{"id":40212,"date":"2025-04-18T08:02:53","date_gmt":"2025-04-18T00:02:53","guid":{"rendered":"https:\/\/17aitech.com\/?p=40212"},"modified":"2025-04-18T08:02:53","modified_gmt":"2025-04-18T00:02:53","slug":"4k%e5%88%86%e8%be%a8%e7%8e%87%e8%a7%86%e8%a7%89%e9%a2%84%e8%ae%ad%e7%bb%83%e9%a6%96%e6%ac%a1%e5%ae%9e%e7%8e%b0%ef%bc%81%e4%bc%af%e5%85%8b%e5%88%a9%e8%8b%b1%e4%bc%9f%e8%be%be%e5%a4%9a%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40212","title":{"rendered":"4K\u5206\u8fa8\u7387\u89c6\u89c9\u9884\u8bad\u7ec3\u9996\u6b21\u5b9e\u73b0\uff01\u4f2f\u514b\u5229&amp;\u82f1\u4f1f\u8fbe\u591a\u6a21\u6001\u65b0SOTA\uff0c\u66f4\u51c6\u4e143\u500d\u52a0\u901f\u5904\u7406"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-17-4\" target=\"_blank\">4K\u5206\u8fa8\u7387\u89c6\u89c9\u9884\u8bad\u7ec3\u9996\u6b21\u5b9e\u73b0\uff01\u4f2f\u514b\u5229&amp;\u82f1\u4f1f\u8fbe\u591a\u6a21\u6001\u65b0SOTA\uff0c\u66f4\u51c6\u4e143\u500d\u52a0\u901f\u5904\u7406<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-8e6674eeb4887d7c704c90263bb905af.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-8e6674eeb4887d7c704c90263bb905af.png\"><\/a><\/section>\n<p>\u5f53\u524d\uff0c\u6240\u6709\u4e3b\u6d41\u7684\u89c6\u89c9\u57fa\u7840\u6a21\u578b\uff08\u5982 SigLIP\u3001DINOv2 \u7b49\uff09\u90fd\u4ecd\u7136\u5728<strong>\u4f4e\u5206\u8fa8\u7387<\/strong>\uff08\u5982 384 * 384 \u5206\u8fa8\u7387\uff09\u4e0b\u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u5bf9\u6bd4\u4eba\u7c7b\u89c6\u89c9\u7cfb\u7edf\u53ef\u4ee5\u8f7b\u677e\u8fbe\u5230 10K 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\u7684\u51c6\u786e\u7387\u5e76\u4e14\u5b9e\u73b0\u4e86\u4e09\u500d\u7684\u52a0\u901f\u3002<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u4e5f\u5f00\u653e\u4e86\u5168\u90e8\u5185\u5bb9\uff0c\u8be5\u7814\u7a76\u5df2\u88ab CVPR 2025\u8bc4\u4e3a Highlight \u8bba\u6587\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-bc24bf50f03db84a589dabe218d5a402.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-bc24bf50f03db84a589dabe218d5a402.png\"><\/a><\/section>\n<p data-pm-slice='2 2 [\"list\",{\"type\":\"ul\",\"style\":\"list-style-type: disc; margin-left: 8px; margin-right: 8px;\",\"class\":\"list-paddingleft-1\"},\"listitem\",null]'>\u8bba\u6587\u6807\u9898\uff1aScaling Vision Pre-Training to 4K Resolution<\/p>\n<p><span data-pm-slice='1 1 [\"list\",{\"type\":\"ul\",\"style\":\"list-style-type: disc; margin-left: 8px; margin-right: 8px;\",\"class\":\"list-paddingleft-1\"},\"listitem\",{\"style\":\"color: rgb(123, 12, 0);\"},\"para\",{\"tagName\":\"p\",\"attributes\":{\"style\":\"text-align: left;\"},\"namespaceURI\":\"http:\/\/www.w3.org\/1999\/xhtml\"}]'>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2503.19903<\/span><\/p>\n<p><span data-pm-slice='1 1 [\"list\",{\"type\":\"ul\",\"style\":\"list-style-type: disc; margin-left: 8px; margin-right: 8px;\",\"class\":\"list-paddingleft-1\"},\"listitem\",{\"style\":\"color: rgb(123, 12, 0);\"},\"para\",{\"tagName\":\"p\",\"attributes\":{\"style\":\"text-align: