{"id":39046,"date":"2025-02-28T11:01:38","date_gmt":"2025-02-28T03:01:38","guid":{"rendered":"https:\/\/17aitech.com\/?p=39046"},"modified":"2025-02-28T11:01:38","modified_gmt":"2025-02-28T03:01:38","slug":"jhu-%e9%99%88%e6%9d%b0%e8%83%bd%ef%bc%9a%e4%b8%96%e7%95%8c%e6%a8%a1%e5%9e%8b%e5%bf%83%e6%99%ba%e6%a8%a1%e5%9e%8b%ef%bc%8c%e8%ae%a9%e5%85%b7%e8%ba%ab%e6%99%ba%e8%83%bd%e4%bd%93%e6%8b%a5%e6%9c%89","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39046","title":{"rendered":"JHU \u9648\u6770\u80fd\uff1a\u4e16\u754c\u6a21\u578b+\u5fc3\u667a\u6a21\u578b\uff0c\u8ba9\u5177\u8eab\u667a\u80fd\u4f53\u62e5\u6709\u300c\u60f3\u8c61\u529b\u300d"},"content":{"rendered":"

\u4f5c\u8005 | \u8d56\u6587\u6615<\/p>\n

\u7f16\u8f91 | \u9648\u5f69\u5a34<\/p>\n

\u8fd1\u65e5\uff0c\u9a6c\u5c14\u5956\u5f97\u4e3b\u3001\u7ea6\u7ff0\u970d\u666e\u91d1\u65af\u5927\u5b66\u6559\u6388 Alan Yuille \u7684\u56e2\u961f\u53d1\u5e03\u4e86\u4e00\u9879\u4e16\u754c\u6a21\u578b\u65b9\u5411\u7684\u91cd\u78c5\u5de5\u4f5c\u2014\u2014GenEx\uff0c\u5f15\u8d77\u4e86\u5177\u8eab\u667a\u80fd\u9886\u57df\u7684\u5e7f\u6cdb\u8ba8\u8bba\u4e0e\u5173\u6ce8\u3002<\/p>\n

\u4f5c\u4e3a\u674e\u98de\u98de\u521d\u521b\u516c\u53f8 World Labs \u53d1\u5e03\u7684\u540c\u671f\u5de5\u4f5c\uff0c\u751f\u6210\u6a21\u578b GenEx \u7684\u7279\u522b\u4e4b\u5904\u5728\u4e8e\u5b83\u80fd\u8ba9 AI \u5177\u6709”\u60f3\u8c61\u529b”\uff0c\u4f7f\u667a\u80fd\u4f53\u901a\u8fc7\u60f3\u8c61\u51fa\u6765\u7684\u89c2\u6d4b\u63a2\u7d22\u751f\u6210\u5f0f\u4e16\u754c\u3002<\/p>\n

\u53d7\u5230\u5fc3\u667a\u6a21\u578b\u7684\u542f\u53d1\uff0cGenEx \u5e0c\u671b\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u8bd5\u56fe\u6a21\u62df\u4eba\u7c7b\u5927\u8111\u4e2d\u5bf9\u4e16\u754c\u7684\u8ba4\u77e5\u65b9\u5f0f\u548c\u7406\u89e3\u673a\u5236\uff0c\u4ee5\u5b9e\u73b0\u66f4\u667a\u80fd\u3001\u66f4\u7075\u6d3b\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002<\/p>\n

