{"id":1141658,"date":"2025-06-10T21:11:02","date_gmt":"2025-06-11T04:11:02","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&p=1141658"},"modified":"2025-06-12T08:07:48","modified_gmt":"2025-06-12T15:07:48","slug":"new-arrival-in-research-27","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-27\/","title":{"rendered":"CVPR \u4e0a\u65b0 | \u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\u2014\u2014\u56fe\u50cf\u4e0e\u89c6\u9891\u5904\u7406\u7bc7"},"content":{"rendered":"\n

\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

6\u670810\u65e5\u81f317\u65e5\uff0c\u5168\u7403\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u9876\u5c16\u5b66\u672f\u76db\u4f1a CVPR \u5728\u7f8e\u56fd\u7530\u7eb3\u897f\u5dde\u7eb3\u4ec0\u7ef4\u5c14\u4e3e\u529e\u3002\u6211\u4eec\u901a\u8fc7\u4e24\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5165\u9009 CVPR 2025 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\u3002\u7b2c\u4e00\u671f\u5206\u4eab\u7684\u5185\u5bb9\u4e3b\u8981\u56f4\u7ed5\u751f\u6210\u6a21\u578b\u4e0e\u6269\u6563\u6280\u672f\u7b49\u65b9\u5411\u7684\u7814\u7a76\u5de5\u4f5c<\/a>\u3002\u7b2c\u4e8c\u671f\u5c06\u6db5\u76d6\u56fe\u50cf\u4e0e\u89c6\u9891\u5904\u7406\u65b9\u5411\u7684\u76f8\u5173\u7814\u7a76\uff0c\u5305\u62ec\u5355\u76ee\u51e0\u4f55\u4f30\u8ba1\u3001\u89c6\u9891\u751f\u6210\u3001\u56fe\u50cf\u64e6\u9664\u3001\u89c6\u9891\u538b\u7f29\u7b49\u3002<\/p>\n\n\n\n

\n\n\n\n

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

01. \u7528\u4e8e\u5355\u57df\u6cdb\u5316\u7684\u5bf9\u6297\u6027\u57df\u63d0\u793a\u5fae\u8c03\u4e0e\u751f\u6210<\/p>\n\n\n\n

02. DCVC-RT\uff1a4K\u5b9e\u65f6\u89c6\u9891\u7f16\u89e3\u7801\u5668<\/p>\n\n\n\n

03. HoGS\uff1a\u901a\u8fc7\u9f50\u6b21\u9ad8\u65af\u6295\u5f71\u5b9e\u73b0\u8fd1\u8fdc\u7269\u4f53\u7684\u7edf\u4e00\u91cd\u5efa<\/p>\n\n\n\n

04. MoGe\uff1a\u6700\u4f18\u76d1\u7763\u8bad\u7ec3\u89e3\u9501\u4efb\u610f\u56fe\u50cf\u7cbe\u786e\u5355\u76ee\u51e0\u4f55\u4f30\u8ba1<\/p>\n\n\n\n

05. SmartEraser\uff1a\u4f7f\u7528\u906e\u7f69\u533a\u57df\u5f15\u5bfc\u4ece\u56fe\u50cf\u4e2d\u79fb\u9664\u4efb\u610f\u5185\u5bb9<\/p>\n\n\n\n

06. VidTwin\uff1a\u89e3\u8026\u7ed3\u6784\u548c\u52a8\u6001\u4fe1\u606f\u7684\u89c6\u9891Tokenizer<\/p>\n\n\n\n

01. \u7528\u4e8e\u5355\u57df\u6cdb\u5316\u7684\u5bf9\u6297\u6027\u57df\u63d0\u793a\u5fae\u8c03\u4e0e\u751f\u6210<\/h3>\n\n\n\n
\"text\"<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openaccess.thecvf.com\/content\/CVPR2025\/papers\/Xu_Adversarial_Domain_Prompt_Tuning_and_Generation_for_Single_Domain_Generalization_CVPR_2025_paper.pdf (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u5355\u57df\u6cdb\u5316\uff08Single Domain Generalization, SDG\uff09\u65e8\u5728\u4ec5\u5229\u7528\u5355\u4e00\u6e90\u57df\u7684\u6807\u6ce8\u6570\u636e\uff0c\u8bad\u7ec3\u51fa\u80fd\u591f\u5728\u591a\u4e2a\u672a\u89c1\u76ee\u6807\u57df\u4e0a\u4f9d\u7136\u4fdd\u6301\u9ad8\u6027\u80fd\u7684\u9c81\u68d2\u6a21\u578b\u3002\u7531\u4e8e\u76ee\u6807\u57df\u6570\u636e\u5728\u8bad\u7ec3\u9636\u6bb5\u5b8c\u5168\u4e0d\u53ef\u89c1\uff0c\u5982\u4f55\u6709\u6548\u6a21\u62df\u9886\u57df\u5206\u5e03\u7684\u591a\u6837\u6027\u3001\u7f29\u5c0f\u6e90\u57df\u4e0e\u76ee\u6807\u57df\u4e4b\u95f4\u7684\u5206\u5e03\u5dee\u8ddd\uff0c\u4fbf\u6210\u4e3a\u8be5\u4efb\u52a1\u7684\u6838\u5fc3\u6311\u6218\u3002\u73b0\u6709\u5de5\u4f5c\u591a\u4f9d\u8d56\u4e8e\u6570\u636e\u589e\u5f3a\u6216\u57fa\u4e8e\u98ce\u683c\u7edf\u8ba1\u7684\u56fe\u50cf\u589e\u5f3a\u65b9\u6cd5\uff0c\u867d\u80fd\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6269\u5145\u8bad\u7ec3\u6837\u672c\u7684\u591a\u6837\u6027\uff0c\u4f46\u96be\u4ee5\u8986\u76d6\u4e0e\u6e90\u57df\u5206\u5e03\u5dee\u5f02\u6781\u5927\u7684\u201c\u62bd\u8c61\u201d\u57df\u6837\u5f0f\uff0c\u56e0\u800c\u5176\u6cdb\u5316\u6027\u80fd\u4ecd\u53d7\u9650\u3002<\/p>\n\n\n\n

\u4e3a\u7a81\u7834\u8fd9\u4e00\u74f6\u9888\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u9996\u6b21\u63d0\u51fa\u501f\u52a9\u5f3a\u5927\u7684\u9884\u8bad\u7ec3\u6587\u672c\u5230\u56fe\u50cf\uff08Text-to-Image, T2I\uff09\u6269\u6563\u6a21\u578b\uff0c\u901a\u8fc7\u5bf9\u6297\u5f0f\u63d0\u793a\u8c03\u4f18\uff08prompt tuning\uff09\u548c\u8fdb\u9636\u5f0f\u8bad\u7ec3\u65b9\u6848\uff08progressive training scheme\uff09\uff0c\u81ea\u52a8\u751f\u6210\u5177\u6709\u4e30\u5bcc\u57df\u98ce\u683c\u7684 OOD\uff08Out-Of-Distribution\uff09\u56fe\u50cf\uff0c\u4ece\u800c\u63d0\u5347 SDG \u6027\u80fd\u3002\u5728\u8be5\u6846\u67b6\u4e0b\uff0c\u63d0\u793a\u5411\u91cf\u4e0d\u518d\u4f9d\u8d56\u4e8e\u9759\u6001\u7684\u4eba\u5de5\u6587\u672c\u63cf\u8ff0\uff0c\u800c\u662f\u5206\u4e3a\u53ef\u5b66\u4e60\u7684\u7c7b\u522b\u63d0\u793a\uff08category prompt\uff09\u548c\u57df\u63d0\u793a\uff08domain prompt\uff09\uff0c\u5206\u522b\u7528\u4e8e\u6355\u6349\u7c7b\u522b\u8bed\u4e49\u548c\u591a\u6837\u5316\u57df\u98ce\u683c\u3002<\/p>\n\n\n\n

