{"id":29973,"date":"2025-06-17T17:30:48","date_gmt":"2025-06-17T09:30:48","guid":{"rendered":"http:\/\/192.168.10.115\/?p=29973"},"modified":"2025-06-17T17:30:48","modified_gmt":"2025-06-17T09:30:48","slug":"2025-06-17-scaling-law%e9%a6%96%e6%ac%a1%e5%9c%a8%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6%e8%b5%9b%e9%81%93%e8%a2%ab%e9%aa%8c%e8%af%81%ef%bc%81%e5%b0%8f%e9%b9%8f%e6%b1%bd%e8%bd%a6cvpr%e6%bc%94%e8%ae%b2","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/06\/17\/29973\/","title":{"rendered":"2025-06-17 Scaling Law\u9996\u6b21\u5728\u81ea\u52a8\u9a7e\u9a76\u8d5b\u9053\u88ab\u9a8c\u8bc1\uff01\u5c0f\u9e4f\u6c7d\u8f66CVPR\u6f14\u8bb2\u8be6\u89e3"},"content":{"rendered":"\n

\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/www.163.com\/dy\/article\/K265UC8T0511DSSR.html<\/a><\/p>\n\n\n\n

CVPR 2025<\/strong>\uff0c\u81ea\u52a8\u9a7e\u9a76\u4f20\u6765\u91cd\u5927\u8fdb\u5c55\uff1a<\/p>\n\n\n\n

Scaling Law<\/strong>\u9996\u6b21\u5728\u8fd9\u6761\u8d5b\u9053\u88ab\u9a8c\u8bc1\uff01<\/strong><\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u6765\u81ea\u4e2d\u56fd\u7684\u5c0f\u9e4f\u6c7d\u8f66<\/strong>\uff0c\u5b8c\u6574\u62ff\u51fa\u4e86\u6280\u672f\u65b9\u6848\u548cAI\u53f8\u673a\u201c\u667a\u80fd\u6d8c\u73b0\u201d\u7684\u6210\u679c\u3002<\/p>\n\n\n\n

\u81ea\u52a8\u9a7e\u9a76\u7684\u201cChatGPT\u65f6\u523b\u201d\uff0c\u771f\u7684\u8981\u6765\u4e86\u5417\uff1f<\/p>\n\n\n\n

CVPR 2025\uff0c\u5c0f\u9e4f\u6c7d\u8f66\u62ff\u51fa\u4e86\u4ec0\u4e48\u6210\u679c<\/p>\n\n\n\n

\u4eca\u5e74\u7684CVPR\u7ebf\u4e0b\u4f1a\u8bae\u5728\u7f8e\u56fd\u7530\u7eb3\u897f\u5dde\u7eb3\u4ec0\u7ef4\u5c14\u4e3e\u529e\uff0c\u65e5\u671f\u662f6.11-6.15\u3002\u89c2\u4f17\u8001\u7237\u4eec\u770b\u8fd9\u7bc7\u63a8\u9001\u7684\u65f6\u5019\uff0cCVPR\u624d\u521a\u521a\u7ed3\u675f\u51e0\u4e2a\u5c0f\u65f6\u2014\u2014\u65b0\u9c9c\u51fa\u7089<\/strong><\/p>\n\n\n\n

CVPR\u7684\u81ea\u52a8\u9a7e\u9a76\u5206\u8bba\u575b\uff08Workshop on Autonomous Driving\uff09<\/em>\uff0c\u5386\u5e74\u90fd\u662f\u4e1a\u5185\u6781\u5177\u5f71\u54cd\u529b\u7684\u6280\u672f\u98ce\u5411\u6807\u548c\u76db\u4f1a\u3002\u6bd4\u59822022\u5e74\u7684WAD\uff0cWayve\u9996\u6b21\u62ab\u9732\u4e86\u81ea\u5df1\u4f4e\u4f20\u611f\u5668\u7aef\u5230\u7aef\u8def\u7ebf\u65b9\u6848\uff0c\u9a6c\u4e0a\u6210\u4e3a\u81ea\u52a8\u9a7e\u9a76\u8d5b\u9053\u7099\u624b\u53ef\u70ed\u7684\u660e\u661f\u516c\u53f8\uff1b\u518d\u6bd4\u5982\uff0c\u7279\u65af\u62c9\u6700\u65e9\u5728CVPR WAD\u4e0a\u8be6\u7ec6\u5206\u4eab\u4e86\u5360\u7528\u7f51\u7edc\u6280\u672f\uff0c\u968f\u540e\u6210\u4e3a\u4e1a\u5185\u6089\u6570\u8ddf\u8fdb\u7684\u91cf\u4ea7\u65b9\u6848\u2026\u2026<\/p>\n\n\n\n