\u5177\u4f53\u800c\u8a00\uff0cGenEx \u7cfb\u7edf\u6709\u4e24\u4e2a\u76f8\u4e92\u5173\u8054\u7684\u7ec4\u4ef6\uff1a\u4e00\u4e2a\u662f\u60f3\u8c61\u4e16\u754c\uff0c\u5b83\u80fd\u52a8\u6001\u5730\u751f\u6210\u53ef\u4f9b\u63a2\u7d22\u7684\u4e09\u7ef4\u73af\u5883\uff1b\u53e6\u4e00\u4e2a\u662f\u5177\u8eab\u667a\u80fd\u4f53\uff0c\u5b83\u4e0e\u8fd9\u4e2a\u73af\u5883\u76f8\u4e92\u4f5c\u7528\uff0c\u4ee5\u5b8c\u5584\u81ea\u8eab\u7684\u7406\u89e3\u548c\u51b3\u7b56\u80fd\u529b\u2014\u2014\u4e24\u4e2a\u7ec4\u4ef6\u6784\u6210\u4e86\u4e00\u4e2a\u5171\u751f\u7cfb\u7edf\uff0c\u4f7f\u5f97\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u4ee5\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u8ba4\u77e5\u8fc7\u7a0b\u7684\u65b9\u5f0f\u8fdb\u884c\u6a21\u62df\u3001\u63a2\u7d22\u548c\u5b66\u4e60\u3002<\/p>\n

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

\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/www.genex.world\/<\/p>\n

GenEx \u4ec5\u4f9d\u636e\u5355\u5f20 RGB \u56fe\u50cf\u5c31\u80fd\u751f\u6210\u6574\u4e2a\u4e09\u7ef4\u8fde\u8d2f\u7684\u60f3\u8c61\u73af\u5883\uff0c\u8fd8\u80fd\u901a\u8fc7 360 \u5ea6\u7684\u5168\u666f\u89c6\u9891\u4f7f\u5176\u53d8\u5f97\u6829\u6829\u5982\u751f\u3002<\/p>\n

\u5728 GenEx \u751f\u6210\u5f0f\u60f3\u8c61\u529b\u7684\u9a71\u52a8\u4e0b\uff0c\u667a\u80fd\u4f53\u80fd\u6267\u884c\u590d\u6742\u7684\u5177\u8eab\u4efb\u52a1\uff0c\u5305\u62ec\u4e0e\u76ee\u6807\u65e0\u5173\u7684\u63a2\u7d22\u548c\u76ee\u6807\u9a71\u52a8\u7684\u5bfc\u822a\u3002\u8fd9\u4e9b\u667a\u80fd\u4f53\u5229\u7528\u5bf9\u7269\u7406\u4e16\u754c\u4e2d\u672a\u88ab\u89c2\u6d4b\u90e8\u5206\u7684\u9884\u6d4b\u6027\u9884\u671f\u6765\u5b8c\u5584\u81ea\u8eab\u8ba4\u77e5\uff0c\u57fa\u4e8e\u6f5c\u5728\u51b3\u7b56\u6a21\u62df\u4e0d\u540c\u7ed3\u679c\uff0c\u5e76\u505a\u51fa\u66f4\u660e\u667a\u7684\u9009\u62e9\u3002<\/p>\n

\u800c\u4e14\uff0cGenEx \u8fd8\u53ef\u4ee5\u6269\u5c55\u5230\u591a\u667a\u80fd\u4f53\u573a\u666f\uff0c\u5f53\u67d0\u4e2a\u667a\u80fd\u4f53\u5bfc\u822a\u5230\u5176\u4ed6\u667a\u80fd\u4f53\u7684\u4f4d\u7f6e\u65f6\uff0c\u8fd8\u80fd\u6839\u636e\u5176\u4ed6\u667a\u80fd\u4f53\u60f3\u8c61\u7684\u8ba4\u77e5\u66f4\u65b0\u81ea\u5df1\u7684\u8ba4\u77e5\u3002<\/p>\n

\u8fd9\u4e2a\u5de5\u4f5c\u7684\u6838\u5fc3\u4f5c\u8005\uff0c\u662f\u7ea6\u7ff0\u970d\u666e\u91d1\u65af\u5927\u5b66\u5373\u5c06\u6bd5\u4e1a\u7684\u4e2d\u56fd\u535a\u58eb\u751f\u9648\u6770\u80fd\u3002<\/p>\n

