3\u8fc7\u7a0b\uff0c\u5e76\u884d\u751f\u51fa\u795e\u7ecf\u7f51\u7edc\u6e32\u67d3\uff08neural rendering\uff09\u8fd9\u4e00\u5168\u65b0\u7684\u7814\u7a76\u9886\u57df\u3002 \u795e\u7ecf\u7f51\u7edc\u6e32\u67d3\u878d\u5408\u4e86\u673a\u5668\u5b66\u4e60\u4e0e\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\uff0c\u5229\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5bf9\u573a\u666f\u8fdb\u884c\u5efa\u6a21\u4e0e\u6e32\u67d3\uff0c\u80fd\u591f\u9ad8\u6548\u62df\u5408\u590d\u6742\u7684\u5149\u7ebf\u4f20\u8f93\u8fc7\u7a0b\uff0c\u65e0\u9700\u7406\u89e3\u548c\u5904\u7406\u5e95\u5c42\u7684\u7269\u7406\u5149\u5b66\u903b\u8f91\uff0c\u5e76\u53ef\u4ee5\u5f88\u597d\u5730\u4e0e\u5176\u4ed6\u4eba\u5de5\u667a\u80fd\u6a21\u5757\u7ed3\u5408\u8fdb\u884c\u7aef\u5230\u7aef\u8bad\u7ec3\uff0c\u534f\u540c\u4f18\u5316\u7279\u5b9a\u4efb\u52a1\u8868\u73b0\u3002\u7136\u800c\uff0c\u5f53\u524d\u5927\u591a\u6570\u65b9\u6cd5\u4ecd\u4f9d\u8d56\u56fe\u50cf\u8f93\u5165\uff0c\u7f3a\u4e4f\u5bf9\u539f\u59cb\u51e0\u4f55\u548c\u7269\u7406\u6750\u8d28\u4fe1\u606f\u7684\u652f\u6301\uff0c\u4e14\u5f80\u5f80\u9700\u8981\u4e3a\u6bcf\u4e2a\u65b0\u573a\u666f\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\uff0c\u96be\u4ee5\u5b9e\u73b0\u8de8\u573a\u666f\u6cdb\u7528\u5316\uff0c\u9650\u5236\u4e86\u5176\u5728\u66f4\u5e7f\u6cdb\u5e94\u7528\u4e2d\u7684\u53d1\u5c55\u3002 \u82e5\u8981\u6784\u5efa\u4e00\u4e2a\u6e32\u67d3\u9886\u57df\u7684\u57fa\u7840\u6a21\u578b\uff08foundation model for rendering\uff09\uff0c\u9700\u8981\u6a21\u578b\u5177\u5907\u4ee5\u4e0b\u7279\u6027\uff1a \u57fa\u4e8e\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u901a\u7528\u7684\u795e\u7ecf\u7f51\u7edc\u6e32\u67d3\u6a21\u578b RenderFormer\u3002\u8be5\u6a21\u578b\u7b2c\u4e00\u6b21\u8bc1\u660e\u4e86\u673a\u5668\u5b66\u4e60\u53ef\u4ee5\u5b66\u4e60\u5e76\u5b9e\u73b0\u4e00\u4e2a\u6cdb\u7528\u6027\u7684\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u6e32\u67d3\u7ba1\u7ebf\uff0c\u65e0\u9700\u663e\u5f0f\u7684\u5149\u7ebf\u8ffd\u8e2a\u6216\u5149\u6805\u5316\u8fc7\u7a0b\uff0c\u5c31\u80fd\u5b9e\u73b0\u652f\u6301\u4efb\u610f\u573a\u666f\u8f93\u4e14\u5177\u5907\u5168\u5c40\u5149\u7167\u6548\u679c\u7684 3D \u6e32\u67d3\u3002\u8be5\u6210\u679c\u5df2\u88ab SIGGRAPH 2025 \u63a5\u6536\uff0c\u5e76\u5728 GitHub \u4e0a\u5f00\u6e90\u3002 RenderFormer: Transformer-based Neural Rendering of Triangle Meshes with Global Illumination \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2505.21925 (opens in new tab) GitHub \u94fe\u63a5\uff1ahttps:\/\/microsoft.github.io\/renderformer (opens in new tab) RenderFormer \u7684\u57fa\u672c\u67b6\u6784\u5982\u56fe1\u6240\u793a\u3002\u6574\u4e2a\u573a\u666f\u8f93\u5165\u90fd\u662f\u7531\u5728\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7684\u4e09\u89d2\u5f62\u7f51\u683c\uff08triangle