\u4eca\u5e74\u7684WAD\uff0c\u4e2d\u56fd\u7684\u5c0f\u9e4f\u6c7d\u8f66\u662f\u552f\u4e00\u4e00\u5bb6\u53d7\u9080\u53d1\u8868\u4e3b\u9898\u6f14\u8bb2\u7684\u8f66\u4f01<\/strong><\/p>\n\n\n\n

\u5c0f\u9e4f\u5728\u6f14\u8bb2\u524d\u4e00\u5929\uff0c\u521a\u521a\u5f00\u542f\u4e86\u6700\u65b0SUVG7<\/strong>\u7684\u9884\u552e\uff0c\u521b\u9020\u4e86\u91cf\u4ea7L3\u7ea7AI\u7b97\u529b\u7b2c\u4e00\u8f66<\/strong>\u7684\u7eaa\u5f55\uff0c\u5355\u8f66\u7b97\u529b\u8d85\u8fc72200TOPS\uff0c\u4f55\u5c0f\u9e4f\u5c06G7\u5b9a\u4e49\u4e3a\u201c\u771f\u6b63\u7684AI\u6c7d\u8f66\u201d\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u968f\u4e4b\u800c\u6765\u4e5f\u6709\u4e89\u8bae\uff1a\u9884\u552e\u4ef723.58\u4e07\u7684G7\u4e0d\u7ed9\u6fc0\u5149\u96f7\u8fbe\uff0c\u667a\u80fd\u8f85\u52a9\u9a7e\u9a76\u9760\u8c31\u5417\uff1f<\/p>\n\n\n\n

\u5176\u5b9e\u7b54\u6848\u5c31\u5728\u5c0f\u9e4fCVPR\u7684\u6f14\u8bb2\u4e2d\u3002<\/p>\n\n\n\n

\u5148\u770b\u5b9e\u9a8c\u7ed3\u679c\u3002\u51e0\u4e2a\u6708\u524d\uff0c\u5c0f\u9e4f\u6c7d\u8f66\u5728\u540e\u88c5\u7b97\u529b\u7684\u8f66\u7aef\u90e8\u7f72\u4e86\u65b0\u4e00\u4ee3\u81ea\u52a8\u9a7e\u9a76\u57fa\u5ea7\u6a21\u578b\uff0c\u5b9e\u73b0\u4e86\u65e0\u4efb\u4f55\u89c4\u5219\u4ee3\u7801\u6258\u5e95\u60c5\u51b5\u4e0b<\/strong>\uff0c\u57fa\u5ea7\u6a21\u578b\u76f4\u63a5\u63a7\u8f66\u5e76\u5b89\u5168\u5b8c\u6210\u4e00\u7cfb\u5217\u9a7e\u9a76\u4efb\u52a1\u3002<\/p>\n\n\n\n

\u6bd4\u5982\u4e1d\u6ed1\u5730\u52a0\u51cf\u901f\u3001\u53d8\u9053\u7ed5\u884c\u3001\u8f6c\u5f2f\u6389\u5934\u3001\u7b49\u5f85\u7ea2\u7eff\u706f\u7b49\u7b49\uff1a<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u6574\u4e2a\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u5168\u6d41\u7a0b\u6a21\u578b\u5316\uff0c\u5176\u5b9e\u5c31\u662f\u9a6c\u65af\u514b\u5ba3\u8bb2\u591a\u5e74\u7684AI\u53f8\u673a<\/strong>\uff0c\u5176\u6700\u91cd\u8981\u7684\u7279\u5f81\u662f\u5c55\u73b0\u51fa\u5bf9\u73af\u5883\u3001\u8def\u51b5\u7684\u5168\u5c40\u7406\u89e3\u548c\u601d\u8003\u3002<\/p>\n\n\n\n