\"diagram\"
\u56fe1\uff1aPAPT \u65b9\u6cd5\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n

\u5177\u4f53\u6765\u8bf4\uff0c\u8be5\u65b9\u6cd5\u5148\u8c03\u4f18\u7c7b\u522b\u63d0\u793a\u4ee5\u786e\u4fdd\u751f\u6210\u56fe\u50cf\u5177\u6709\u6b63\u786e\u7c7b\u522b\u3002\u518d\u901a\u8fc7\u5bf9\u6297\u5b66\u4e60\u4f18\u5316\u57df\u63d0\u793a\uff0c\u5e76\u5728\u4e0d\u540c\u63d0\u793a\u4e4b\u95f4\u6700\u5927\u5316\u98ce\u683c\u5dee\u5f02\u7684\u540c\u65f6\u4fdd\u6301\u7c7b\u522b\u4e00\u81f4\u3002\u6700\u540e\u91c7\u7528\u8fed\u4ee3\u5f0f\u8bad\u7ec3\uff0c\u4e0d\u65ad\u5411\u63d0\u793a\u5e93\u4e2d\u6dfb\u52a0\u65b0\u5b66\u5f97\u7684\u57df\u63d0\u793a\uff0c\u751f\u6210\u66f4\u5177\u6311\u6218\u6027\u7684 OOD \u6837\u672c\u3002<\/p>\n\n\n\n

\u5c06\u8fd9\u4e9b\u5408\u6210\u6837\u672c\u4e0e\u6e90\u57df\u6570\u636e\u8054\u5408\u8bad\u7ec3\u540e\uff0c\u8be5\u65b9\u6cd5\u5728 PACS\u3001VLCS\u3001Office-Home\u3001DomainNet \u548c TerraIncognita \u4e94\u5927\u57fa\u51c6\u4e0a\u5747\u8d85\u8d8a\u76ee\u524d\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6240\u63d0 PAPT \u6846\u67b6\u5728\u517c\u987e\u7c7b\u522b\u4e00\u81f4\u6027\u4e0e\u57df\u591a\u6837\u6027\u7684\u540c\u65f6\uff0c\u663e\u8457\u589e\u5f3a\u4e86\u5355\u57df\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n

02. DCVC-RT\uff1a4K\u5b9e\u65f6\u89c6\u9891\u7f16\u89e3\u7801\u5668<\/h3>\n\n\n\n
\"text\"<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2502.20762 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/DCVC (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u8fd1\u5e74\u6765\uff0c\u6df1\u5ea6\u5b66\u4e60\u9a71\u52a8\u7684\u89c6\u9891\u7f16\u89e3\u7801\u5668\u5728\u538b\u7f29\u7387\u65b9\u9762\u5df2\u8d85\u8d8a\u4f20\u7edf\u65b9\u6848\uff08\u5982H.265\/HM, H.266\/VTM, ECM\uff09\uff0c\u6210\u4e3a\u89c6\u9891\u538b\u7f29\u9886\u57df\u7684\u91cd\u8981\u7a81\u7834\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u65b9\u6848\u5f80\u5f80\u67b6\u6784\u590d\u6742\u3001\u53c2\u6570\u91cf\u5927\u3001\u65e0\u6cd5\u5b9e\u73b0\u5b9e\u65f6\u7f16\u89e3\u7801\uff0c\u4e14\u7f3a\u4e4f\u7801\u7387\u63a7\u5236\u548c\u8de8\u8bbe\u5907\u4e00\u81f4\u6027\u7b49\u5173\u952e\u529f\u80fd\uff0c\u9650\u5236\u4e86\u5176\u5b9e\u9645\u5e94\u7528\u90e8\u7f72\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u63d0\u51fa\u7684 DCVC-RT \u6a21\u578b\uff0c\u63d0\u4f9b\u4e00\u4e2a\u7b80\u6d01\u9ad8\u6548\u3001\u53ef\u5b9e\u65f6\u8fd0\u884c\u3001\u9762\u5411\u5b9e\u9645\u5e94\u7528\u7684\u6df1\u5ea6\u89c6\u9891\u7f16\u89e3\u7801\u89e3\u51b3\u65b9\u6848\uff0c\u5c06\u6709\u671b\u89e3\u51b3\u4e0a\u8ff0\u6311\u6218\u3002<\/p>\n\n\n\n

\u901a\u8fc7\u5b9e\u9a8c\u5206\u6790\uff0c\u7814\u7a76\u5458\u4eec\u53d1\u73b0\u901a\u5e38\u7528\u4e8e\u8bc4\u5224\u6a21\u578b\u590d\u6742\u5ea6\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\uff08\u5982 MACs\uff09\u5e76\u975e\u5236\u7ea6\u7f16\u89e3\u7801\u901f\u5ea6\u7684\u4e3b\u8981\u56e0\u7d20\u3002\u76f8\u53cd\uff0c\u964d\u4f4e\u5185\u5b58 I\/O \u6548\u7387\u3001\u51fd\u6570\u8c03\u7528\u6570\u91cf\u7b49\u64cd\u4f5c\u590d\u6742\u5ea6\u56e0\u7d20\u624d\u662f\u63d0\u5347\u901f\u5ea6\u7684\u5173\u952e\u3002\u4e3a\u6b64\uff0cDCVC-RT \u505a\u51fa\u4e86\u4e24\u4e2a\u5173\u952e\u521b\u65b0\u4ee5\u964d\u4f4e\u64cd\u4f5c\u590d\u6742\u5ea6\uff1a<\/p>\n\n\n\n

\u4e00\u662f\u9690\u5f0f\u65f6\u57df\u5efa\u6a21\u3002DCVC-RT \u6452\u5f03\u4e86\u5355\u72ec\u7684\u663e\u5f0f\u8fd0\u52a8\u4f30\u8ba1\u4e0e\u8865\u507f\u6a21\u5757\uff0c\u5728\u7f16\u89e3\u7801\u5668\u4e2d\u5b9e\u73b0\u9690\u5f0f\u65f6\u57df\u5efa\u6a21\u3002\u79fb\u9664\u8fd0\u52a8\u76f8\u5173\u7684\u6a21\u5757\u76f4\u63a5\u51cf\u5c11\u4e86\u51fd\u6570\u8c03\u7528\u6570\u91cf\uff0c\u5728\u51e0\u4e4e\u4e0d\u635f\u5931\u538b\u7f29\u7387\u7684\u524d\u63d0\u4e0b\u63d0\u5347\u4e863.4\u500d\u7684\u7f16\u89e3\u7801\u901f\u5ea6\u3002<\/p>\n\n\n\n

\u4e8c\u662f\u7d27\u51d1\u9690\u5f0f\u8868\u5f81\u5b66\u4e60\u3002\u4e0e\u4e4b\u524d\u65b9\u6848\u4e2d\u7684\u9010\u5c42\u4e0b\u91c7\u6837\u7b56\u7565\u4e0d\u540c\uff0cDCVC-RT \u76f4\u63a5\u5bf9\u539f\u56fe\u8fdb\u884c\u4e0b\u91c7\u6837\u5e76\u5728\u4f4e\u5206\u8fa8\u7387\u8fdb\u884c\u65f6\u57df\u548c\u7a7a\u57df\u8054\u5408\u8868\u5f81\u5b66\u4e60\u3002\u901a\u8fc7\u8ba1\u7b97\u5206\u6790\uff0c\u8fd9\u6837\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u5185\u5b58 I\/O\uff0c\u5e26\u6765\u4e863.6\u500d\u7684\u901f\u5ea6\u63d0\u5347\u3002<\/p>\n\n\n\n