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

\u5728\u8f6c\u5411\u4e16\u754c\u6a21\u578b\u3001\u7a7a\u95f4\u667a\u80fd\u524d\uff0c\u9648\u6770\u80fd\u7684\u7814\u7a76\u91cd\u70b9\u4e3a\u533b\u5b66\u56fe\u50cf\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u540c\u6d4e\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\uff0c2020 \u5e74\u5230\u7ea6\u7ff0\u970d\u666e\u91d1\u65af\u5927\u5b66\u8bfb\u535a\uff0c\u5e08\u4ece Alan Yuile\u3002<\/p>\n

\u6b64\u524d\uff0c\u4ed6\u53d1\u8868\u4e86\u9996\u6b21\u5c06 Transformers \u4e0e U-Net \u878d\u5408\u7684\u7f51\u7edc\u6a21\u578b TransUNet\uff0c\u81f3\u4eca\u5f15\u7528\u91cf\u5df2\u8d85 5000\u3002<\/p>\n

\u81ea\u4eca\u5e74\u8d77\uff0c\u9648\u6770\u80fd\u628a\u7814\u7a76\u91cd\u5fc3\u8f6c\u5411\u4e16\u754c\u6a21\u578b\u4e0e\u7a7a\u95f4\u667a\u80fd\u9886\u57df\u3002\u5176\u7814\u7a76\u5185\u5bb9\u4e3b\u8981\u5305\u62ec\u57fa\u4e8e\u5355\u5f20\u56fe\u50cf\u751f\u6210\u5177\u5907\u4ea4\u4e92\u529f\u80fd\u7684 3D \u4e16\u754c\uff0c\u5e76\u4e14\u5c06\u8fd9\u4e2a\u751f\u6210\u7684\u4e16\u754c\u6784\u5efa\u4e3a\u5177\u8eab\u667a\u80fd\u4f53\u7684\u5fc3\u667a\u6a21\u578b\uff08mental models\uff09\uff0c\u4ece\u800c\u52a9\u529b\u667a\u80fd\u4f53\u505a\u51fa\u66f4\u4f18\u51b3\u7b56\u3002<\/p>\n

\u4ece\u533b\u7597\u56fe\u50cf\u5230\u5177\u8eab\u667a\u80fd\uff0c\u9648\u6770\u80fd\u8ba4\u4e3a\u81ea\u5df1\u5df2\u8f83\u597d\u5730\u5b8c\u6210\u4e86\u4e0a\u4e00\u4e2a\u4f7f\u547d\uff0c\u201c\u63a5\u4e0b\u6765\u5e0c\u671b\u7814\u7a76\u65b0\u7684\u9ec4\u91d1\u95ee\u9898\uff0c\u53c2\u4e0e\u5230\u524d\u671f\u63a2\u7d22\u4e2d\u3002\u201d<\/p>\n

\u4ee5\u4e0b\u662f AI \u79d1\u6280\u8bc4\u8bba\u4e0e\u9648\u6770\u80fd\u7684\u5bf9\u8bdd\u3002<\/p>\n

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\u5f53\u764c\u75c7\u9047\u4e0aAI<\/strong><\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u60a8\u6b63\u5f0f\u8bfb\u535a\u524d\u53d1\u5e03\u7684 TransUNet \u81f3\u4eca\u5f15\u7528\u91cf\u5df2\u8d855000\uff0c\u5f53\u65f6\u662f\u5982\u4f55\u60f3\u5230\u8fd9\u4e2a idea \u7684\uff1f<\/strong><\/p>\n