\u6bd4\u5982\u8fd9\u4e2a\u573a\u666f\u4e0b\uff0c\u76f4\u884c\u9053\u4e0a\uff0c\u5148\u662f\u524d\u65b9\u5927\u8f66\u5207\u51fa\u540e\uff0c\u7136\u540e\u53c8\u770b\u5230\u4e86\u91cc\u8fb9\u4e34\u505c\u8f66\uff0c\u4f46\u7cfb\u7edf\u5168\u7a0b\u6ca1\u6709\u4efb\u4f55\u201c\u7d27\u6025\u907f\u9669\u201d\u7684\u4e3e\u63aa\uff0c\u800c\u662f\u4ece\u5bb9\u6709\u5e8f\u7684\u51cf\u901f\u7ed5\u884c\uff0c\u4e1d\u6ed1\u901a\u8fc7\u573a\u666f\uff1a<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u518d\u6bd4\u5982\u8fd9\u4e2a\u573a\u666f\uff1a\u7cfb\u7edf\u9996\u5148\u63d0\u524d\u53d8\u9053\uff0c\u907f\u8ba9\u65bd\u5de5\u533a\uff0c\u4f46\u5c31\u5728\u8f6c\u5411\u8fc7\u7a0b\u4e2d\uff0c\u53c8\u7a81\u9047\u4ece\u5c0f\u8def\u6c47\u5165\u4e3b\u8def\u7684\u5927\u8d27\u8f66\uff1a<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u518d\u6bd4\u5982\u96e8\u5929\u7684\u7a84\u8def\u5f2f\u9053\uff0c\u9053\u8def\u4e00\u4fa7\u5df2\u7ecf\u88ab\u5404\u79cd\u8fdd\u505c\u8f66\u5360\u6ee1\uff0c\u884c\u8fdb\u9014\u4e2d\u53c8\u7a81\u9047\u4e34\u65f6\u4e0a\u4e0b\u5ba2\u7684\u7f51\u7ea6\u8f66\uff0c\u7cfb\u7edf\u6ca1\u6709\u4e1d\u6beb\u72b9\u8c6b\uff0c\u76f4\u63a5\u53d1\u8d77\u7ed5\u884c\uff1a<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u5e76\u4e14\u5728\u7ed5\u884c\u8fc7\u7a0b\u4e2d\uff0c\u8fd8\u907f\u8ba9\u4e86\u4e00\u8fde\u4e32\u5728\u673a\u52a8\u8f66\u9053\u4e0a\u9006\u884c\u7684\u4f4e\u901f\u7535\u9a74\u3002<\/p>\n\n\n\n

\u6240\u6709\u573a\u666f\u4e3b\u6253\u7684\u662f\u51b3\u7b56\u679c\u65ad\u3001\u8def\u7ebf\u5408\u7406\uff0c\u4f53\u9a8c\u4e1d\u6ed1\u3002<\/p>\n\n\n\n

\u5c0f\u9e4f\u89e3\u91ca\uff0c\u540c\u6837\u7684\u573a\u666f\u4f20\u7edf\u6280\u672f\u65b9\u6848\u4e5f\u6709\u6982\u7387\u80fd\u901a\u8fc7\uff0c\u4f46\u719f\u7ec3\u4e1d\u6ed1\u5927\u6253\u6298\u6263\uff0c\u4e58\u5750\u4f53\u611f\u4e5f\u4e0d\u884c\u3002<\/p>\n\n\n\n