\"diagram\"
\u56fe2\uff1aDCVC-RT \u4e0e\u4e4b\u524d SOTA \u4f20\u7edf\/\u6df1\u5ea6\u7f16\u89e3\u7801\u5668\u7684\u538b\u7f29\u7387\u548c\u7f16\u7801\u901f\u5ea6\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n

\u6b64\u5916\uff0cDCVC-RT \u8fd8\u652f\u6301\u591a\u79cd\u9762\u5411\u5b9e\u9645\u7684\u529f\u80fd\u8bbe\u8ba1\uff0c\u5305\u62ec\u57fa\u4e8e\u6a21\u5757\u5e93\u7684\u7801\u7387\u63a7\u5236\u3002\u901a\u8fc7\u5bf9\u4e0d\u540c\u7684\u538b\u7f29\u7387\u5b66\u4e60\u4e00\u7ec4\u4e0d\u540c\u7684\u91cf\u5316\u6a21\u5757\u548c\u6982\u7387\u6a21\u578b\uff0c\u5b9e\u73b0\u5355\u4e2a\u6a21\u578b\u4e0b\u7684\u8fde\u7eed\u7801\u7387\u8c03\u8282\uff0c\u4ee5\u9002\u914d\u4e0d\u540c\u7684\u5e94\u7528\u9700\u6c42\uff0c\u4ee5\u53ca\u6574\u6570\u5316\u6a21\u578b\u8bbe\u8ba1\u3002\u4e3a\u89e3\u51b3\u8de8\u8bbe\u5907\u6d6e\u70b9\u4e0d\u4e00\u81f4\u7684\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u6a21\u578b\u6743\u91cd\u4e0e\u4e2d\u95f4\u8868\u793a\u8f6c\u6362\u4e3a16\u4f4d\u6574\u6570\uff0c\u8fdb\u800c\u5b9e\u73b0\u4e86\u7f16\u7801\u4e00\u81f4\u6027\uff0c\u8fd9\u4e00\u91cf\u5316\u4ec5\u5e26\u6765\u4e86\u7ea63%\u7684\u538b\u7f29\u7387\u635f\u5931\u3002<\/p>\n\n\n\n

DCVC-RT \u662f\u7b2c\u4e00\u4e2a\u80fd\u5b9e\u73b0 4K \u5b9e\u65f6\u7f16\u7801\u548c\u89e3\u7801\u7684\u6a21\u578b\uff0c\u5e76\u5bf9 1080p \u89c6\u9891\u6709\u8d85\u8fc7 100FPS \u7684\u901f\u5ea6\uff0c\u6bd4\u5f53\u524d\u4e3b\u6d41\u6df1\u5ea6\u89c6\u9891\u7f16\u89e3\u7801\u5668\u5feb20\u500d\u4ee5\u4e0a\uff0c\u538b\u7f29\u6548\u7387\u4e0e\u6700\u5148\u8fdb\u7684\u7f16\u89e3\u7801\u5668\u6301\u5e73\u751a\u81f3\u66f4\u4f18\u3002\u4e0e\u5e38\u7528\u7684\u5b9e\u65f6\u4f20\u7edf\u7f16\u7801\u5668\uff08\u5982x265\uff09\u76f8\u6bd4\uff0cDCVC-RT \u5728\u76f8\u540c\u753b\u8d28\u4e0b\u7684\u7801\u7387\u964d\u4f4e\u7ea670%\u3002\u53e6\u5916\uff0c\u5728\u4f4e\u7aef\u6d88\u8d39\u8bbe\u5907 2080Ti \u4e0a DCVC-RT \u4e5f\u652f\u6301 1080p\/30FPS\uff0c\u663e\u793a\u51fa\u5176\u5bf9\u4e0d\u540c\u8bbe\u5907\u6781\u9ad8\u7684\u9002\u5e94\u6027\u3002<\/p>\n\n\n\n

\"diagram\"
\u56fe3\uff1aDCVC-RT \u4e0e\u4e4b\u524d\u7684\u6df1\u5ea6\u7f16\u89e3\u7801\u5668\u7684\u8303\u5f0f\u53d8\u5316<\/figcaption><\/figure>\n\n\n\n

\u603b\u800c\u8a00\u4e4b\uff0cDCVC-RT \u5728\u63d0\u5347\u7f16\u7801\u6548\u7387\u3001\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6\u548c\u589e\u5f3a\u5b9e\u7528\u6027\u7b49\u65b9\u9762\u5b9e\u73b0\u4e86\u91cd\u5927\u7a81\u7834\uff0c\u4e3a\u6df1\u5ea6\u89c6\u9891\u7f16\u89e3\u7801\u5668\u7684\u5b9e\u9645\u90e8\u7f72\u5960\u5b9a\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n\n\n\n

03. HoGS\uff1a\u901a\u8fc7\u9f50\u6b21\u9ad8\u65af\u6295\u5f71\u5b9e\u73b0\u8fd1\u8fdc\u7269\u4f53\u7684\u7edf\u4e00\u91cd\u5efa<\/h3>\n\n\n\n
\"text\"<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2503.19232 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/kh129.github.io\/hogs (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u5728\u771f\u5b9e\u611f\u573a\u666f\u91cd\u5efa\u4e0e\u65b0\u89c6\u89d2\u5408\u6210\u9886\u57df\uff0c3D \u9ad8\u65af\u6295\u5f71\uff083D Gaussian Splatting, 3DGS\uff09\u7684\u51fa\u73b0\u663e\u8457\u63d0\u5347\u4e86\u8bad\u7ec3\u6548\u7387\u548c\u5b9e\u65f6\u6e32\u67d3\u80fd\u529b\u3002\u7136\u800c\uff0c3DGS \u57fa\u4e8e\u7b1b\u5361\u5c14\u5750\u6807\u7cfb\uff0c\u8fd9\u5728\u5904\u7406\u8fdc\u8ddd\u79bb\u7269\u4f53\u65f6\u5b58\u5728\u5c40\u9650\uff0c\u5c24\u5176\u662f\u5728\u5efa\u6a21\u65e0\u9650\u8fdc\u7684\u6237\u5916\u573a\u666f\u65f6\u8868\u73b0\u4e0d\u4f73\u3002\u8fd9\u4e00\u6311\u6218\u4fc3\u4f7f\u79d1\u7814\u4eba\u5458\u63a2\u7d22\u66f4\u5177\u8868\u8fbe\u529b\u7684\u8868\u793a\u65b9\u6cd5\uff0c\u4ee5\u7edf\u4e00\u5904\u7406\u8fd1\u8ddd\u79bb\u548c\u8fdc\u8ddd\u79bb\u7269\u4f53\u3002<\/p>\n\n\n\n

