{"id":1177285,"date":"2026-07-01T03:19:21","date_gmt":"2026-07-01T10:19:21","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&p=1177285"},"modified":"2026-07-01T03:19:23","modified_gmt":"2026-07-01T10:19:23","slug":"cvpr-%e4%b8%8a%e6%96%b0-%e4%bb%8e%e7%94%9f%e6%88%90%e5%bc%8f%e5%8e%8b%e7%bc%a9%e5%88%b03d%e7%a9%ba%e9%97%b4%e6%99%ba%e8%83%bd%ef%bc%8c%e4%b8%83%e9%a1%b9%e5%89%8d%e6%b2%bf%e7%aa%81%e7%a0%b4%e6%b4%9e","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/cvpr-%e4%b8%8a%e6%96%b0-%e4%bb%8e%e7%94%9f%e6%88%90%e5%bc%8f%e5%8e%8b%e7%bc%a9%e5%88%b03d%e7%a9%ba%e9%97%b4%e6%99%ba%e8%83%bd%ef%bc%8c%e4%b8%83%e9%a1%b9%e5%89%8d%e6%b2%bf%e7%aa%81%e7%a0%b4%e6%b4%9e\/","title":{"rendered":"CVPR \u4e0a\u65b0 | \u4ece\u751f\u6210\u5f0f\u538b\u7f29\u52303D\u7a7a\u95f4\u667a\u80fd\uff0c\u4e03\u9879\u524d\u6cbf\u7a81\u7834\u6d1e\u6089\u8ba1\u7b97\u673a\u89c6\u89c9\u672a\u6765\u65b9\u5411"},"content":{"rendered":"\n

\u7f16\u8005\u6309\uff1a<\/strong>\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\u7d27\u8ddf\u524d\u6cbf\u9886\u57df\u53d1\u5c55\u6001\u52bf\u3002<\/p>\n\n\n\n

6\u67083\u65e5\u81f37\u65e5\uff0c\u5168\u7403\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u9876\u5c16\u5b66\u672f\u76db\u4f1a CVPR \u5c06\u5728\u7f8e\u56fd\u79d1\u7f57\u62c9\u591a\u5dde\u4e39\u4f5b\u5e02\u4e3e\u884c\u3002\u672c\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u5c06\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5165\u9009 CVPR 2026 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\uff0c\u5177\u4f53\u65b9\u5411\u5305\u62ec\u751f\u6210\u5f0f\u89c6\u9891\u538b\u7f29\u3001\u6269\u6563\u56fe\u50cf\u538b\u7f29\u30013D\u7a7a\u95f4\u7406\u89e3\u53ca\u5b9e\u65f6\u8bf4\u8bdd\u4eba\u50cf\u89c6\u9891\u751f\u6210\u7b49\u591a\u9879\u521b\u65b0\u6210\u679c\u3002<\/p>\n\n\n\n

\n\n\n\n

\u672c\u671f\u5185\u5bb9\u901f\u89c8<\/strong><\/p>\n\n\n\n

1.CoD\uff1a\u9762\u5411\u56fe\u50cf\u538b\u7f29\u7684\u6269\u6563\u57fa\u7840\u6a21\u578b<\/p>\n\n\n\n

2.\u57fa\u4e8e\u4e00\u7ef4\u9690\u8868\u793a\u7684\u751f\u6210\u5f0f\u89c6\u9891\u538b\u7f29<\/p>\n\n\n\n

3.HiSpatial\uff1a\u589e\u5f3a\u89c6\u89c9-\u8bed\u8a00\u5927\u6a21\u578b\u7684\u5c42\u7ea73D\u7a7a\u95f4\u8ba4\u77e5\u80fd\u529b<\/p>\n\n\n\n

4.\u9762\u54113D\u751f\u6210\u7684\u539f\u751f\u7d27\u51d1\u7ed3\u6784\u5316\u9690\u8868\u793a\uff08Oral, Award Candidate)<\/p>\n\n\n\n

5.\u9762\u5411\u6269\u6563Transformer \u6a21\u578b\u7684\u533a\u57df\u81ea\u9002\u5e94\u91c7\u6837<\/p>\n\n\n\n

6.\u57fa\u4e8e\u53c2\u8003\u5f15\u5bfc\u6df1\u5ea6\u538b\u7f29VAE\u7684\u53ef\u6d41\u5f0f\u4f20\u8f93\u5b9e\u65f6\u8bf4\u8bdd\u4eba\u50cf\u89c6\u9891\u751f\u6210\uff08Highlight\uff09<\/p>\n\n\n\n

7.\u8bed\u4e49\u4e3b\u5bfc\uff1a\u501f\u52a9\u5f02\u6b65\u9690\u6269\u6563\u878d\u5408\u8bed\u4e49\u4e0e\u7eb9\u7406\u5efa\u6a21<\/p>\n\n\n\n

1. CoD\uff1a\u9762\u5411\u56fe\u50cf\u538b\u7f29\u7684\u6269\u6563\u57fa\u7840\u6a21\u578b<\/h2>\n\n\n\n
\"text\"<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2511.18706 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u73b0\u6709\u7684\u6269\u6563\u7f16\u89e3\u7801\u5668\u5927\u591a\u57fa\u4e8e Stable Diffusion \u7b49\u6587\u672c\u5230\u56fe\u50cf\u7684\u57fa\u7840\u6a21\u578b\uff0c\u4f46\u4ece\u538b\u7f29\u89d2\u5ea6\u770b\uff0c\u6587\u672c\u6761\u4ef6\u5e76\u4e0d\u7406\u60f3\uff0c\u5c24\u5176\u5728\u6781\u4f4e\u7801\u7387\u4e0b\u4f1a\u963b\u788d\u4e0b\u6e38\u6269\u6563\u7f16\u89e3\u7801\u5668\u7684\u6f5c\u529b\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u9996\u4e2a\u9762\u5411\u538b\u7f29\u7684\u6269\u6563\u57fa\u7840\u6a21\u578b CoD\u3002\u8be5\u6a21\u578b\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\uff0c\u5b9e\u73b0\u538b\u7f29\u4e0e\u751f\u6210\u7684\u7aef\u5230\u7aef\u8054\u5408\u4f18\u5316\u3002CoD \u5e76\u975e\u56fa\u5b9a\u7f16\u89e3\u7801\u5668\uff0c\u800c\u662f\u9002\u7528\u4e8e\u5404\u7c7b\u6269\u6563\u7f16\u89e3\u7801\u5668\u7684\u901a\u7528\u57fa\u7840\u6a21\u578b\u3002<\/p>\n\n\n\n