\u9648\u6770\u80fd\uff1a<\/strong>\u5f53\u65f6\u6211\u6b63\u5728\u8fdb\u884c\u53e6\u4e00\u4e2a\u9879\u76ee\uff0c\u76ee\u6807\u662f\u5bf9\u7269\u4f53\u8fb9\u7f18\u7684\u8bed\u4e49\u8fdb\u884c\u5efa\u6a21\uff0c\u5c31\u6709\u4e86\u5e8f\u5217\u5efa\u6a21\u7684idea\uff0c\u5373\u5e8f\u5217\u5b66\u4e60\uff08Sequential Learning\uff09\uff0cTransformer \u867d\u7136\u5168\u5c40\u5b66\u4e60\u6bd4\u8f83\u597d\uff0c\u4f46\u96be\u4ee5\u6355\u6349\u7269\u4f53\u8fb9\u7f18\u7684\u5c40\u90e8\u7ec6\u8282\u3002<\/p>\n

\u57282020\u5e74\u5e95\uff0cTransformer \u5df2\u7ecf\u8bc1\u660e\u4e86\u5728\u5206\u7c7b\u4efb\u52a1\u4e2d\u8868\u73b0\u8f83\u597d\uff0c\u4f46\u5bf9\u4e8e\u5b83\u80fd\u5426\u505a\u5bc6\u96c6\u9884\u6d4b\uff0c\u5927\u5bb6\u90fd\u8fd8\u5728\u63a2\u7d22\u4e2d\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u5c31\u60f3\u7ed3\u5408 Transformer \u548c UNet \u7684\u4f18\u52bf\uff0c\u4ece\u5b9e\u9645\u6548\u679c\u6765\u770b\uff0cUNet \u66f4\u64c5\u957f\u5904\u7406\u5c40\u90e8\u4fe1\u606f\uff0cTransformer \u5219\u64c5\u957f\u5904\u7406\u5168\u5c40\u548c\u9884\u671f\u4fe1\u606f\uff0c\u5b83\u4eec\u662f\u4e00\u4e2a\u5b9e\u73b0\u5c40\u90e8\u7ec6\u8282\u8fd8\u539f\u5e76\u517c\u987e\u957f\u8ddd\u79bb\u5efa\u6a21\u7684\u6700\u4f73\u7ec4\u5408\uff0c\u80fd\u591f\u5f88\u597d\u5730\u652f\u6301\u591a\u79cd\u4efb\u52a1\u3002<\/p>\n

\u540e\u6765\uff0c\u6211\u7ee7\u7eed\u628a TransUNet \u6269\u5c55\u5230 3D \u5c42\u9762\uff0c\u4e5f\u8fdb\u4e00\u6b65\u5c06\u5176\u5e94\u7528\u4e8e\u591a\u764c\u7b5b\u67e5\u3002TransUNet\u5728\u4eca\u5929\u4ecd\u662f\u4e00\u4e2a\u7ecf\u5178\u7684\u67b6\u6784\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5206\u5272\u6a21\u578b\u548c\u6269\u6563\u6a21\u578b\u7b49\u4efb\u52a1\u4e2d\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u90a3\u60a8\u662f\u5982\u4f55\u63a5\u89e6\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u5e76\u51b3\u5b9a\u624e\u6839\u533b\u5b66\u5f71\u50cf\u9886\u57df\u7684\uff1f<\/strong><\/p>\n

\u9648\u6770\u80fd\uff1a<\/strong>2017 \u5e74\u4e0b\u534a\u5e74\u6211\u5728\u6155\u5c3c\u9ed1\u5de5\u4e1a\u5927\u5b66\u4ea4\u6362\uff0c3D \u89c6\u89c9\u5b66\u8005 Daniel Cremers \u662f\u5176\u4e2d\u4e00\u4f4d\u6388\u8bfe\u8001\u5e08\uff0c\u5de7\u7684\u662f\u4ed6\u4e5f\u662f\u6211\u73b0\u5728\u7684\u5bfc\u5e08 Alan Yuille host\u8fc7\u7684\u535a\u58eb\u540e\u3002\u5f53\u65f6\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u8bfe\u7a0b\u5185\u5bb9\u504f\u51e0\u4f55\u548c\u7406\u8bba\uff0c\u6211\u88ab\u524d\u6cbf\u79d1\u7814\u5438\u5f15\uff0c\u56de\u6765\u540e\u4fbf\u51b3\u5b9a\u53c2\u4e0e\u89c6\u89c9\u7684\u7814\u7a76\uff0c\u4fbf\u5728\u540c\u6d4e\u7684\u9648\u5e7f\u8001\u5e08\u8bfe\u9898\u7ec4\u7814\u7a76\u8f66\u8f86\u68c0\u6d4b\u3002<\/p>\n