\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u540c\u7c7b\u9ad8\u65af\u6295\u5f71\uff08Homogeneous Gaussian Splatting, HoGS\uff09\u65b9\u6cd5\uff0c\u5c06\u5c04\u5f71\u51e0\u4f55\u4e2d\u7684\u9f50\u6b21\u5750\u6807\u7cfb\u7edf\u5f15\u5165 3DGS \u6846\u67b6\u3002\u4e0e\u7b1b\u5361\u5c14\u5750\u6807\u4e0d\u540c\uff0c\u9f50\u6b21\u5750\u6807\u80fd\u591f\u81ea\u7136\u5730\u8868\u793a\u65e0\u7a77\u8fdc\u5904\u7684\u70b9\uff0c\u66f4\u9002\u5408\u6355\u6349\u8fdc\u8ddd\u79bb\u573a\u666f\u5143\u7d20\u3002\u5229\u7528\u8fd9\u4e00\u7279\u6027\uff0cHoGS \u589e\u5f3a\u4e86\u539f\u59cb 3DGS \u6846\u67b6\u7684\u7a7a\u95f4\u8868\u8fbe\u80fd\u529b\u548c\u53ef\u6269\u5c55\u6027\uff0c\u5b9e\u73b0\u4e86\u8de8\u6df1\u5ea6\u8303\u56f4\u7684\u9ad8\u8d28\u91cf\u6e32\u67d3\u3002<\/p>\n\n\n\n

HoGS \u7684\u6838\u5fc3\u5728\u4e8e\u4f7f\u7528\u9f50\u6b21\u5750\u6807\u91cd\u65b0\u5b9a\u4e49\u9ad8\u65af\u7684\u7a7a\u95f4\u4f4d\u7f6e\u548c\u5c3a\u5ea6\uff0c\u5e76\u5c06\u5176\u8868\u793a\u5728\u5c04\u5f71\u7a7a\u95f4\u4e2d\u3002\u8fd9\u79cd\u91cd\u6784\u4e0d\u4ec5\u4fdd\u6301\u4e86\u6e32\u67d3\u8d28\u91cf\u5728\u4e0d\u540c\u8ddd\u79bb\u4e0a\u7684\u4e00\u81f4\u6027\uff0c\u8fd8\u4f7f\u7cfb\u7edf\u80fd\u591f\u5728\u4e0d\u727a\u7272\u6548\u7387\u7684\u524d\u63d0\u4e0b\u6269\u5c55\u5230\u66f4\u590d\u6742\u3001\u66f4\u5e7f\u9614\u7684\u573a\u666f\u4e2d\u3002\u8be5\u7814\u7a76\u8fd8\u5bf9\u5149\u6805\u5316\u548c\u6e32\u67d3\u6d41\u7a0b\u8fdb\u884c\u4e86\u76f8\u5e94\u8c03\u6574\uff0c\u4f7f\u5176\u9002\u914d\u65b0\u7684\u5750\u6807\u7cfb\u7edf\uff0c\u5e76\u4e0e\u73b0\u6709\u7684\u5b9e\u65f6\u6e32\u67d3\u6280\u672f\u517c\u5bb9\u3002<\/p>\n\n\n\n

\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cHoGS \u5728\u4e0d\u5f71\u54cd\u8fd1\u8ddd\u79bb\u7269\u4f53\u91cd\u5efa\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\uff0c\u663e\u8457\u63d0\u5347\u4e86\u8fdc\u8ddd\u79bb\u7269\u4f53\u7684\u91cd\u5efa\u7cbe\u5ea6\u3002\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u5b9a\u91cf\u8bc4\u4f30\u663e\u793a\uff0cHoGS \u5728\u6e32\u67d3\u8d28\u91cf\u65b9\u9762\u666e\u904d\u4f18\u4e8e\u4f20\u7edf 3DGS\uff0c\u5c24\u5176\u5728\u65e0\u9650\u8fdc\u6237\u5916\u73af\u5883\u4e2d\u8868\u73b0\u7a81\u51fa\u3002\u6b64\u5916\uff0c\u8be5\u65b9\u6cd5\u4ecd\u4fdd\u7559\u4e86 3DGS \u7684\u5feb\u901f\u8bad\u7ec3\u548c\u5b9e\u65f6\u6e32\u67d3\u4f18\u52bf\u3002\u4e0b\u56fe\u7684\u89c6\u89c9\u5bf9\u6bd4\u8fdb\u4e00\u6b65\u5c55\u793a\u4e86 HoGS \u5728\u4e0d\u540c\u6df1\u5ea6\u4e0b\u6355\u6349\u7ec6\u8282\u7684\u80fd\u529b\uff0c\u4f53\u73b0\u4e86\u5176\u9c81\u68d2\u6027\u548c\u901a\u7528\u6027\u3002<\/p>\n\n\n\n

\"HoGS
\u56fe4\uff1aHoGS \u4e0e\u4f20\u7edf 3DGS \u65b9\u6cd5\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n

HoGS \u901a\u8fc7\u5f15\u5165\u57fa\u4e8e\u5c04\u5f71\u51e0\u4f55\u7684\u8868\u793a\u65b9\u5f0f\uff0c\u6210\u529f\u6269\u5c55\u4e86 3DGS \u6846\u67b6\u7684\u9002\u7528\u8303\u56f4\uff0c\u5b9e\u73b0\u4e86\u5bf9\u8fd1\u8fdc\u7269\u4f53\u7684\u7edf\u4e00\u5efa\u6a21\u3002\u8fd9\u4e00\u521b\u65b0\u4e0d\u4ec5\u89e3\u51b3\u4e86\u5f53\u524d\u89c6\u89d2\u5408\u6210\u6280\u672f\u7684\u5173\u952e\u74f6\u9888\uff0c\u8fd8\u4e3a\u5927\u89c4\u6a21\u3001\u9ad8\u4fdd\u771f\u3001\u5b9e\u65f6 3D \u91cd\u5efa\u5f00\u8f9f\u4e86\u65b0\u7684\u65b9\u5411\u3002<\/p>\n\n\n\n

04. MoGe\uff1a\u6700\u4f18\u76d1\u7763\u8bad\u7ec3\u89e3\u9501\u4efb\u610f\u56fe\u50cf\u7cbe\u786e\u5355\u76ee\u51e0\u4f55\u4f30\u8ba1<\/h3>\n\n\n\n
\"text\"<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2410.19115 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/moge (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u4ece\u5355\u5f20\u56fe\u50cf\u4e2d\u6062\u590d\u4e09\u7ef4\u51e0\u4f55\u7ed3\u6784\uff0c\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u4e2d\u5341\u5206\u5177\u6709\u6311\u6218\u6027\u7684\u95ee\u9898\u4e4b\u4e00\u3002\u5c3d\u7ba1\u591a\u89c6\u56fe\u51e0\u4f55\u65b9\u6cd5\u5df2\u5e7f\u6cdb\u5e94\u7528\u4e8e\u91cd\u5efa\u4efb\u52a1\uff0c\u4f46\u5728\u5f00\u653e\u573a\u666f\u4e2d\uff0c\u83b7\u53d6\u591a\u4e2a\u89c6\u89d2\u901a\u5e38\u5e76\u4e0d\u73b0\u5b9e\uff0c\u56e0\u6b64\u5355\u76ee\u56fe\u50cf\u7684\u4e09\u7ef4\u4f30\u8ba1\uff08Monocular Geometry Estimation, MGE\uff09\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u4f46 MGE \u9762\u4e34\u56fa\u6709\u7684\u5c3a\u5ea6\u4e0e\u76f8\u673a\u53c2\u6570\u4e0d\u786e\u5b9a\u6027\uff0c\u4f20\u7edf\u4f9d\u8d56\u6df1\u5ea6\u56fe\u548c\u76f8\u673a\u5185\u53c2\u7684\u65b9\u6848\u5f80\u5f80\u96be\u4ee5\u5728\u4e0d\u540c\u57df\u95f4\u4fdd\u6301\u7a33\u5b9a\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n