CoD \u91c7\u7528\u539f\u751f\u56fe\u50cf\u7f16\u7801\u5668\u5c06\u56fe\u50cf\u538b\u7f29\u4e3a\u7d27\u51d1\u8868\u793a\uff0c\u901a\u8fc7\u4fe1\u606f\u74f6\u9888\u5f3a\u5236\u6781\u4f4e\u7801\u7387\uff0c\u518d\u7531\u6269\u6563\u6a21\u5757\u5728\u6761\u4ef6\u5f15\u5bfc\u4e0b\u91cd\u5efa\u50cf\u7d20\u3002\u8bad\u7ec3\u65b9\u9762\uff0cCoD\u5c06\u6574\u6d41\u6d41\u635f\u5931\u4e0e\u5931\u771f\u4f18\u5316\u7edf\u4e00\u8bad\u7ec3\uff0c\u5e76\u4ee5\u5b8c\u5168\u81ea\u76d1\u7763\u7684\u65b9\u5f0f\u4ec5\u5728\u516c\u5f00\u56fe\u50cf\u6570\u636e\u96c6\u4e0a\u5b66\u4e60\u3002<\/p>\n\n\n\n

\"Diagram\"
\u56fe1\uff1aCoD\u57fa\u7840\u6a21\u578b\u6982\u8ff0<\/figcaption><\/figure>\n\n\n\n

CoD \u5177\u5907\u591a\u91cd\u4f18\u52bf\uff1a\u5728\u4e0b\u6e38\u4efb\u52a1\u4e2d\u66ff\u6362 Stable Diffusion \u53ef\u8fbe\u5230 SOTA\uff0c\u5c24\u5176\u57280.0039 bpp\u6781\u4f4e\u7801\u7387\u4e0b\u8868\u73b0\u7a81\u51fa\uff1b\u8bad\u7ec3\u6210\u672c\u6781\u4f4e\uff0c\u4ec5\u9700\u7ea620 A100 GPU \u5929\uff0c\u8bad\u7ec3\u901f\u5ea6\u63d0\u5347\u7ea6300 \u500d\u4e14\u5b8c\u5168\u53ef\u590d\u73b0\u3002\u7814\u7a76\u53d1\u73b0\uff0cCoD\u7684\u50cf\u7d20\u7a7a\u95f4\u6269\u6563\u53ef\u5b9e\u73b0VTM \u7ea7\u522b PSNR \u4e0e\u9ad8\u611f\u77e5\u8d28\u91cf\uff0c\u5e76\u80fd\u591f\u4ee5\u66f4\u5c11\u53c2\u6570\u8d85\u8d8a GAN \u7c7b\u7f16\u89e3\u7801\u5668\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

2. \u57fa\u4e8e\u4e00\u7ef4\u9690\u8868\u793a\u7684\u751f\u6210\u5f0f\u89c6\u9891\u538b\u7f29<\/h2>\n\n\n\n
\"text\"<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2603.15302 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u4f20\u7edf\u89c6\u9891\u7f16\u89e3\u7801\u5668\u4e0e\u73b0\u6709\u795e\u7ecf\u89c6\u9891\u538b\u7f29\u65b9\u6cd5\uff0c\u5728\u5904\u7406\u9ad8\u4fdd\u771f\u5185\u5bb9\u65f6\u96be\u4ee5\u517c\u987e\u4f4e\u7801\u7387\u4e0e\u4f18\u8d28\u611f\u77e5\u8d28\u91cf\u3002\u5c24\u5176\u662f\u751f\u6210\u5f0f\u89c6\u9891\u7f16\u89e3\u7801\u5668\uff08GVC\uff09\u666e\u904d\u91c7\u7528\u7684\u4e8c\u7ef4\u6f5c\u5728\u8868\u793a\uff0c\u5b58\u5728\u7a7a\u95f4\u5197\u4f59\u9ad8\u3001\u957f\u65f6\u8bed\u4e49\u5efa\u6a21\u80fd\u529b\u4e0d\u8db3\u7b49\u95ee\u9898\u3002<\/p>\n\n\n\n

\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u57fa\u4e8e\u4e00\u7ef4\u6f5c\u5728\u8868\u793a\u7684\u751f\u6210\u5f0f\u89c6\u9891\u538b\u7f29\u65b9\u6cd5GVC1D\u3002\u8be5\u65b9\u6cd5\u5229\u7528\u89c6\u89c9Transformer\u5c06\u89c6\u9891\u7f16\u7801\u4e3a\u6781\u7d27\u51d1\u7684\u4e00\u7ef4\u6f5c\u5728\u6807\u8bb0\uff0c\u6253\u7834\u4e8c\u7ef4\u7f51\u683c\u7684\u521a\u6027\u7a7a\u95f4\u5bf9\u5e94\u5173\u7cfb\uff0c\u6709\u6548\u51cf\u5c11\u5e27\u5185\u5197\u4f59\u5e76\u5b9e\u73b0 token \u6570\u91cf\u7684\u81ea\u9002\u5e94\u7f29\u51cf\u3002\u540c\u65f6\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u4e00\u7ef4\u8bb0\u5fc6\u6a21\u5757\uff0c\u5229\u7528\u5c11\u91cf\u8bed\u4e49\u4e30\u5bcc\u7684\u4e00\u7ef4\u6807\u8bb0\u9012\u5f52\u66f4\u65b0\u8bb0\u5fc6\u72b6\u6001\uff0c\u65e2\u80fd\u4fdd\u6301\u4f4e\u8ba1\u7b97\u6210\u672c\uff0c\u8fd8\u53ef\u4ee5\u63d0\u4f9b\u8fde\u8d2f\u957f\u65f6\u4e0a\u4e0b\u6587\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u5e27\u95f4\u5197\u4f59\u3002<\/p>\n\n\n\n