\u76ee\u524d\u5e02\u9762\u4e0a\u51e0\u4e4e\u6240\u6709\u91cf\u4ea7\u667a\u80fd\u8f85\u52a9\u9a7e\u9a76\uff0c\u4e00\u65e6\u5468\u56f4\u76ee\u6807\u7684\u8ddd\u79bb\u3001\u901f\u5ea6\u76f8\u5bf9\u672c\u8f66\u8fbe\u5230\u4e00\u5b9a\u533a\u95f4\uff08\u6bd4\u5982\u7a81\u7136\u6c47\u5165\u7684\u5927\u8f66\u3001\u8fce\u9762\u800c\u6765\u7684\u7535\u9a74\uff0c\u6781\u5ea6\u72ed\u7a84\u7684\u9053\u8def\u7a7a\u95f4\u7b49\uff09<\/em>\uff0c\u5fc5\u7136\u9996\u5148\u89e6\u53d1\u7d27\u6025\u5239\u8f66\uff0c\u8f66\u5185\u4e58\u5458\u4e00\u987f\u524d\u4fef\u540e\u4ef0\u4e4b\u540e\uff0c\u53ef\u80fd\u4ecd\u7136\u9700\u8981\u63a5\u7ba1\u2026\u2026<\/p>\n\n\n\n

\u81f3\u4e8e\u4e00\u4e9b\u6781\u7aef\u573a\u666f\uff0c\u662f\u8fd9\u4e9b\u4f20\u7edf\u65b9\u6848\u5f88\u5bb9\u6613\u201c\u5b95\u673a\u6446\u70c2\u201d\u7684\u3002\u6bd4\u5982\u8fd9\u4e2a\u4f4d\u4e8e\u798f\u5dde\u7684\u8def\u53e3<\/strong>\uff0c\u9a6c\u8def\u5bf9\u9762\u7684\u4e3b\u5e72\u9053\u4e0a\u6709\u4e24\u68f5\u5927\u6811\u4f2b\u7acb\uff0c\u8f66\u9053\u7adf\u7136\u5c31\u5728\u8fd9\u4e24\u68f5\u5927\u6811\u4e4b\u95f4\u2026\u2026\u4e0d\u662f\u672c\u5730\u53f8\u673a\uff0c\u53ef\u80fd\u6839\u672c\u641e\u4e0d\u660e\u767d\u8be5\u600e\u4e48\u8d70\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u4f46\u5c0f\u9e4f\u7684\u7cfb\u7edf\u7adf\u80fd\u51c6\u786e\u8fa8\u8bc6\u51fa\u8f66\u9053\uff0c\u987a\u5229\u901a\u8fc7\u3002\u8fd9\u5bf9\u76ee\u524d\u7684\u91cf\u4ea7\u7cfb\u7edf\u6765\u8bf4\u5c5e\u4e8e\u201c\u60ca\u559c\u201d\uff0c\u5bf9\u4e8e\u4eca\u540e\u8981\u4e0a\u8f66\u7684\u4e0b\u4e00\u4ee3\u6a21\u578b\u6765\u8bf4\u5c31\u662f\u201c\u57fa\u64cd\u201d\u3002<\/p>\n\n\n\n

\u5c0f\u9e4f\u4e16\u754c\u57fa\u5ea7\u6a21\u578b\u8d1f\u8d23\u4eba\u5218\u5148\u660e<\/strong>\u8bf4\uff0c\u8fd9\u5c31\u5c5e\u4e8e\u5178\u578b\u7684CoT\u573a\u666f<\/strong>\uff0c\u8f66\u7aef\u6a21\u578b\u5728\u6574\u4e2a\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u5b9e\u65f6\u63a8\u7406\uff1a<\/p>\n\n\n\n

\n

\u201c\u6211\u5728\u54ea\uff1f\u53d1\u751f\u4e86\u4ec0\u4e48\uff1f\u8981\u600e\u4e48\u8d70\uff1f\u7b2c\u4e00\u539f\u5219\u662f\u5b89\u5168\uff0c\u9996\u5148\u8981\u5224\u65ad\u8f66\u9053\u7ebf\u5bbd\u5ea6\uff0c\u7eff\u706f\u4eae\u4e86\u4e4b\u540e\uff0c\u518d\u7f13\u884c\u901a\u8fc7\u2026\u2026<\/p>\n<\/blockquote>\n\n\n\n

\u94fe\u5f0f\u601d\u8003\u80fd\u529b\uff08CoT\uff0cChain of Thought\uff09\uff0c\u80cc\u540e\u7684\u57fa\u7840\u662f\u5c0f\u9e4f\u81ea\u7814\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\u57fa\u5ea7\u6a21\u578b\u201d\u2014\u2014\u7269\u7406\u4e16\u754c\u6a21\u578b\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