2019 \u5e74\u6691\u7814\uff0c\u6211\u673a\u7f18\u5de7\u5408\u8054\u7cfb\u5230 Alan Yuille\uff0c\u4ed6\u4e0e\u7ea6\u7ff0\u970d\u666e\u91d1\u65af\u533b\u9662\u5408\u4f5c\u764c\u75c7\u65e9\u7b5b\u9879\u76ee\uff0c\u6709\u6291\u764c\u56e0\u5b50 P53 \u53d1\u73b0\u8005\u7b49\u77e5\u540d\u533b\u751f\u53c2\u4e0e\u3002\u4ed6\u4eec\u867d\u4e0d\u662f AI \u7814\u7a76\u8005\uff0c\u4f46\u4e5f\u610f\u8bc6\u5230 AI \u5728\u533b\u7597\u9886\u57df\u7684\u6f5c\u529b\uff0c\u8fd9\u9886\u57df\u6709\u89c4\u6a21\u5316\u7684\u673a\u4f1a\uff0c\u540c\u65f6\u8fd8\u80fd\u5207\u5b9e\u5730\u5e2e\u52a9\u5230\u6bcf\u4e00\u4e2a\u666e\u901a\u4eba\uff0c\u8fd9\u4fbf\u5438\u5f15\u6211\u94bb\u7814\u533b\u5b66\u5f71\u50cf\u9886\u57df\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u6240\u4ee5\u60a8\u53c8\u52a0\u5165\u8fbe\u6469\u9662\u533b\u7597 AI \u56e2\u961f\u5b9e\u4e60\u4e86\u3002\u53ef\u4ee5\u5206\u4eab\u4e00\u4e0b\u505a CancerUniT \u7684\u6545\u4e8b\u5417\uff1f<\/strong><\/p>\n

\u9648\u6770\u80fd\uff1a<\/strong>\u8d1f\u8d23\u4eba\u5415\u4e50\u662f\u6211\u5728\u7ea6\u7ff0\u970d\u666e\u91d1\u65af\u8ba1\u7b97\u673a\u7cfb\u7684\u5b66\u957f\uff0c\u4ed6\u7684\u5bfc\u5e08Gregory D. Hager\u548c\u6211\u7684\u5bfc\u5e08\u672c\u8eab\u5c31\u6709\u5408\u4f5c\uff0c\u6211\u4eec\u8ba4\u8bc6\u7684\u6bd4\u8f83\u65e9\u3002<\/p>\n

\u5f53\u65f6\u5728\u533b\u7597AI\u9886\u57df\uff0c\u5927\u5bb6\u90fd\u5728\u505a\u5355\u4e00\u75c5\u79cd\u7684\u7814\u7a76\uff0c\u8fbe\u6469\u9662\u5e0c\u671b\u6211\u80fd\u52a0\u5165\u53bb\u505a\u591a\u764c\u7b5b\u67e5\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u5e0c\u671b\u5f00\u53d1\u4e86\u4e00\u4e2a AI \u6a21\u578b\uff0c\u80fd\u901a\u8fc7\u5355\u6b21CT\u7b5b\u67e5\u627e\u51fa\u516b\u79cd\u764c\u75c7\u5e76\u8bca\u65ad14\u79cd\u4e9a\u578b\uff0c\u8fd9\u516b\u79cd\u764c\u75c7\u662f\u56fd\u5185\u6700\u9ad8\u53d1\u75c5\u7387\u9ad8\u81f4\u6b7b\u7387\u7684\u764c\u75c7\uff0c\u6db5\u76d6\u4e86\u63a5\u8fd180%\u7684\u60a3\u764c\u75c5\u4eba\u3002<\/p>\n