\"diagram,
\u56fe2\uff1aGVC1D\u6846\u67b6\u6982\u8ff0\u3002xt \u9996\u5148\u88ab\u5206\u5272\u4e3a\u56fe\u50cf\u5757\uff0c\u7136\u540e\u8f93\u5165\u7531\u5c40\u90e8\u548c\u5168\u5c40Transformer\u7ec4\u6210\u7684\u7f16\u7801\u5668\uff0c\u751f\u6210 yt\u3002\u71b5\u6a21\u578b\u5bf9 yt\u8fdb\u884c\u81ea\u56de\u5f52\u71b5\u7f16\u7801\u3002\u6240\u6709\u8fc7\u7a0b\u5747\u7531\u4e00\u4e2a\u7ed3\u5408\u4e86\u957f\u671f\u4e00\u7ef4\u8bb0\u5fc6\u548c\u77ed\u671f\u4e0a\u4e0b\u6587\u7f13\u51b2\u533a\u7684\u4e0a\u4e0b\u6587\u6a21\u578b\u8fdb\u884c\u5f15\u5bfc\uff0c\u4ee5\u63d0\u4f9b\u5168\u9762\u7684\u65f6\u5e8f\u4e0a\u4e0b\u6587\u3002<\/figcaption><\/figure>\n\n\n\n

\u5b9e\u9a8c\u8868\u660e\uff0cGVC1D \u5728\u591a\u4e2a\u57fa\u51c6\u4e0a\u5747\u53d6\u5f97\u4f18\u5f02\u6027\u80fd\uff0c\u663e\u8457\u8d85\u8d8a\u4f20\u7edf\u7f16\u89e3\u7801\u5668\u4e0e\u6700\u65b0\u795e\u7ecf\u89c6\u9891\u538b\u7f29\u65b9\u6cd5\u3002\u5728 HEVC Class B \u6570\u636e\u96c6\u4e0a\uff0c\u76f8\u8f83\u6b64\u524d\u6700\u4f18\u611f\u77e5\u7f16\u89e3\u7801\u5668\uff0cGVC1D\u5728 LPIPS \u6307\u6807\u4e0a\u8282\u7701\u4e86 60.4% \u6bd4\u7279\u7387\uff0c\u5728 DISTS \u6307\u6807\u4e0a\u8282\u7701\u4e86 68.8% \u6bd4\u7279\u7387\u3002\u540c\u65f6\uff0cGVC1D \u5728 PSNR\u3001MS-SSIM \u7b49\u5ba2\u89c2\u6307\u6807\u4e0a\u8868\u73b0\u7a81\u51fa\uff0c\u89c6\u89c9\u8d28\u91cf\u4e0e\u65f6\u95f4\u4e00\u81f4\u6027\u5747\u4f18\u4e8e\u73b0\u6709\u65b9\u6848\uff0c\u5145\u5206\u9a8c\u8bc1\u4e86\u4e00\u7ef4\u6f5c\u5728\u8868\u793a\u7528\u4e8e\u89c6\u9891\u538b\u7f29\u7684\u6709\u6548\u6027\u4e0e\u4f18\u8d8a\u6027\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

3. HiSpatial\uff1a\u589e\u5f3a\u89c6\u89c9-\u8bed\u8a00\u5927\u6a21\u578b\u7684\u5c42\u7ea73D\u7a7a\u95f4\u8ba4\u77e5\u80fd\u529b<\/h2>\n\n\n\n
\"text\"<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2603.25411 (opens in new tab)<\/span><\/a> <\/p>\n\n\n\n

\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u5728\u4e8c\u7ef4\u89c6\u89c9\u8bed\u8a00\u4efb\u52a1\u4e0a\u5df2\u53d6\u5f97\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u4ece\u4e8c\u7ef4\u611f\u77e5\u6269\u5c55\u5230\u4e09\u7ef4\u7a7a\u95f4\u7406\u89e3\u4ecd\u9762\u4e34\u91cd\u5927\u6311\u6218\u3002\u73b0\u6709\u65b9\u6cd5\u5728\u4e09\u7ef4\u7a7a\u95f4\u7406\u89e3\u4efb\u52a1\u4e0a\u4ecd\u7136\u7f3a\u4e4f\u7cfb\u7edf\u6027\u7684\u5206\u5c42\u4efb\u52a1\u8bbe\u8ba1\uff0c\u4e14\u9886\u57df\u5185\u7f3a\u5c11\u5927\u89c4\u6a21\u3001\u591a\u6837\u5316\u7684\u4e09\u7ef4\u6807\u6ce8\u6570\u636e\u96c6\u7528\u4e8e\u5168\u9762\u63d0\u5347VLM\u7684\u7a7a\u95f4\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n

\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5206\u5c42\u4e09\u7ef4\u7a7a\u95f4\u7406\u89e3\u6846\u67b6HiSpatial\uff0c\u5c06\u4e09\u7ef4\u7a7a\u95f4\u7406\u89e3\u5212\u5206\u4e3a\u56db\u4e2a\u9012\u8fdb\u5c42\u6b21\uff0c\u4ece\u5e95\u5c42\u7684\u51e0\u4f55\u611f\u77e5\u5230\u9ad8\u5c42\u7684\u62bd\u8c61\u63a8\u7406\uff1b\u5e76\u4e14\u6839\u636e\u8fd9\u4e00\u5206\u5c42\u6784\u5efa\u4e86\u81ea\u52a8\u5316\u6570\u636e\u751f\u6210\u6d41\u7a0b\uff0c\u5229\u7528\u7ea6500\u4e07\u5f20\u771f\u5b9e\u573a\u666f\u56fe\u50cf\u548c\u8d85\u8fc74500\u4e07\u4e2a\u5173\u6ce8\u7269\u4f53\uff0c\u5408\u6210\u4e86\u6db5\u76d6\u591a\u6837\u573a\u666f\u4e0e\u4efb\u52a1\u7684\u6d77\u91cf\u4e09\u7ef4\u7a7a\u95f4\u89c6\u89c9\u95ee\u7b54\u5bf9\uff0c\u7528\u4e8eVLM\u7684\u6709\u76d1\u7763\u5fae\u8c03\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u5458\u4eec\u53c8\u8bbe\u8ba1\u4e86\u7ed3\u5408\u5ea6\u91cf\u5c3a\u5ea6\u4e09\u7ef4\u70b9\u4e91\u56fe\u8f93\u5165\u7684HiSpatial VLM\uff0c\u6765\u8fdb\u4e00\u6b65\u589e\u5f3a\u6a21\u578b\u7684\u7a7a\u95f4\u63a8\u7406\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n