\u672c\u5de5\u4f5c\u63d0\u51fa\u4e00\u79cd\u53ef\u76f4\u63a5\u4ece\u56fe\u50cf\u9884\u6d4b\u4eff\u5c04\u4e0d\u53d8\u4e09\u7ef4\u70b9\u56fe\u7684\u65b9\u6cd5 MoGe\uff0c\u53ef\u4ee5\u5bfc\u51fa\u6df1\u5ea6\u56fe\u548c\u76f8\u673a\u5185\u53c2\u3002\u8be5\u65b9\u6cd5\u7684\u5173\u952e\u8bbe\u8ba1\u5728\u4e8e\u7528\u4eff\u5c04\u7b49\u4ef7\u7c7b\u4f5c\u4e3a\u4e2d\u95f4\u8868\u793a\uff0c\u4ece\u800c\u7ed5\u8fc7\u4e86\u5c3a\u5ea6\u548c\u4f4d\u79fb\u7684\u6b67\u4e49\u95ee\u9898\uff0c\u4e3a\u8bad\u7ec3\u548c\u9884\u6d4b\u63d0\u4f9b\u4e86\u4e00\u79cd\u7edf\u4e00\u4e14\u7a33\u5065\u7684\u6846\u67b6\u3002<\/p>\n\n\n\n

\"graphical
\u56fe5\uff1aMoGe \u65b9\u6cd5\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n

\u4e3a\u6709\u6548\u63d0\u5347\u76d1\u7763\u8d28\u91cf\uff0cMoGe \u8bbe\u8ba1\u4e86\u4e24\u7c7b\u6838\u5fc3\u76d1\u7763\u673a\u5236\u3002\u5176\u4e00\u662f ROE\uff08Robust, Optimal, Efficient\uff09\u70b9\u4e91\u5bf9\u9f50\u7b97\u6cd5\uff0c\u901a\u8fc7\u9ad8\u6548\u5e76\u884c\u7684\u4f18\u5316\u6d41\u7a0b\uff0c\u5728\u8bad\u7ec3\u4e2d\u81ea\u52a8\u8ba1\u7b97\u9884\u6d4b\u70b9\u4e91\u4e0e\u771f\u5b9e\u51e0\u4f55\u4e4b\u95f4\u7684\u6700\u4f18\u4eff\u5c04\u53d8\u6362\uff0c\u63d0\u5347\u4e86\u5168\u5c40\u76d1\u7763\u4fe1\u53f7\u7684\u51c6\u786e\u6027\u3002\u5176\u4e8c\u662f\u591a\u5c3a\u5ea6\u5c40\u90e8\u51e0\u4f55\u76d1\u7763\uff0c\u901a\u8fc7\u5728\u5c40\u90e8\u7403\u9762\u533a\u57df\u4e2d\u72ec\u7acb\u5bf9\u9f50\u70b9\u4e91\u7247\u6bb5\uff0c\u589e\u5f3a\u5bf9\u533a\u57df\u7ec6\u8282\u7684\u5efa\u6a21\u80fd\u529b\u3002\u540c\u65f6\uff0c\u6cd5\u5411\u91cf\u76d1\u7763\u548c\u6709\u6548\u533a\u57df\u63a9\u7801\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u8868\u9762\u7ed3\u6784\u548c\u573a\u666f\u8fb9\u754c\u7684\u9884\u6d4b\u8d28\u91cf\u3002<\/p>\n\n\n\n

MoGe \u572821\u4e2a\u591a\u6837\u5316\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u57288\u4e2a\u672a\u89c1\u6570\u636e\u96c6\u4e0a\u5f00\u5c55\u4e86\u96f6\u6837\u672c\u8bc4\u4f30\uff0c\u6db5\u76d6\u5ba4\u5185\u3001\u6237\u5916\u3001\u626b\u63cf\u4e0e\u5408\u6210\u7b49\u591a\u79cd\u573a\u666f\u3002\u5728\u70b9\u4e91\u4f30\u8ba1\u3001\u6df1\u5ea6\u4f30\u8ba1\u548c\u76f8\u673a FOV \u4f30\u8ba1\u4e09\u9879\u4efb\u52a1\u4e2d\uff0c\u5747\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\uff0c\u5e73\u5747\u70b9\u4e91\u8bef\u5dee\u964d\u4f4e\u8d85\u8fc735%\uff0c\u6df1\u5ea6\u4e0e FOV \u8bef\u5dee\u4e0b\u964d20%\u81f330%\u3002\u8fdb\u4e00\u6b65\u7684\u6d88\u878d\u5b9e\u9a8c\u663e\u793a\uff0c\u4eff\u5c04\u4e0d\u53d8\u8868\u793a\u662f\u51c6\u786e\u5efa\u6a21\u7684\u57fa\u7840\uff0c\u800c ROE \u5bf9\u9f50\u4e0e\u5c40\u90e8\u635f\u5931\u7684\u5f15\u5165\uff0c\u5bf9\u63d0\u5347\u5168\u5c40\u7ed3\u6784\u4e0e\u5c40\u90e8\u7ec6\u8282\u7684\u9884\u6d4b\u5747\u8d77\u5230\u4e86\u5173\u952e\u4f5c\u7528\u3002\u79fb\u9664\u8fd9\u4e9b\u6a21\u5757\u5c06\u5bfc\u81f4\u5c40\u90e8\u8bef\u5dee\u663e\u8457\u589e\u52a0\uff0c\u5e76\u51fa\u73b0\u660e\u663e\u51e0\u4f55\u626d\u66f2\u3002<\/p>\n\n\n\n

\"\u4f7f\u7528
\u56fe6\uff1a\u4f7f\u7528 MoGe \u4f30\u8ba1\u5355\u5f20\u56fe\u50cf\u7684\u51e0\u4f55<\/figcaption><\/figure>\n\n\n\n

MoGe \u63d0\u4f9b\u4e86\u4e00\u79cd\u7edf\u4e00\u3001\u9ad8\u6548\u4e14\u5177\u6709\u826f\u597d\u6cdb\u5316\u80fd\u529b\u7684\u5355\u76ee\u51e0\u4f55\u4f30\u8ba1\u65b9\u6848\uff0c\u9002\u7528\u4e8e\u591a\u79cd\u4e0b\u6e38\u89c6\u89c9\u4efb\u52a1\uff0c\u5982\u56fe\u50cf\u7f16\u8f91\u3001\u89c6\u89d2\u5408\u6210\u4e0e\u4e09\u7ef4\u7406\u89e3\u3002\u672a\u6765\u8be5\u7814\u7a76\u5c06\u7ee7\u7eed\u62d3\u5c55\u5176\u5728\u89c6\u9891\u3001\u591a\u89c6\u56fe\u4e00\u81f4\u6027\u5efa\u6a21\u7b49\u65b9\u5411\u7684\u5e94\u7528\u6f5c\u529b\u3002<\/p>\n\n\n\n