left;\"},\"namespaceURI\":\"http:\/\/www.w3.org\/1999\/xhtml\"}]'>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/nvlabs.github.io\/PS3\/<\/span><\/p>\n<p>\u4ee3\u7801\u5e93\uff08\u5373\u5c06\u5f00\u6e90\uff09\uff1ahttps:\/\/github.com\/NVLabs\/PS3<\/p>\n<p>\u6a21\u578b\u6743\u91cd\uff1a\u5373\u5c06\u53d1\u5e03<\/p>\n<p><strong>\u4e00\u3001PS3 \u00a04K \u8d85\u9ad8\u6e05\u89c6\u89c9\u9884\u8bad\u7ec3<\/strong><\/p>\n<p><strong>\u9ad8\u6e05\u9884\u8bad\u7ec3\u6240\u9047\u5230\u7684\u56f0\u96be<\/strong><\/p>\n<p>\u5f53\u524d\u4e3b\u6d41\u89c6\u89c9\u6a21\u578b\u4e4b\u6240\u4ee5\u4e0d\u80fd\u5728 4K \u4e0b\u9884\u8bad\u7ec3\uff0c\u662f\u56e0\u4e3a\u5728\u9ad8\u5206\u8fa8\u7387\u4e0b\u9700\u8981\u6574\u56fe\u7f16\u7801\uff0c\u8ba1\u7b97\u590d\u6742\u5ea6\u81f3\u5c11\u4e0e\u56fe\u50cf\u5206\u8fa8\u7387\u4e8c\u6b21\u589e\u957f\u3002\u8fd9\u4f7f\u5f97\u76ee\u524d\u6a21\u578b\u5f88\u96be\u5728 1K \u6216\u4ee5\u4e0a\u7684\u5206\u8fa8\u7387\u8fdb\u884c\u9884\u8bad\u7ec3\u3002<\/p>\n<p>\u4f46\u4f2f\u514b\u5229 &amp; \u82f1\u4f1f\u8fbe\u56e2\u961f\u53d1\u73b0\uff0c<strong>\u8bc6\u522b\u5c40\u90e8\u7ec6\u8282\u65e0\u9700\u6574\u56fe\u7406\u89e3<\/strong>\u3002\u4e8e\u662f\u4ed6\u4eec\u63d0\u51fa<strong>\u5c40\u90e8\u5bf9\u6bd4\u5b66\u4e60<\/strong>\u7684\u8bad\u7ec3\u8303\u5f0f\uff0c\u4f7f\u5f97 PS3 \u80fd\u591f\u5728\u6ca1\u6709\u989d\u5916\u5f00\u9500\u7684\u60c5\u51b5\u4e0b\u5c06\u9884\u8bad\u7ec3\u5206\u8fa8\u7387\u63d0\u9ad8\u5230 4K\u3002<\/p>\n<p><strong>\u5c40\u90e8\u5bf9\u6bd4\u5b66\u4e60\uff1a\u300c\u514d\u8d39\u300d\u7684\u9ad8\u6e05\u9884\u8bad\u7ec3<\/strong><\/p>\n<p>\u4f20\u7edf\u65b9\u6cd5\uff0c\u4f8b\u5982 SigLIP\uff0c\u4f1a\u5bf9\u5168\u5c40\u89c6\u89c9\u8868\u5f81\u548c\u5168\u5c40\u6587\u5b57\u63cf\u8ff0\u8868\u5f81\u505a\u5bf9\u6bd4\u5b66\u4e60\u3002\u4e0e\u4e4b\u76f8\u6bd4\uff0cPS3 \u91c7\u7528<strong>\u5c40\u90e8\u5bf9\u6bd4\u5b66\u4e60<\/strong>\u7b56\u7565\uff1a\u4ec5\u5bf9\u56fe\u50cf\u4e2d\u7684\u5c40\u90e8\u533a\u57df\u4e0e\u5c40\u90e8\u533a\u57df\u7684\u7ec6\u8282\u63cf\u8ff0\u8fdb\u884c\u7f16\u7801\u548c\u5bf9\u6bd4\u3002\u8fd9\u79cd\u65b9\u5f0f\u4e0d\u4ec5\u4fdd\u7559\u4e86\u9ad8\u5206\u8fa8\u7387\u7684\u7ec6\u8282\u7406\u89e3\u80fd\u529b\uff0c\u7531\u4e8e\u6a21\u578b\u4e0d\u9700\u8981\u5904\u7406\u6574\u5f20\u9ad8\u6e05\u56fe\u50cf\u800c\u53ea\u9700\u8981\u5904\u7406\u5c40\u90e8\u533a\u57df\uff0c\u4e5f\u6781\u5927\u964d\u4f4e\u4e86\u8ba1\u7b97\u6210\u672c\u3002<\/p>\n<p>\u5b9e\u9a8c\u663e\u793a\uff0c\u8be5\u65b9\u6cd5\u8bad\u7ec3\u65f6\u95f4\u53ef\u4ee5\u6bd4\u76f4\u63a5\u5728 4K \u5206\u8fa8\u7387\u4e0a\u9884\u8bad\u7ec3<strong>\u8282\u7701 79 \u500d<\/strong>\uff0c\u4e0e\u4f4e\u5206\u8fa8\u7387\u9884\u8bad\u7ec3 SigLIP \u76f8\u8fd1\uff0c\u5374\u80fd\u5904\u7406\u9ad8\u8fbe 4K \u5206\u8fa8\u7387\u56fe\u50cf\uff0c\u5b9e\u73b0\u524d\u6240\u672a\u6709\u7684\u7cbe\u7ec6\u8868\u793a\u80fd\u529b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-795c21001fa136ed22ead654f02b5e96.