\"Diagram\"
\u56fe3\uff1a\u65b9\u6cd5\u6982\u8ff0\u3002\u5de6\u4fa7\uff1a\u6570\u636e\u6784\u5efa\u6d41\u7a0b\uff0c\u8be5\u6d41\u7a0b\u53ef\u4ece\u771f\u5b9e\u573a\u666f\u56fe\u50cf\u6216\u5e26\u67093D\u6807\u6ce8\u7684\u73b0\u6709\u6570\u636e\u4e2d\u751f\u6210\u7a7a\u95f4\u7406\u89e3\u76f8\u5173\u7684\u95ee\u7b54\u5bf9\u3002\u53f3\u4fa7\uff1a\u5206\u5c42\u7a7a\u95f4\u7406\u89e3\u4efb\u52a1\u5206\u7c7b\u4f53\u7cfb\u53ca\u4ee3\u8868\u6027\u95ee\u7b54\u5bf9\u3002<\/figcaption><\/figure>\n\n\n\n

\u5b9e\u9a8c\u8868\u660e\uff0cHiSpatial-3B VLM\u5728\u591a\u4e2a\u7a7a\u95f4\u7406\u89e3\u4e0e\u63a8\u7406\u57fa\u51c6\u4e0a\u8fbe\u5230 SOTA \u6027\u80fd\uff0c\u8d85\u8d8a\u5df2\u6709\u7684\u4e13\u7528\u7a7a\u95f4\u7406\u89e3\u6a21\u578b\u4e0e Gemini-2.5-pro\u3001GPT-5 \u7b49\u95ed\u6e90\u6a21\u578b\u3002\u7814\u7a76\u540c\u65f6\u63ed\u793a\u4e86\u7a7a\u95f4\u7406\u89e3\u5c42\u7ea7\u4efb\u52a1\u95f4\u7684\u660e\u786e\u4f9d\u8d56\u5173\u7cfb\uff0c\u9a8c\u8bc1\u4e86\u5f15\u5165\u4f4e\u5c42\u7ea7\u4efb\u52a1\u53ef\u6301\u7eed\u63d0\u5347\u9ad8\u5c42\u63a8\u7406\u80fd\u529b\uff0c\u4e3a\u672a\u6765\u9ad8\u6548\u6784\u5efa\u4e09\u7ef4\u7a7a\u95f4\u667a\u80fd\u6a21\u578b\u63d0\u4f9b\u4e86\u65b0\u7684\u7b56\u7565\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

4. \u9762\u54113D\u751f\u6210\u7684\u539f\u751f\u7d27\u51d1\u7ed3\u6784\u5316\u9690\u8868\u793a\uff08Oral, Award Candidate)<\/h2>\n\n\n\n
\"text\"<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/cvpr.thecvf.com\/virtual\/2026\/poster\/37074 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

3D\u751f\u6210\u5efa\u6a21\u5728\u63d0\u5347\u771f\u5b9e\u611f\u65b9\u9762\u8fdb\u5c55\u663e\u8457\uff0c\u4f46\u73b0\u6709\u8868\u5f81\u96be\u4ee5\u540c\u65f6\u6355\u6349\u590d\u6742\u62d3\u6251\u4e0e\u7cbe\u7ec6\u5916\u89c2\uff0c\u4e14\u7f3a\u4e4f\u9ad8\u6548\u7684\u539f\u751f3D\u6f5c\u7a7a\u95f4\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u96be\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u540d\u4e3aO-Voxel\u7684\u9762\u5411 3D \u8d44\u4ea7\u7684\u539f\u751f\u7a00\u758f\u4f53\u7d20\u8868\u5f81\uff0c\u53ef\u7a33\u5065\u5efa\u6a21\u4efb\u610f\u62d3\u6251\u7ed3\u6784\u5e76\u7f16\u7801\u5b8c\u6574 PBR \u6750\u8d28\u53c2\u6570\u3002<\/p>\n\n\n\n

\u57fa\u4e8e\u8be5\u8868\u5f81\uff0c\u56e2\u961f\u8bbe\u8ba1\u4e86\u7a00\u758f\u538b\u7f29\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08SC-VAE\uff09\uff0c\u901a\u8fc7\u6b8b\u5dee\u81ea\u7f16\u7801\u7ed3\u6784\u5b9e\u73b0\u4e86\u6700\u9ad8 16 \u500d\u7a7a\u95f4\u538b\u7f29\uff0c\u5c06\u9ad8\u5206\u8fa8\u7387\u8d44\u4ea7\u8f6c\u5316\u4e3a\u7d27\u51d1\u7684\u7ed3\u6784\u5316\u6f5c\u53d8\u91cf\u3002\u5229\u7528\u8fd9\u4e9b\u6f5c\u53d8\u91cf\uff0c\u7814\u7a76\u5458\u4eec\u8bad\u7ec3\u4e86\u53c2\u6570\u91cf\u7ea640 \u4ebf\u7684\u5927\u89c4\u6a21\u6d41\u5339\u914d\u6a21\u578b\uff0c\u5b9e\u73b0\u4e86\u539f\u751f 3D \u8d44\u4ea7\u751f\u6210\u3002<\/p>\n\n\n\n

\"Diagram\"
\u56fe4\uff1aO-Voxel\u793a\u610f\u56fe\u53ca\u5176\u4e0e3D\u8d44\u6e90\u4e4b\u95f4\u7684\u5373\u65f6\u53cc\u5411\u8f6c\u6362\u3002<\/figcaption><\/figure>\n\n\n\n

\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u65b9\u6cd5\u5728\u51e0\u4f55\u4e0e\u6750\u8d28\u8d28\u91cf\u4e0a\u8fdc\u8d85\u73b0\u6709\u6a21\u578b\uff0c\u63a8\u7406\u6548\u7387\u6781\u9ad8\uff0c\u5728\u5355\u5f20H100 GPU \u4e0a\u4ec5\u9700\u7ea63 \u79d2\u5373\u53ef\u751f\u6210\u5206\u8fa8\u7387 512 \u7684 3D \u8d44\u4ea7\u3002O-Voxel \u4e0e SC-VAE \u7684\u7ec4\u5408\u7a81\u7834\u4e86\u4f20\u7edf\u65b9\u6cd5\u5728\u62d3\u6251\u8868\u8fbe\u4e0e\u8ba1\u7b97\u6548\u7387\u4e0a\u7684\u74f6\u9888\uff0c\u4e3a\u6784\u5efa\u9ad8\u8d28\u91cf\u3001\u9ad8\u6548\u7387\u7684\u539f\u751f 3D \u751f\u6210\u7cfb\u7edf\u63d0\u4f9b\u4e86\u901a\u7528\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