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\u73b0\u9636\u6bb5\u4e3b\u6d41\u7684\u201c\u8f66\u7aef\u6a21\u578b\u201d\uff0c\u5176\u5b9e\u4e3b\u4f53\u5c31\u662f\u7aef\u5230\u7aef\u7b97\u6cd5\uff0c\u4ece\u4f20\u611f\u5668\u53d6\u6570\u636e\uff0c\u7136\u540e\u8f93\u51fa\u8def\u7ebf\u89c4\u5212\uff0c\u4e00\u822c\u8fd8\u4f1a\u6709\u4e00\u4e9b\u5f3a\u5236\u89c4\u5219\u5b89\u5168\u515c\u5e95\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

VLA\uff0c\u5168\u79f0Vision-Language-Action\uff0c\u4e00\u822c\u540c\u65f6\u5305\u542b\u89c6\u89c9\u7f16\u7801\u5668\u3001\u8bed\u8a00\u7f16\u7801\u5668\u3001\u8de8\u6a21\u6001\u878d\u5408\u6a21\u5757\u3001\u52a8\u4f5c\u751f\u6210\u6a21\u5757<\/strong>\uff0c\u80fd\u540c\u65f6\u7406\u89e3\u89c6\u89c9\u56fe\u50cf\u3001\u81ea\u7136\u8bed\u8a00\uff0c\u5e76\u751f\u6210\u52a8\u4f5c\u63a7\u5236\u6307\u4ee4\u7684AI\u6a21\u578b\u67b6\u6784\u3002<\/p>\n\n\n\n

2023\u5e74\u8c37\u6b4cRobotics\u56e2\u961f\u7684RT-1\u6253\u54cdVLA\u7b2c\u4e00\u67aa\uff0c\u7528\u4eba\u7c7b\u64cd\u4f5c\u793a\u8303\u6784\u5efa\u591a\u6a21\u6001\u8bad\u7ec3\u96c6\uff0c\u4ee5\u56fe\u50cf\u3001\u8bed\u8a00\u6307\u4ee4\u548c\u8fde\u7eed\u63a7\u5236\u4fe1\u53f7\u4f5c\u4e3a\u8f93\u5165\uff0c\u8bad\u7ec3\u673a\u5668\u4eba\u7406\u89e3\u8bed\u8a00\u5e76\u76f4\u63a5\u8f93\u51fa\u52a8\u4f5c\u3002\u540e\u7eedRT-2\u53c8\u628aCLIP\u7b49\u89c6\u89c9\u8bed\u8a00\u57fa\u7840\u6a21\u578b\u5f15\u5165\u63a7\u5236\u6d41\u7a0b\u4e2d\uff0c\u57fa\u672c\u5960\u5b9a\u4e86\u201c\u56fe\u50cf+\u8bed\u8a00+\u52a8\u4f5c\u201d\u7edf\u4e00\u5efa\u6a21\u7684VLA\u57fa\u7ebf\uff0c\u6210\u4e3a\u5177\u8eab\u667a\u80fd\u548c\u81ea\u52a8\u9a7e\u9a76\u7684\u65b0\u5e0c\u671b\u3002<\/p>\n\n\n\n

VLA\u7279\u522b\u4e4b\u5904\u5728\u4e8e\uff0c\u4e0d\u518d\u662f\u5206\u6a21\u5757\u201c\u5404\u81ea\u4e3a\u653f\u201d\uff0c\u800c\u662f\u901a\u8fc7\u5efa\u7acb\u89c6\u89c9\u4fe1\u53f7\u3001\u8bed\u8a00\u6307\u4ee4\u4e0e\u7269\u7406\u52a8\u4f5c\u4e4b\u95f4\u7684\u5173\u8054\u6620\u5c04\uff0c\u5b9e\u73b0\u73af\u5883\u7406\u89e3\u5230\u884c\u4e3a\u8f93\u51fa\u7684\u95ed\u73af\u51b3\u7b56\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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