token\uff09\u8fdb\u884c\u8868\u8fbe\uff0c\u5176\u4e2d\u6bcf\u4e2a\u4e09\u89d2\u5f62\u90fd\u5305\u542b\u5176\u4e09\u7ef4\u7a7a\u95f4\u4f4d\u7f6e\u3001\u6cd5\u7ebf\u65b9\u5411\u4ee5\u53ca\u7269\u7406\u5149\u5b66\u6750\u8d28\u5c5e\u6027\uff08\u5982\u6f2b\u53cd\u5c04\u989c\u8272\u3001\u9ad8\u5149\u989c\u8272\u548c\u7c97\u7cd9\u5ea6\u7b49\uff09\u3002\u573a\u666f\u4e2d\u7684\u5149\u7167\u4e5f\u901a\u8fc7\u4e09\u89d2\u5f62\u6765\u8868\u8fbe\uff0c\u6bcf\u4e2a\u4e09\u89d2\u5f62\u90fd\u6709\u4e00\u4e2a\u81ea\u53d1\u5149\u5c5e\u6027\uff0c\u5bf9\u5e94\u5149\u6e90\u7684\u81ea\u53d1\u5149\u5c5e\u6027\u4ee3\u8868\u4e86\u8fd9\u4e2a\u5149\u6e90\u7684\u53d1\u5149\u5f3a\u5ea6\u3002 \u5bf9\u89c6\u89d2\u8f93\u5165\u4fe1\u606f\uff08ray bundle token\uff09\u7684\u63cf\u8ff0\u901a\u8fc7\u89c6\u7ebf\u6620\u5c04\u56fe\uff08ray map\uff09\u5b9e\u73b0\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5f53\u7528\u4e00\u5f202D\u56fe\u50cf\u5b58\u50a8\u6e32\u67d3\u8f93\u51fa\u65f6\uff0c\u6bcf\u4e2a\u50cf\u7d20\u90fd\u5bf9\u5e94\u4e86\u4e00\u675f\u4ece\u76f8\u673a\u51fa\u53d1\u7684\u89c6\u7ebf\uff0c\u8be5\u89c6\u7ebf\u4fe1\u606f\u5bf9\u5e94\u4e8e\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7684\u4e00\u6761\u5c04\u7ebf\uff0c\u53ef\u4ee5\u8868\u5f81\u8f93\u51fa\u50cf\u7d20\u3002\u4e3a\u4e86\u63d0\u9ad8\u8868\u8fbe\u7684\u6548\u7387\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u56fe\u7247\u5212\u5206\u4e3a\u4e0d\u540c\u7684\u77e9\u5f62\u5757\uff0c\u5e76\u5c06\u4e00\u4e2a\u77e9\u5f62\u5757\u4e2d\u7684\u6240\u6709\u5149\u7ebf\u7528\u4e00\u4e2a\u89c6\u7ebf\u675f\uff08ray bundle\uff09\u6765\u8868\u8fbe\u3002 \u5728\u6b64\u57fa\u7840\u4e0a\uff0cRenderFormer \u6700\u7ec8\u4f1a\u8f93\u51fa\u4e00\u7ec4\u548c\u89c6\u89d2\u8f93\u5165\u4e00\u4e00\u5bf9\u5e94\u7684 token \u8f93\u51fa\uff0c\u8be5\u8f93\u51fa [&hellip;]<\/p>\n","protected":false},"author":34512,"featured_media":1144530,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-content-parent":1012650,"msr_hide_image_in_river":null,"footnotes":""},"research-area":[13556,13551],"msr-locale":[268881],"msr-post-option":[],"class_list":["post-1144519","msr-blog-post","type-msr-blog-post","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-research-area-graphics-and-multimedia","msr-locale-zh_cn"],"msr_assoc_parent":{"id":1012650,"type":"lab"},"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1144519","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-blog-post"}],"author":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/users\/34512"}],"version-history":[{"count":3,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1144519\/revisions"}],"predecessor-version":[{"id":1144531,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1144519\/revisions\/1144531"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/1144530"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1144519"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1144519"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1144519"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1144519"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}