5. \u9762\u5411\u6269\u6563Transformer \u6a21\u578b\u7684\u533a\u57df\u81ea\u9002\u5e94\u91c7\u6837<\/h2>\n\n\n\n
\"text\"<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2502.10389 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u6269\u6563\u6a21\u578b\u867d\u5df2\u6210\u4e3a\u8de8\u9886\u57df\u751f\u6210\u4efb\u52a1\u7684\u4e3b\u6d41\u65b9\u6848\uff0c\u4f46\u4f9d\u8d56\u591a\u6b21\u987a\u5e8f\u524d\u5411\u4f20\u64ad\u7684\u7279\u6027\u4e25\u91cd\u9650\u5236\u4e86\u5b9e\u65f6\u6027\u80fd\u3002\u4ee5\u5f80\u52a0\u901f\u65b9\u6cd5\u591a\u805a\u7126\u51cf\u5c11\u91c7\u6837\u6b65\u6570\u6216\u91cd\u7528\u4e2d\u95f4\u7ed3\u679c\uff0c\u53d7\u9650\u4e8e\u5377\u79ef U-Net \u7ed3\u6784\uff0c\u672a\u80fd\u5229\u7528\u56fe\u50cf\u5185\u90e8\u7a7a\u95f4\u533a\u57df\u7684\u5dee\u5f02\u3002<\/p>\n\n\n\n

\u501f\u52a9\u6269\u6563\u53d8\u6362\u5668\uff08DiTs\uff09\u5904\u7406\u53ef\u53d8\u6570\u91cf token \u7684\u7075\u6d3b\u6027\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u65e0\u9700\u8bad\u7ec3\u7684\u65b0\u578b\u91c7\u6837\u7b56\u7565 RAS\uff08\u533a\u57df\u81ea\u9002\u5e94\u91c7\u6837\uff09\uff0c\u6839\u636e DiT \u7684\u5173\u6ce8\u533a\u57df\u52a8\u6001\u4e3a\u4e0d\u540c\u56fe\u50cf\u533a\u57df\u5206\u914d\u4e0d\u540c\u91c7\u6837\u6bd4\u4f8b\u3002\u5176\u6838\u5fc3\u53d1\u73b0\u662f\uff0c\u5728\u6bcf\u4e00\u6b65\u91c7\u6837\u4e2d\u6a21\u578b\u90fd\u4f1a\u805a\u7126\u8bed\u4e49\u5173\u952e\u533a\u57df\uff0c\u4e14\u5173\u6ce8\u533a\u57df\u5728\u8fde\u7eed\u6b65\u9aa4\u95f4\u5177\u6709\u5f3a\u8fde\u7eed\u6027\u3002\u57fa\u4e8e\u6b64\uff0cRAS \u4ec5\u66f4\u65b0\u5f53\u524d\u5173\u6ce8\u533a\u57df\uff0c\u5176\u4f59\u533a\u57df\u76f4\u63a5\u590d\u7528\u524d\u4e00\u6b65\u7f13\u5b58\u7684\u566a\u58f0\uff0c\u5173\u6ce8\u70b9\u7531\u524d\u4e00\u6b65\u8f93\u51fa\u786e\u5b9a\uff0c\u5145\u5206\u5229\u7528\u65f6\u5e8f\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n

\"Diagram\"
\u56fe5\uff1a\u4e0eRAS\u4e2d\u7684\u5176\u4ed6\u533a\u57df\u76f8\u6bd4\uff0c\u4e3b\u4f53\u53ca\u7ec6\u8282\u66f4\u4e30\u5bcc\u7684\u533a\u57df\u7ecf\u8fc7\u4e86\u66f4\u591a\u7684\u5904\u7406\u6b65\u9aa4\u3002\u6bcf\u4e2a\u65b9\u5757\u4ee3\u8868\u4e00\u4e2a\u5206\u5757\u5316\u7684\u6f5c\u5728token\u3002<\/figcaption><\/figure>\n\n\n\n

\u5728Stable Diffusion 3\u548cLumina-Next-T2I\u4e0a\u8bc4\u4f30RAS\uff0c\u5206\u522b\u5b9e\u73b0\u4e86\u6700\u9ad82.36\u500d\u548c2.51\u500d\u7684\u52a0\u901f\uff0c\u4e14\u751f\u6210\u8d28\u91cf\u4e0b\u964d\u6781\u5c0f\u3002\u6b64\u5916\uff0c\u7528\u6237\u7814\u7a76\u8868\u660e\uff0c\u5728\u4eba\u7c7b\u8bc4\u4f30\u4e0b\uff0c\u8be5\u65b9\u6cd5\u5728\u4fdd\u6301\u540c\u6837\u8d28\u91cf\u7684\u540c\u65f6\u5b9e\u73b0\u4e861.6\u500d\u52a0\u901f\u3002RAS\u901a\u8fc7\u52a8\u6001\u8c03\u6574\u4e0d\u540c\u533a\u57df\u7684\u91c7\u6837\u6bd4\u4f8b\uff0c\u6709\u6548\u63d0\u9ad8\u4e86\u8ba1\u7b97\u8d44\u6e90\u7684\u5229\u7528\u6548\u7387\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u8ba1\u7b97\u5f00\u9500\uff0c\u4e3a\u6269\u6563\u53d8\u6362\u5668\u63d0\u4f9b\u4e86\u66f4\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u663e\u8457\u589e\u5f3a\u4e86\u5176\u5728\u5b9e\u65f6\u5e94\u7528\u4e2d\u7684\u843d\u5730\u6f5c\u529b\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