\u533b\u7597AI\u9886\u57df\u6d89\u53ca\u4f17\u591a\u65b9\u5411\uff0c\u5176\u4e2d\u75be\u75c5\u7b5b\u67e5\u65e0\u7591\u662f\u4f18\u5148\u7ea7\u6700\u9ad8\u7684\uff0c\u5c24\u5176\u662f\u9488\u5bf9\u764c\u75c7\u3001\u963f\u5c14\u8328\u6d77\u9ed8\u75c7\u548c\u6162\u6027\u75c5\u7b49\u4e3b\u8981\u75be\u75c5\u3002\u764c\u75c7\u56e0\u5176\u53d1\u75c5\u7387\u548c\u6b7b\u4ea1\u7387\u53cc\u9ad8\uff0c\u6211\u8ba4\u4e3a\u66f4\u503c\u5f97\u5728\u6211\u7cbe\u529b\u6709\u9650\u7684\u60c5\u51b5\u4e0b\u4f18\u5148\u653b\u5173\uff0c\u4e5f\u88ab\u6211\u8ba4\u5b9a\u4e3a\u4e00\u4e2a\u9ec4\u91d1\u95ee\u9898\u3002<\/p>\n

\u5bf9\u6211\u6765\u8bf4\u89e3\u51b3\u8fd9\u4e2a\u9ec4\u91d1\u95ee\u9898\u5c31\u50cf\u662f\u6500\u767b\u4e00\u4e2a\u66f4\u9ad8\u7684\u5c71\u5cf0\uff0c\u5982\u679c\u5b83\u80fd\u65e9\u4e00\u4e9b\u89e3\u51b3\uff0c\u5c31\u80fd\u5e2e\u52a9\u5230\u66f4\u591a\u7684\u4eba\u3001\u4f7f\u8bb8\u591a\u5bb6\u5ead\u53d7\u76ca\uff0c\u6211\u5f88\u6709\u70ed\u60c5\uff0c\u5e0c\u671b\u80fd\u8d21\u732e\u6211\u7684\u5fae\u8584\u4e4b\u529b\u52a0\u901f\u8fd9\u4e2a\u8fdb\u7a0b\u3002\u6211\u63a8\u8fdb\u5de5\u4f5c\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u548c\u6211\u7684\u5408\u4f5c\u8005\u4e00\u8d77\u660e\u786e\u4e86\u95ee\u9898\u7684\u5b9a\u4e49\uff0c\u4e5f\u642d\u5efa\u4e86\u4e00\u4e2a\u9ad8\u654f\u611f\u6027\u9ad8\u7279\u5f02\u6027\u7684\u57fa\u7840\u6a21\u578b\uff0c\u73b0\u5728\uff0c\u8fbe\u6469\u9662\u6b63\u5728\u8fdb\u4e00\u6b65\u6269\u5c55\u6211\u5f53\u65f6\u5f00\u53d1\u7684\u591a\u764c\u6a21\u578b\uff0c\u6211\u671f\u5f85\u8fd9\u7cfb\u5217\u6a21\u578b\u80fd\u5c3d\u65e9\u5728\u793e\u4f1a\u4e2d\u53d1\u6325\u5b9e\u9645\u4f5c\u7528\u3002<\/p>\n