05. SmartEraser\uff1a\u4f7f\u7528\u906e\u7f69\u533a\u57df\u5f15\u5bfc\u4ece\u56fe\u50cf\u4e2d\u79fb\u9664\u4efb\u610f\u5185\u5bb9<\/h3>\n\n\n\n
\"text\"<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2501.08279 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u957f\u671f\u4ee5\u6765\uff0c\u56fe\u50cf\u5bf9\u8c61\u79fb\u9664\u4efb\u52a1\u4e3b\u8981\u4f9d\u8d56\u4e8e\u201c\u906e\u7f69-\u4fee\u590d\uff08mask-and-inpaint\uff09\u201d\u8303\u5f0f\uff0c\u5373\u901a\u8fc7\u906e\u7f69\u5f85\u79fb\u9664\u533a\u57df\u5e76\u5c06\u5176\u4ece\u6a21\u578b\u8f93\u5165\u4e2d\u6392\u9664\u6765\u5b9e\u73b0\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u8feb\u4f7f\u6a21\u578b\u53ea\u4f9d\u8d56\u5468\u56f4\u672a\u906e\u7f69\u533a\u57df\u7684\u4fe1\u606f\u6765\u63a8\u6d4b\u7f3a\u5931\u5185\u5bb9\uff0c\u8fd9\u5728\u590d\u6742\u573a\u666f\u4e2d\u5f80\u5f80\u4f1a\u5bfc\u81f4\u4e0d\u7a33\u5b9a\u7684\u7ed3\u679c\uff0c\u4f8b\u5982\u76ee\u6807\u5bf9\u8c61\u88ab\u9519\u8bef\u91cd\u5efa\uff0c\u6216\u751f\u6210\u5185\u5bb9\u4e0e\u80cc\u666f\u878d\u5408\u4e0d\u4f73\u3002\u8fd9\u4e9b\u95ee\u9898\u5728\u906e\u7f69\u533a\u57df\u7f3a\u4e4f\u8db3\u591f\u4e0a\u4e0b\u6587\u7ebf\u7d22\u65f6\u5c24\u4e3a\u7a81\u51fa\u3002\u56e0\u6b64\uff0c\u672c\u7814\u7a76\u65e8\u5728\u63a2\u7d22\u66f4\u6709\u6548\u7684\u5f15\u5bfc\u65b9\u5f0f\uff0c\u4ee5\u63d0\u5347\u5bf9\u8c61\u79fb\u9664\u7684\u8d28\u91cf\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u514b\u670d\u73b0\u6709\u65b9\u6cd5\u7684\u5c40\u9650\u6027\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u79fb\u9664\u65b9\u6cd5\u2014\u2014\u906e\u7f69\u533a\u57df\u5f15\u5bfc\uff08Masked-Region Guidance, MRG\uff09\u3002\u4e0e\u4f20\u7edf\u65b9\u6cd5\u4e0d\u540c\uff0cMRG \u4fdd\u7559\u4e86\u906e\u7f69\u533a\u57df\u5728\u8f93\u5165\u4e2d\u7684\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u5f15\u5bfc\u4fe1\u53f7\u53c2\u4e0e\u79fb\u9664\u8fc7\u7a0b\u3002\u8fd9\u79cd\u7b56\u7565\u4f7f\u6a21\u578b\u80fd\u591f\u66f4\u6e05\u6670\u5730\u7406\u89e3\u9700\u8981\u79fb\u9664\u7684\u5185\u5bb9\uff0c\u540c\u65f6\u66f4\u597d\u5730\u4fdd\u7559\u5468\u56f4\u73af\u5883\u7684\u7ed3\u6784\u4e0e\u7eb9\u7406\u3002<\/p>\n\n\n\n

\u57fa\u4e8e\u8fd9\u4e00\u65b9\u6cd5\uff0c\u7814\u7a76\u5458\u4eec\u6784\u5efa\u4e86 SmartEraser \u6846\u67b6\uff0c\u5e76\u5f15\u5165\u4e86\u4e00\u4e2a\u5927\u89c4\u6a21\u5408\u6210\u6570\u636e\u96c6 Syn4Removal\u3002\u8be5\u6570\u636e\u96c6\u901a\u8fc7\u5c06\u5206\u5272\u51fa\u7684\u76ee\u6807\u5bf9\u8c61\u7c98\u8d34\u5230\u80cc\u666f\u56fe\u50cf\u4e0a\u800c\u6784\u5efa\uff0c\u539f\u59cb\u56fe\u50cf\u88ab\u7528\u4f5c\u771f\u5b9e\u6807\u7b7e\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u53ef\u76d1\u7763\u7684\u8bad\u7ec3\u4e0e\u8bc4\u4f30\u3002<\/p>\n\n\n\n

\"SmartEraser
\u56fe7\uff1aSmartEraser \u4f7f\u7528\u7528\u6237\u63d0\u4f9b\u7684\u906e\u7f69\u79fb\u9664\u76ee\u6807\u5bf9\u8c61\u7684\u7ed3\u679c\u5c55\u793a<\/figcaption><\/figure>\n\n\n\n

\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cSmartEraser \u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u7684\u5bf9\u8c61\u79fb\u9664\u65b9\u6cd5\u3002\u5b83\u5728 PSNR\u3001LPIPS \u7b49\u6807\u51c6\u6307\u6807\u4e0a\u53d6\u5f97\u4e86\u66f4\u9ad8\u7684\u5206\u6570\uff0c\u5e76\u5728\u4e3b\u89c2\u8bc4\u4f30\u4e2d\u5c55\u73b0\u51fa\u66f4\u771f\u5b9e\u3001\u81ea\u7136\u7684\u56fe\u50cf\u6548\u679c\u3002\u5c24\u5176\u5728\u5904\u7406\u8fb9\u754c\u590d\u6742\u3001\u80cc\u666f\u6742\u4e71\u7684\u573a\u666f\u65f6\uff0cSmartEraser \u8868\u73b0\u51fa\u66f4\u5f3a\u7684\u7a33\u5065\u6027\u548c\u4e00\u81f4\u6027\u3002\u906e\u7f69\u533a\u57df\u7684\u5f15\u5bfc\u4e0d\u4ec5\u6709\u6548\u907f\u514d\u4e86\u76ee\u6807\u5bf9\u8c61\u7684\u91cd\u73b0\uff0c\u8fd8\u63d0\u5347\u4e86\u6a21\u578b\u5728\u7ed3\u6784\u548c\u7eb9\u7406\u8fd8\u539f\u65b9\u9762\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n

06. VidTwin\uff1a\u89e3\u8026\u7ed3\u6784\u548c\u52a8\u6001\u4fe1\u606f\u7684\u89c6\u9891Tokenizer<\/h3>\n\n\n\n
\"text\"<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2412.17726 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/VidTok\/tree\/main\/vidtwin (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u968f\u7740\u89c6\u9891\u81ea\u52a8\u7f16\u7801\u5668\uff08Video VAEs\uff09\u5728\u89c6\u9891\u751f\u6210\u9886\u57df\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u9ad8\u91cd\u5efa\u8d28\u91cf\u7684\u540c\u65f6\u5b9e\u73b0\u9ad8\u6548\u538b\u7f29\uff0c\u6210\u4e3a\u7814\u7a76\u7684\u5173\u952e\u95ee\u9898\u3002\u4f20\u7edf\u65b9\u6cd5\u5f80\u5f80\u5c06\u89c6\u9891\u7f16\u7801\u4e3a\u7edf\u4e00\u7684\u6f5c\u5728\u8868\u793a\uff0c\u5ffd\u89c6\u4e86\u89c6\u9891\u4e2d\u7ed3\u6784\u4fe1\u606f\u4e0e\u52a8\u6001\u7ec6\u8282\u7684\u5dee\u5f02\u6027\uff0c\u5bfc\u81f4\u91cd\u5efa\u6548\u679c\u4e0d\u4f73\u3002<\/p>\n\n\n\n