6. \u57fa\u4e8e\u53c2\u8003\u5f15\u5bfc\u6df1\u5ea6\u538b\u7f29VAE\u7684\u53ef\u6d41\u5f0f\u4f20\u8f93\u5b9e\u65f6\u8bf4\u8bdd\u4eba\u50cf\u89c6\u9891\u751f\u6210\uff08Highlight\uff09<\/h2>\n\n\n\n
\"text\"<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/cvpr.thecvf.com\/virtual\/2026\/poster\/36995 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u89c6\u9891\u6269\u6563\u6a21\u578b\u867d\u7136\u663e\u8457\u63d0\u5347\u4e86\u8096\u50cf\u89c6\u9891\u751f\u6210\u7684\u8d28\u91cf\uff0c\u4f46\u9ad8\u6602\u7684\u8ba1\u7b97\u6210\u672c\u4e25\u91cd\u9650\u5236\u5176\u5728\u5b9e\u65f6\u4ea4\u4e92\u573a\u666f\u4e2d\u7684\u843d\u5730\u5e94\u7528\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u96be\u9898\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u652f\u6301\u6d41\u5f0f\u4f20\u8f93\u7684\u8bf4\u8bdd\u4eba\u8096\u50cf\u89c6\u9891\u751f\u6210\u6846\u67b6\uff0c\u5b9e\u73b0\u9ad8\u4fdd\u771f\u3001\u4f4e\u5ef6\u8fdf\u7684\u97f3\u9891\u9a71\u52a8\u89c6\u9891\u5408\u6210\u3002<\/p>\n\n\n\n

\u8be5\u6846\u67b6\u6838\u5fc3\u5305\u542b\u4e24\u90e8\u5206\uff1a\u4e00\u662f\u63d0\u51fa\u53c2\u8003\u5f15\u5bfc\u7684\u56e0\u679c\u89c6\u9891 VAE\uff0c\u878d\u5408\u5355\u5f20\u6216\u591a\u5f20\u53c2\u8003\u56fe\u50cf\u7279\u5f81\uff0c\u4f7f\u7f51\u7edc\u4e13\u6ce8\u52a8\u6001\u4fe1\u606f\u63d0\u53d6\u800c\u975e\u9759\u6001\u5916\u89c2\uff0c\u5c06\u89c6\u9891\u538b\u7f29\u7387\u63d0\u5347\u81f3768 \u500d\uff1b\u4e8c\u662f\u6784\u5efa\u57fa\u4e8eRectified Flow Transformer\u7684\u81ea\u56de\u5f52\u6f5c\u5728\u53bb\u566a\u6a21\u578b\uff0c\u91c7\u7528\u5757\u72b6\u56e0\u679c\u6ce8\u610f\u529b\u4e0e KV \u7f13\u5b58\u6280\u672f\uff0c\u652f\u6301\u89c6\u9891\u6f5c\u5728\u8868\u793a\u7684\u6d41\u5f0f\u751f\u6210\u3002<\/p>\n\n\n\n

\"Diagram\"
\u56fe6\uff1a\u6846\u67b6\u6982\u8ff0\u3002\u5de6\u4fa7\uff1a\u6240\u63d0\u51fa\u7684\u53c2\u8003\u5f15\u5bfc\u5f0f\u56e0\u679c\u89c6\u9891VAE\u3002\u53f3\u4fa7\uff1a\u91c7\u7528\u5757\u7ea7\u56e0\u679c\u6ce8\u610f\u673a\u5236\u7684 Rectified Flow Transformer\uff0c\u7528\u4e8e\u5efa\u6a21\u7d27\u51d1\u89c6\u9891\u6f5c\u5728\u5411\u91cf\u7684\u6982\u7387\u5206\u5e03\u3002<\/figcaption><\/figure>\n\n\n\n

\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u8be5\u65b9\u6cd5\u80fd\u591f\u5728\u5355\u5f20 H100 GPU \u4e0a\u4ee5 42 FPS \u7684\u901f\u5ea6\u5b9e\u65f6\u751f\u6210 512 \u5206\u8fa8\u7387\u89c6\u9891\uff0c\u8f83\u73b0\u6709\u57fa\u7ebf\u6a21\u578b\u63d0\u534725\u500d\u4ee5\u4e0a\uff0c\u4e14\u5728\u5634\u578b\u540c\u6b65\u3001\u8bed\u97f3\u4e0e\u5934\u90e8\u59ff\u6001\u4e00\u81f4\u6027\u7b49\u6307\u6807\u4e0a\u8fbe\u5230\u5f53\u524d\u9886\u5148\u6c34\u5e73\uff0c\u5e76\u5728\u89c6\u9891\u771f\u5b9e\u611f\u3001\u751f\u52a8\u5ea6\u53ca\u6574\u4f53\u751f\u6210\u8d28\u91cf\u7b49\u65b9\u9762\u8868\u73b0\u4f18\u5f02\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

7. \u8bed\u4e49\u4e3b\u5bfc\uff1a\u501f\u52a9\u5f02\u6b65\u9690\u6269\u6563\u878d\u5408\u8bed\u4e49\u4e0e\u7eb9\u7406\u5efa\u6a21<\/h2>\n\n\n\n
\"text\"<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2512.04926 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u6f5c\u5728\u6269\u6563\u6a21\u578b\uff08LDMs\uff09\u9075\u5faa\u4ece\u7c97\u5230\u7ec6\u7684\u751f\u6210\u8fc7\u7a0b\uff0c\u9ad8\u5c42\u8bed\u4e49\u7ed3\u6784\u7684\u751f\u6210\u7565\u65e9\u4e8e\u7ec6\u7c92\u5ea6\u7eb9\u7406\uff0c\u4f46\u73b0\u6709\u65b9\u6cd5\u4ecd\u540c\u6b65\u53bb\u566a\u8bed\u4e49\u4e0eVAE\u7f16\u7801\u7684\u7eb9\u7406\uff0c\u5ffd\u89c6\u4e86\u8fd9\u79cd\u65f6\u5e8f\u987a\u5e8f\u3002<\/p>\n\n\n\n