\u4ece\u89c6\u89c9\u57fa\u7840\u6a21\u578b\u5230\u7a7a\u95f4\u667a\u80fd<\/strong><\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u540e\u9762\u60a8\u6765\u5230\u5b57\u8282 Seed \u56e2\u961f\u505a\u89c6\u89c9\u57fa\u7840\u6a21\u578b\uff0c\u4e3a\u4ec0\u4e48\u4f1a\u9009\u62e9\u8fd9\u4e2a\u673a\u4f1a\u5462\uff1f<\/strong><\/p>\n

\u9648\u6770\u80fd\uff1a<\/strong>\u6211\u7684 mentor Liang-Chieh Chen \u5728\u8c37\u6b4c\u65f6\u5c31\u66fe\u9080\u8bf7\u6211\u53bb\u5b9e\u4e60\uff0c\u4e0d\u8fc7\u6211\u5f53\u65f6\u53bb\u4e86\u8fbe\u6469\u9662\uff0c\u5c31\u7b54\u5e94\u4e0b\u4e00\u5e74\u518d\u52a0\u5165\uff0c\u540e\u9762\u5b57\u8282\u6210\u7acb\u4e86\u6838\u5fc3\u56e2\u961fSeed\uff0c\u4ed6\u52a0\u5165\u5e76\u5e26\u9886\u57fa\u7840\u7814\u7a76\u7ec4\uff0c\u6211\u4e5f\u8ddf\u7740\u6765\u5230\u5b57\u8282\u3002<\/p>\n

2023\u5e74\u4e1a\u5185\u7814\u7a76\u7684\u4e00\u5927\u91cd\u70b9\u662f\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0cLiang-Chieh Chen \u5728\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784\u8bbe\u8ba1\u65b9\u9762\u6709\u7740\u5f88\u9ad8\u7684\u9020\u8be3\u800c\u4e14\u7ecf\u9a8c\u4e30\u5bcc\uff0c\u7279\u522b\u662f\u5728MobileNetv2\u548cDeepLab\u7684\u8d21\u732e\u3002\uff0c\u6211\u5e0c\u671b\u80fd\u5bf9\u5927\u6a21\u578b\u7684\u89c6\u89c9\u7f16\u7801\u5668\u8fdb\u884c\u4e00\u6b21\u5f7b\u5e95\u8bbe\u8ba1\uff0c\u63a2\u7d22\u65b0\u7684\u53ef\u80fd\u6027\u3001\u8fdb\u4e00\u6b65\u6253\u78e8\u81ea\u5df1\u7684\u6280\u672f\u80fd\u529b\uff0c\u5c31\u6b64\u52a0\u5165\u4e86\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u7b2c\u4e00\u6b21\u4e3b\u5bfc\u89c6\u89c9\u7f16\u7801\u5668\u67b6\u6784\u7684\u8bbe\u8ba1\uff0c\u6210\u529f\u53d1\u8868\u4e86 ViTamin\uff0c\u611f\u53d7\u5982\u4f55\uff1f<\/strong><\/p>\n

\u9648\u6770\u80fd\uff1a<\/strong>\u5176\u5b9e\u5728\u505a ViTamin \u7684\u8fc7\u7a0b\u4e2d\u548c\u5b8c\u6210\u540e\u7684\u611f\u53d7\u90fd\u5f88\u6df1\u523b\u3002<\/p>\n

\u6211\u8d1f\u8d23\u57fa\u7840\u67b6\u6784\u8bbe\u8ba1\uff0c\u9700\u8981\u5bf9\u591a\u6a21\u6001\u5927\u6a21\u578b\u91cc\u7684\u89c6\u89c9\u7f16\u7801\u5668\u67b6\u6784\u89c4\u5212\u5e76\u63a2\u7d22 scaling law\u3002\u800c\u7531\u4e8e\u8017\u8d39\u7b97\u529b\u8f83\u5927\uff0c\u5e38\u5e38\u4ec5\u6709\u4e00\u6b21\u8bad\u7ec3\u6a21\u578b\u673a\u4f1a\uff0c\u6240\u4ee5\u8bbe\u8ba1\u65f6\u5f97\u65e2\u8c28\u614e\u53c8\u521b\u65b0\u3002<\/p>\n