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-795c21001fa136ed22ead654f02b5e96.png\"><\/a><\/section>\n<p><strong>PS3 \u5173\u952e\u8bbe\u8ba1\uff1a\u9009\u62e9\u6027\u5904\u7406\u9ad8\u6e05\u56fe\u7247<\/strong><\/p>\n<p>PS3 \u5e76\u975e\u76f2\u76ee\u5904\u7406\u6240\u6709\u50cf\u7d20\uff0c\u800c\u662f<strong>\u52a8\u6001\u9009\u62e9\u6027\u5730\u91c7\u6837\u56fe\u50cf\u533a\u57df<\/strong>\uff1a\u65e2\u53ef\u4ee5\u4f7f\u7528\u56fe\u50cf\u663e\u8457\u6027\uff0c\u4e5f\u53ef\u4ee5\u7528\u4efb\u4f55\u81ea\u7136\u8bed\u8a00\u6765\u63a7\u5236\u5904\u7406\u7684\u533a\u57df\u3002<\/p>\n<p>\u6b64\u5916\uff0cPS3 \u8bbe\u8ba1\u652f\u6301\u7075\u6d3b\u7684\u8ba1\u7b97\u8d44\u6e90\u63a7\u5236 \u2014\u2014 \u7528\u6237\u53ef\u4ee5\u6839\u636e\u573a\u666f\u9700\u8981\uff0c\u8c03\u6574\u9ad8\u5206\u8fa8\u7387 patch \u7684\u6570\u91cf\uff0c\u5e73\u8861\u901f\u5ea6\u4e0e\u6027\u80fd\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9ddba80011703042a7a5c1da54ccdb20.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9ddba80011703042a7a5c1da54ccdb20.png\"><\/a><\/section>\n<p><strong>\u4e8c\u3001VILA-HD \u00a0\u57fa\u4e8e PS3 \u7684\u9ad8\u5206\u8fa8\u7387 MLLM<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-2288c84ca7fea21bf57963fab613445e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-2288c84ca7fea21bf57963fab613445e.png\"><\/a><\/section>\n<p>\u57fa\u4e8e PS3\uff0c\u56e2\u961f\u6784\u5efa\u4e86\u591a\u6a21\u6001\u5927\u6a21\u578b <strong>VILA-HD<\/strong>\uff0c\u5176\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u7ec6\u8282\u611f\u77e5\u80fd\u529b\u8d85\u8fc7\u73b0\u6709 MLLMs\uff08\u5982 Qwen2-VL\uff09<\/strong>\u3002\u8fd9\u5f97\u76ca\u4e8e PS3 \u7684\u9ad8\u6e05\u89c6\u89c9\u9884\u8bad\u7ec3\u63d0\u5347\u4e86\u7ec6\u8282\u7406\u89e3\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u54cd\u5e94\u901f\u5ea6\u4e5f\u6bd4\u73b0\u6709 MLLM \u66f4\u5feb<\/strong>\uff1aVILA-HD \u53ef\u6839\u636e\u63d0\u793a\u53ea\u5904\u7406\u56fe\u50cf\u4e2d\u76f8\u5173\u533a\u57df\uff0c\u800c\u4e0d\u662f\u4e00\u53e3\u5403\u4e0b\u6574\u5f20\u56fe\u3002\u8fd9\u4f7f\u5f97 VILA-HD \u6bd4\u5f53\u524d\u57fa\u4e8e AnyRes\/S2 \u7b49\u5904\u7406\u6574\u5f20\u9ad8\u6e05\u56fe\u7684 MLLM 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ad25ff72160da704f9da64327fc02e21.png\"><\/a><\/section>\n<p><strong>\u4e09\u3001\u4ec5\u6709\u9ad8\u5206\u8fa8\u7387\u8fd8\u4e0d\u591f \u00a0\u6211\u4eec\u8fd8\u9700\u8981\u9ad8\u5206\u8fa8\u7387\u7684 Benchmark<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u4eec\u53d1\u73b0\uff0c\u5f53\u524d\u7edd\u5927\u591a\u6570\u89c6\u89c9\u95ee\u7b54\u8bc4\u6d4b\u96c6\uff0c<strong>\u5373\u4f7f\u56fe\u50cf\u662f 4K \u5206\u8fa8\u7387\uff0c\u5b9e\u9645\u4efb\u52a1\u5374\u4e0d\u9700\u8981\u8fd9\u4e48\u9ad8\u7684\u5206\u8fa8\u7387\u6765\u89e3\u9898<\/strong>\u3002\u4ed6\u4eec\u5f15\u5165\u4e86\u4e00\u4e2a\u65b0\u6982\u5ff5\uff1a<strong>MRR\uff08Minimum Recognizable Resolution\uff09<\/strong>\uff1a\u5b8c\u6210\u67d0\u4e2a\u4efb\u52a1\u6240\u9700\u7684\u6700\u5c0f\u6709\u6548\u56fe\u50cf\u5206\u8fa8\u7387\u3002<\/p>\n<p>\u5206\u6790\u663e\u793a\uff0c\u5927\u91cf\u6570\u636e\u96c6\u7684 MRR \u5b9e\u9645\u4f4e\u4e8e 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