\u4e3a\u89e3\u51b3\u8fd9\u4e00\u6311\u6218\uff0c\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u4e00\u79cd\u540d\u4e3a\u8bed\u4e49\u4f18\u5148\u6269\u6563\uff08SFD\uff09\u7684\u6f5c\u5728\u6269\u6563\u8303\u5f0f\uff0c\u663e\u5f0f\u4f18\u5148\u6784\u5efa\u8bed\u4e49\u8868\u5f81\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u4e13\u7528\u8bed\u4e49VAE\u4ece\u9884\u8bad\u7ec3\u89c6\u89c9\u7f16\u7801\u5668\u63d0\u53d6\u7d27\u51d1\u8bed\u4e49\u6f5c\u5728\u53d8\u91cf\uff0c\u5e76\u5c06\u5176\u4e0e\u7eb9\u7406\u6f5c\u5728\u53d8\u91cf\u7ec4\u5408\u6210\u590d\u5408\u6f5c\u5728\u8868\u793a\u3002\u5176\u6838\u5fc3\u5728\u4e8e\u91c7\u7528\u72ec\u7acb\u7684\u566a\u58f0\u8c03\u5ea6\u7b56\u7565\uff0c\u5f02\u6b65\u5bf9\u8bed\u4e49\u4e0e\u7eb9\u7406\u6f5c\u5728\u53d8\u91cf\u8fdb\u884c\u53bb\u566a\uff0c\u4f7f\u8bed\u4e49\u90e8\u5206\u5728\u65f6\u95f4\u4e0a\u9886\u5148\u4e8e\u7eb9\u7406\u90e8\u5206\uff0c\u4e3a\u7eb9\u7406\u7cbe\u70bc\u63d0\u4f9b\u66f4\u6e05\u6670\u7684\u9ad8\u5c42\u6307\u5bfc\uff0c\u5b9e\u73b0\u81ea\u7136\u7684\u4ece\u7c97\u5230\u7ec6\u751f\u6210\u3002<\/p>\n\n\n\n

SFD \u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a\u7b2c\u4e00\u9636\u6bb5\u8bed\u4e49\u521d\u59cb\u5316\uff0c\u8bed\u4e49\u6f5c\u53d8\u91cf\u7387\u5148\u8fdb\u884c\u53bb\u566a\uff1b\u7b2c\u4e8c\u9636\u6bb5\u5f02\u6b65\u751f\u6210\uff0c\u8bed\u4e49\u548c\u7eb9\u7406\u5171\u540c\u8fdb\u884c\u53bb\u566a\u4f46\u4e0d\u540c\u6b65\uff0c\u8bed\u4e49\u9886\u5148\u4e8e\u7eb9\u7406\uff1b\u7b2c\u4e09\u9636\u6bb5\u7eb9\u7406\u5b8c\u6210\uff0c\u4ec5\u7eb9\u7406\u7ee7\u7eed\u8fdb\u884c\u7cbe\u70bc\u3002\u53bb\u566a\u5b8c\u6210\u540e\uff0c\u751f\u6210\u7684\u8bed\u4e49\u6f5c\u53d8\u91cf s1 \u88ab\u4e22\u5f03\uff0c\u6700\u7ec8\u56fe\u50cf\u4ec5\u4ece\u7eb9\u7406\u6f5c\u53d8\u91cf z1 \u89e3\u7801\u83b7\u5f97\u3002<\/p>\n\n\n\n

\"Diagram\"
\u56fe7\uff1a(a) \u8bed\u4e49\u4f18\u5148\u6269\u6563SFD\u6982\u8ff0\u3002\u8bed\u4e49\uff08\u865a\u7ebf\uff09\u548c\u7eb9\u7406\uff08\u5b9e\u7ebf\uff09\u9075\u5faa\u5f02\u6b65\u53bb\u566a\u8f68\u8ff9\u3002(b) \u5728\u65e0\u5f15\u5bfc\u7684 ImageNet 256\u00d7256 \u6570\u636e\u96c6\u4e0a\u7684\u8bad\u7ec3\u6536\u655b\u60c5\u51b5\u3002SFD \u7684\u6536\u655b\u901f\u5ea6\u663e\u8457\u5feb\u4e8e DiT-XL\/2 \u548c LightningDiT-XL\/1\uff0c\u5206\u522b\u5feb\u7ea6 100 \u500d\u548c 33.3 \u500d\u3002<\/figcaption><\/figure>\n\n\n\n

\u5728ImageNet 256\u00d7256\u6709\u5f15\u5bfc\u751f\u6210\u4efb\u52a1\u4e2d\uff0cSFD\u5b9e\u73b0\u4e86FID 1.06\uff08LightningDiT-XL\uff09\u548cFID 1.04\uff081.0B LightningDiT-XXL\uff09\u7684\u4f18\u5f02\u6027\u80fd\uff0c\u6536\u655b\u901f\u5ea6\u6bd4\u539f\u59cbDiT\u6700\u9ad8\u63d0\u5347100\u500d\u3002\u6b64\u5916\uff0cSFD\u8fd8\u80fd\u6539\u8fdbReDi\u3001VA-VAE\u7b49\u73b0\u6709\u65b9\u6cd5\uff0c\u5145\u5206\u9a8c\u8bc1\u4e86\u5f02\u6b65\u8bed\u4e49\u4e3b\u5bfc\u5efa\u6a21\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