\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a VidTwin \u7684\u65b0\u578b Video VAE\u3002\u8be5\u6846\u67b6\u7684\u6838\u5fc3\u5728\u4e8e\u5229\u7528\u6280\u672f\u521b\u65b0\u5c06\u89c6\u9891\u7f16\u7801\u4e3a\u4e24\u4e2a\u72ec\u7acb\u7684\u7279\u5f81\u7a7a\u95f4\uff1a\u4e00\u662f\u7ed3\u6784\u7279\u5f81\u7a7a\u95f4\uff0c\u7528\u4e8e\u6355\u6349\u6574\u4f53\u5185\u5bb9\u548c\u5168\u5c40\u8fd0\u52a8\u8d8b\u52bf\uff1b\u4e8c\u662f\u52a8\u6001\u7279\u5f81\u7a7a\u95f4\uff0c\u7528\u4e8e\u8868\u793a\u7ec6\u7c92\u5ea6\u8fd0\u52a8\u4fe1\u606f\u3002\u8fd9\u79cd\u89e3\u8026\u65b9\u5f0f\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u66f4\u7cbe\u786e\u5730\u91cd\u5efa\u89c6\u9891\u5185\u5bb9\uff0c\u5728\u83b7\u5f97\u8f83\u9ad8\u538b\u7f29\u6027\u80fd\u7684\u540c\u65f6\u63d0\u5347\u4e86\u91cd\u5efa\u8d28\u91cf\u3002<\/p>\n\n\n\n

\"diagram\"
\u56fe8\uff1aVidTwin \u6a21\u578b\u67b6\u6784\u56fe<\/figcaption><\/figure>\n\n\n\n

\u4e3a\u4e86\u5b9e\u73b0\u7ed3\u6784\u7279\u5f81\u7a7a\u95f4\u548c\u52a8\u6001\u7279\u5f81\u7a7a\u95f4\u7684\u89e3\u8026\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u57fa\u4e8e Transformer \u7684\u9ad8\u6548\u7f16\u7801\u5668-\u89e3\u7801\u5668\u67b6\u6784\uff0c\u5e76\u7ed3\u5408\u4e86\u4e24\u4e2a\u91cd\u8981\u6a21\u5757\uff1aQ-Former \u6a21\u5757\u548c\u7a7a\u95f4\u7ef4\u5ea6\u5e73\u5747\u6a21\u5757\u3002Q-Former \u6a21\u5757\u4f5c\u7528\u4e8e\u65f6\u95f4\u7ef4\u5ea6\uff0c\u80fd\u591f\u63d0\u53d6\u4e0e\u7a7a\u95f4\u4f4d\u7f6e\u65e0\u5173\u7684\u4f4e\u9891\u8fd0\u52a8\u8d8b\u52bf\uff0c\u5176\u5f97\u5230\u7684\u7279\u5f81\u4f1a\u5728\u7a7a\u95f4\u4e0a\u8fdb\u884c\u964d\u91c7\u6837\uff0c\u4ee5\u6b64\u6765\u4fdd\u7559\u6700\u91cd\u8981\u7684\u76ee\u6807\u4fe1\u606f\uff1b\u800c\u7a7a\u95f4\u7ef4\u5ea6\u5e73\u5747\u6a21\u5757\u5219\u662f\u901a\u8fc7\u5bf9\u7a7a\u95f4\u7ef4\u5ea6\u4e0a\u7684\u5e73\u5747\u6765\u6355\u6349\u9ad8\u9891\u8fd0\u52a8\u4fe1\u606f\uff0c\u4ece\u800c\u589e\u5f3a\u52a8\u6001\u8868\u793a\u80fd\u529b\u3002<\/p>\n\n\n\n

\u7814\u7a76\u5458\u4eec\u5728\u5e38\u7528\u7684 MCL-JCV \u6570\u636e\u96c6\u4e0a\u4e0e\u57fa\u7ebf\u65b9\u6cd5\u505a\u4e86\u6bd4\u8f83\uff0c\u4ee5\u8bc4\u4f30 VidTwin \u7684\u6027\u80fd\u3002\u7ed3\u679c\u8868\u660e\uff0cVidTwin \u5728\u538b\u7f29\u7387\u4e0a\u8fbe\u5230\u4e860.2%\uff0c\u5e76\u5b9e\u73b0\u4e8628.14\u7684\u91cd\u5efa PSNR\uff0c\u5747\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\u3002\u540c\u65f6\uff0c\u7814\u7a76\u5458\u4eec\u9a8c\u8bc1\u4e86 VidTwin \u5728\u4e0b\u6e38\u751f\u6210\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u51fa\u8272\uff0c\u5c55\u73b0\u4e86\u5176\u826f\u597d\u7684\u53ef\u6269\u5c55\u6027\u548c\u89e3\u91ca\u6027\u3002<\/p>\n\n\n\n