\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\u7d27\u8ddf\u524d\u6cbf\u9886\u57df\u53d1\u5c55\u6001\u52bf\u3002 6\u67083\u65e5\u81f37\u65e5\uff0c\u5168\u7403\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u9876\u5c16\u5b66\u672f\u76db\u4f1a CVPR \u5c06\u5728\u7f8e\u56fd\u79d1\u7f57\u62c9\u591a\u5dde\u4e39\u4f5b\u5e02\u4e3e\u884c\u3002\u672c\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u5c06\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5165\u9009 CVPR 2026 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\uff0c\u5177\u4f53\u65b9\u5411\u5305\u62ec\u751f\u6210\u5f0f\u89c6\u9891\u538b\u7f29\u3001\u6269\u6563\u56fe\u50cf\u538b\u7f29\u30013D\u7a7a\u95f4\u7406\u89e3\u53ca\u5b9e\u65f6\u8bf4\u8bdd\u4eba\u50cf\u89c6\u9891\u751f\u6210\u7b49\u591a\u9879\u521b\u65b0\u6210\u679c\u3002 \u672c\u671f\u5185\u5bb9\u901f\u89c8 1.CoD\uff1a\u9762\u5411\u56fe\u50cf\u538b\u7f29\u7684\u6269\u6563\u57fa\u7840\u6a21\u578b 2.\u57fa\u4e8e\u4e00\u7ef4\u9690\u8868\u793a\u7684\u751f\u6210\u5f0f\u89c6\u9891\u538b\u7f29 3.HiSpatial\uff1a\u589e\u5f3a\u89c6\u89c9-\u8bed\u8a00\u5927\u6a21\u578b\u7684\u5c42\u7ea73D\u7a7a\u95f4\u8ba4\u77e5\u80fd\u529b 4.\u9762\u54113D\u751f\u6210\u7684\u539f\u751f\u7d27\u51d1\u7ed3\u6784\u5316\u9690\u8868\u793a\uff08Oral, Award Candidate) 5.\u9762\u5411\u6269\u6563Transformer \u6a21\u578b\u7684\u533a\u57df\u81ea\u9002\u5e94\u91c7\u6837 6.\u57fa\u4e8e\u53c2\u8003\u5f15\u5bfc\u6df1\u5ea6\u538b\u7f29VAE\u7684\u53ef\u6d41\u5f0f\u4f20\u8f93\u5b9e\u65f6\u8bf4\u8bdd\u4eba\u50cf\u89c6\u9891\u751f\u6210\uff08Highlight\uff09 7.\u8bed\u4e49\u4e3b\u5bfc\uff1a\u501f\u52a9\u5f02\u6b65\u9690\u6269\u6563\u878d\u5408\u8bed\u4e49\u4e0e\u7eb9\u7406\u5efa\u6a21 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2511.18706 (opens in new tab) \u73b0\u6709\u7684\u6269\u6563\u7f16\u89e3\u7801\u5668\u5927\u591a\u57fa\u4e8e Stable Diffusion \u7b49\u6587\u672c\u5230\u56fe\u50cf\u7684\u57fa\u7840\u6a21\u578b\uff0c\u4f46\u4ece\u538b\u7f29\u89d2\u5ea6\u770b\uff0c\u6587\u672c\u6761\u4ef6\u5e76\u4e0d\u7406\u60f3\uff0c\u5c24\u5176\u5728\u6781\u4f4e\u7801\u7387\u4e0b\u4f1a\u963b\u788d\u4e0b\u6e38\u6269\u6563\u7f16\u89e3\u7801\u5668\u7684\u6f5c\u529b\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u9996\u4e2a\u9762\u5411\u538b\u7f29\u7684\u6269\u6563\u57fa\u7840\u6a21\u578b CoD\u3002\u8be5\u6a21\u578b\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\uff0c\u5b9e\u73b0\u538b\u7f29\u4e0e\u751f\u6210\u7684\u7aef\u5230\u7aef\u8054\u5408\u4f18\u5316\u3002CoD \u5e76\u975e\u56fa\u5b9a\u7f16\u89e3\u7801\u5668\uff0c\u800c\u662f\u9002\u7528\u4e8e\u5404\u7c7b\u6269\u6563\u7f16\u89e3\u7801\u5668\u7684\u901a\u7528\u57fa\u7840\u6a21\u578b\u3002 CoD \u91c7\u7528\u539f\u751f\u56fe\u50cf\u7f16\u7801\u5668\u5c06\u56fe\u50cf\u538b\u7f29\u4e3a\u7d27\u51d1\u8868\u793a\uff0c\u901a\u8fc7\u4fe1\u606f\u74f6\u9888\u5f3a\u5236\u6781\u4f4e\u7801\u7387\uff0c\u518d\u7531\u6269\u6563\u6a21\u5757\u5728\u6761\u4ef6\u5f15\u5bfc\u4e0b\u91cd\u5efa\u50cf\u7d20\u3002\u8bad\u7ec3\u65b9\u9762\uff0cCoD\u5c06\u6574\u6d41\u6d41\u635f\u5931\u4e0e\u5931\u771f\u4f18\u5316\u7edf\u4e00\u8bad\u7ec3\uff0c\u5e76\u4ee5\u5b8c\u5168\u81ea\u76d1\u7763\u7684\u65b9\u5f0f\u4ec5\u5728\u516c\u5f00\u56fe\u50cf\u6570\u636e\u96c6\u4e0a\u5b66\u4e60\u3002 CoD \u5177\u5907\u591a\u91cd\u4f18\u52bf\uff1a\u5728\u4e0b\u6e38\u4efb\u52a1\u4e2d\u66ff\u6362 Stable Diffusion \u53ef\u8fbe\u5230 SOTA\uff0c\u5c24\u5176\u57280.0039 bpp\u6781\u4f4e\u7801\u7387\u4e0b\u8868\u73b0\u7a81\u51fa\uff1b\u8bad\u7ec3\u6210\u672c\u6781\u4f4e\uff0c\u4ec5\u9700\u7ea620 A100 GPU \u5929\uff0c\u8bad\u7ec3\u901f\u5ea6\u63d0\u5347\u7ea6300 \u500d\u4e14\u5b8c\u5168\u53ef\u590d\u73b0\u3002\u7814\u7a76\u53d1\u73b0\uff0cCoD\u7684\u50cf\u7d20\u7a7a\u95f4\u6269\u6563\u53ef\u5b9e\u73b0VTM \u7ea7\u522b PSNR \u4e0e\u9ad8\u611f\u77e5\u8d28\u91cf\uff0c\u5e76\u80fd\u591f\u4ee5\u66f4\u5c11\u53c2\u6570\u8d85\u8d8a GAN \u7c7b\u7f16\u89e3\u7801\u5668\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2603.15302 (opens in new tab) \u4f20\u7edf\u89c6\u9891\u7f16\u89e3\u7801\u5668\u4e0e\u73b0\u6709\u795e\u7ecf\u89c6\u9891\u538b\u7f29\u65b9\u6cd5\uff0c\u5728\u5904\u7406\u9ad8\u4fdd\u771f\u5185\u5bb9\u65f6\u96be\u4ee5\u517c\u987e\u4f4e\u7801\u7387\u4e0e\u4f18\u8d28\u611f\u77e5\u8d28\u91cf\u3002\u5c24\u5176\u662f\u751f\u6210\u5f0f\u89c6\u9891\u7f16\u89e3\u7801\u5668\uff08GVC\uff09\u666e\u904d\u91c7\u7528\u7684\u4e8c\u7ef4\u6f5c\u5728\u8868\u793a\uff0c\u5b58\u5728\u7a7a\u95f4\u5197\u4f59\u9ad8\u3001\u957f\u65f6\u8bed\u4e49\u5efa\u6a21\u80fd\u529b\u4e0d\u8db3\u7b49\u95ee\u9898\u3002 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