\u672a\u6765\uff0c\u89c6\u9891\u751f\u6210\u6a21\u578b\u5c06\u5728\u5404\u4e2a\u9886\u57df\u88ab\u5e94\u7528\uff0c\u8be5\u6846\u67b6\u6709\u671b\u7ed9\u66f4\u9ad8\u6548\u7684\u89c6\u9891 Tokenizer \u5e26\u6765\u542f\u53d1\uff0c\u5e76\u63a8\u52a8\u89c6\u9891\u751f\u6210\u9886\u57df\u7684\u53d1\u5c55\u3002<\/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\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\u3002 6\u670810\u65e5\u81f317\u65e5\uff0c\u5168\u7403\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u9876\u5c16\u5b66\u672f\u76db\u4f1a CVPR \u5728\u7f8e\u56fd\u7530\u7eb3\u897f\u5dde\u7eb3\u4ec0\u7ef4\u5c14\u4e3e\u529e\u3002\u6211\u4eec\u901a\u8fc7\u4e24\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5165\u9009 CVPR 2025 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\u3002\u7b2c\u4e00\u671f\u5206\u4eab\u7684\u5185\u5bb9\u4e3b\u8981\u56f4\u7ed5\u751f\u6210\u6a21\u578b\u4e0e\u6269\u6563\u6280\u672f\u7b49\u65b9\u5411\u7684\u7814\u7a76\u5de5\u4f5c\u3002\u7b2c\u4e8c\u671f\u5c06\u6db5\u76d6\u56fe\u50cf\u4e0e\u89c6\u9891\u5904\u7406\u65b9\u5411\u7684\u76f8\u5173\u7814\u7a76\uff0c\u5305\u62ec\u5355\u76ee\u51e0\u4f55\u4f30\u8ba1\u3001\u89c6\u9891\u751f\u6210\u3001\u56fe\u50cf\u64e6\u9664\u3001\u89c6\u9891\u538b\u7f29\u7b49\u3002 \u672c\u671f\u5185\u5bb9\u901f\u89c8 01. \u7528\u4e8e\u5355\u57df\u6cdb\u5316\u7684\u5bf9\u6297\u6027\u57df\u63d0\u793a\u5fae\u8c03\u4e0e\u751f\u6210 02. DCVC-RT\uff1a4K\u5b9e\u65f6\u89c6\u9891\u7f16\u89e3\u7801\u5668 03. HoGS\uff1a\u901a\u8fc7\u9f50\u6b21\u9ad8\u65af\u6295\u5f71\u5b9e\u73b0\u8fd1\u8fdc\u7269\u4f53\u7684\u7edf\u4e00\u91cd\u5efa 04. MoGe\uff1a\u6700\u4f18\u76d1\u7763\u8bad\u7ec3\u89e3\u9501\u4efb\u610f\u56fe\u50cf\u7cbe\u786e\u5355\u76ee\u51e0\u4f55\u4f30\u8ba1 05. SmartEraser\uff1a\u4f7f\u7528\u906e\u7f69\u533a\u57df\u5f15\u5bfc\u4ece\u56fe\u50cf\u4e2d\u79fb\u9664\u4efb\u610f\u5185\u5bb9 06. VidTwin\uff1a\u89e3\u8026\u7ed3\u6784\u548c\u52a8\u6001\u4fe1\u606f\u7684\u89c6\u9891Tokenizer \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openaccess.thecvf.com\/content\/CVPR2025\/papers\/Xu_Adversarial_Domain_Prompt_Tuning_and_Generation_for_Single_Domain_Generalization_CVPR_2025_paper.pdf (opens in new tab) \u5355\u57df\u6cdb\u5316\uff08Single Domain Generalization, SDG\uff09\u65e8\u5728\u4ec5\u5229\u7528\u5355\u4e00\u6e90\u57df\u7684\u6807\u6ce8\u6570\u636e\uff0c\u8bad\u7ec3\u51fa\u80fd\u591f\u5728\u591a\u4e2a\u672a\u89c1\u76ee\u6807\u57df\u4e0a\u4f9d\u7136\u4fdd\u6301\u9ad8\u6027\u80fd\u7684\u9c81\u68d2\u6a21\u578b\u3002\u7531\u4e8e\u76ee\u6807\u57df\u6570\u636e\u5728\u8bad\u7ec3\u9636\u6bb5\u5b8c\u5168\u4e0d\u53ef\u89c1\uff0c\u5982\u4f55\u6709\u6548\u6a21\u62df\u9886\u57df\u5206\u5e03\u7684\u591a\u6837\u6027\u3001\u7f29\u5c0f\u6e90\u57df\u4e0e\u76ee\u6807\u57df\u4e4b\u95f4\u7684\u5206\u5e03\u5dee\u8ddd\uff0c\u4fbf\u6210\u4e3a\u8be5\u4efb\u52a1\u7684\u6838\u5fc3\u6311\u6218\u3002\u73b0\u6709\u5de5\u4f5c\u591a\u4f9d\u8d56\u4e8e\u6570\u636e\u589e\u5f3a\u6216\u57fa\u4e8e\u98ce\u683c\u7edf\u8ba1\u7684\u56fe\u50cf\u589e\u5f3a\u65b9\u6cd5\uff0c\u867d\u80fd\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6269\u5145\u8bad\u7ec3\u6837\u672c\u7684\u591a\u6837\u6027\uff0c\u4f46\u96be\u4ee5\u8986\u76d6\u4e0e\u6e90\u57df\u5206\u5e03\u5dee\u5f02\u6781\u5927\u7684\u201c\u62bd\u8c61\u201d\u57df\u6837\u5f0f\uff0c\u56e0\u800c\u5176\u6cdb\u5316\u6027\u80fd\u4ecd\u53d7\u9650\u3002 \u4e3a\u7a81\u7834\u8fd9\u4e00\u74f6\u9888\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u9996\u6b21\u63d0\u51fa\u501f\u52a9\u5f3a\u5927\u7684\u9884\u8bad\u7ec3\u6587\u672c\u5230\u56fe\u50cf\uff08Text-to-Image, T2I\uff09\u6269\u6563\u6a21\u578b\uff0c\u901a\u8fc7\u5bf9\u6297\u5f0f\u63d0\u793a\u8c03\u4f18\uff08prompt tuning\uff09\u548c\u8fdb\u9636\u5f0f\u8bad\u7ec3\u65b9\u6848\uff08progressive training scheme\uff09\uff0c\u81ea\u52a8\u751f\u6210\u5177\u6709\u4e30\u5bcc\u57df\u98ce\u683c\u7684 OOD\uff08Out-Of-Distribution\uff09\u56fe\u50cf\uff0c\u4ece\u800c\u63d0\u5347 SDG \u6027\u80fd\u3002\u5728\u8be5\u6846\u67b6\u4e0b\uff0c\u63d0\u793a\u5411\u91cf\u4e0d\u518d\u4f9d\u8d56\u4e8e\u9759\u6001\u7684\u4eba\u5de5\u6587\u672c\u63cf\u8ff0\uff0c\u800c\u662f\u5206\u4e3a\u53ef\u5b66\u4e60\u7684\u7c7b\u522b\u63d0\u793a\uff08category prompt\uff09\u548c\u57df\u63d0\u793a\uff08domain prompt\uff09\uff0c\u5206\u522b\u7528\u4e8e\u6355\u6349\u7c7b\u522b\u8bed\u4e49\u548c\u591a\u6837\u5316\u57df\u98ce\u683c\u3002 \u5177\u4f53\u6765\u8bf4\uff0c\u8be5\u65b9\u6cd5\u5148\u8c03\u4f18\u7c7b\u522b\u63d0\u793a\u4ee5\u786e\u4fdd\u751f\u6210\u56fe\u50cf\u5177\u6709\u6b63\u786e\u7c7b\u522b\u3002\u518d\u901a\u8fc7\u5bf9\u6297\u5b66\u4e60\u4f18\u5316\u57df\u63d0\u793a\uff0c\u5e76\u5728\u4e0d\u540c\u63d0\u793a\u4e4b\u95f4\u6700\u5927\u5316\u98ce\u683c\u5dee\u5f02\u7684\u540c\u65f6\u4fdd\u6301\u7c7b\u522b\u4e00\u81f4\u3002\u6700\u540e\u91c7\u7528\u8fed\u4ee3\u5f0f\u8bad\u7ec3\uff0c\u4e0d\u65ad\u5411\u63d0\u793a\u5e93\u4e2d\u6dfb\u52a0\u65b0\u5b66\u5f97\u7684\u57df\u63d0\u793a\uff0c\u751f\u6210\u66f4\u5177\u6311\u6218\u6027\u7684 OOD \u6837\u672c\u3002 \u5c06\u8fd9\u4e9b\u5408\u6210\u6837\u672c\u4e0e\u6e90\u57df\u6570\u636e\u8054\u5408\u8bad\u7ec3\u540e\uff0c\u8be5\u65b9\u6cd5\u5728 PACS\u3001VLCS\u3001Office-Home\u3001DomainNet \u548c TerraIncognita \u4e94\u5927\u57fa\u51c6\u4e0a\u5747\u8d85\u8d8a\u76ee\u524d\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6240\u63d0 PAPT \u6846\u67b6\u5728\u517c\u987e\u7c7b\u522b\u4e00\u81f4\u6027\u4e0e\u57df\u591a\u6837\u6027\u7684\u540c\u65f6\uff0c\u663e\u8457\u589e\u5f3a\u4e86\u5355\u57df\u6cdb\u5316\u80fd\u529b\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2502.20762 (opens in new tab) \u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/DCVC […]<\/p>\n","protected":false},"author":34512,"featured_media":1141675,"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],"msr-locale":[268881],"msr-post-option":[269148],"class_list":["post-1141658","msr-blog-post","type-msr-blog-post","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-locale-zh_cn","msr-post-option-approved-for-river"],"msr_assoc_parent":{"id":1012650,"type":"lab"},"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1141658","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":5,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1141658\/revisions"}],"predecessor-version":[{"id":1141762,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1141658\/revisions\/1141762"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/1141675"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1141658"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1141658"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1141658"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1141658"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}