\u6211\u4eec\u7684\u89c6\u89c9\u7f16\u7801\u5668\u5728imageNet\u96f6\u6837\u672c\u51c6\u786e\u7387\u8fbe\u5230\u4e8683%\u7684SOTA\uff0c\u4e5f\u80fd\u6709\u6548\u7684\u8fc1\u79fb\u5230\u5927\u6a21\u578b\u91cc\uff0c\u6211\u4eec\u63a2\u7d22\u4e86\u4e00\u6761\u5408\u7406\u7684scaling law\u3002\u5c06\u6a21\u578b\u6027\u80fd\u4f18\u5316\u81f3\u4e16\u754c\u6700\u4f73\u7684\u8fc7\u7a0b\uff0c\u662f\u5145\u6ee1\u6311\u6218\u4e14\u6781\u5177\u6210\u5c31\u611f\u7684\u3002<\/p>\n

\u5982\u679c\u5c06\u591a\u6a21\u6001\u6a21\u578b\u6bd4\u4f5c\u4e00\u4e2a\u667a\u80fd\u4f53\uff0c\u90a3\u4e48\u89c6\u89c9\u7f16\u7801\u5668\u5c31\u662f\u667a\u80fd\u4f53\u7684\u773c\u775b\u3002\u968f\u7740\u4eca\u5e74\u5e74\u521d\u516c\u53f8\u7814\u7a76\u8005\u4eec\u8ba4\u8bc6\u5230\u4e86\u5927\u6a21\u578b\u4e2d\u89c6\u89c9\u7f16\u7801\u5668\u7684\u91cd\u8981\u6027\uff0c\u5e76\u8fdb\u884c\u9488\u5bf9\u6027\u7684\u8bbe\u8ba1\uff0c\u6211\u518d\u6b21\u611f\u53d7\u5230\u6b64\u5de5\u4f5c\u7684\u91cd\u8981\u6027\u3002<\/p>\n

\u6b64\u5916\uff0cViTamin \u6700\u9ad8\u5206\u6a21\u578b\u4ec5\u6709436M\uff0c\u4e0d\u8db3 0.5B\uff0c\u5728\u8ffd\u6c42\u5927\u6a21\u578b\u3001\u5927\u89c4\u6a21\u53c2\u6570\u91cf\u76842023\u5e74\u7b97\u662f\u975e\u5e38\u5c0f\u7684\u3002\u800c\u5728\u6211\u4eec\u6240\u80fd\u83b7\u53d6\u7684\u6700\u4f73\u6570\u636e\u6761\u4ef6\u4e0b\uff0c\u8fd9\u4e2a\u89c4\u6a21\u5df2\u7ecf\u8fbe\u5230\u4e86 scaling law \u7684\u6781\u9650\u3002\u6709\u8da3\u7684\u662f\uff0c\u4ece\u4eca\u5e74\u5f00\u59cb\uff0c\u5c0f\u6a21\u578b\u4e5f\u53d8\u5f97\u975e\u5e38\u70ed\u95e8\uff0c\u73b0\u5728\u591a\u6a21\u6001\u6a21\u578b\u4e3a\u4e86\u7ec8\u7aef\u4f18\u5316\uff0c\u4e5f\u53ea\u4f1a\u91c7\u7528\u51e0\u767e\u5146\u91cf\u7ea7\u7684\u89c6\u89c9\u7f16\u7801\u5668\u3002\u4e0d\u96be\u770b\u51fa\uff0cscaling law \u6700\u7ec8\u4f1a\u9010\u6b65\u6536\u655b\u5230\u4e00\u4e2a\u6700\u4f73\u7684\u8bbe\u7f6e\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4e3a\u4ec0\u4e48\u4eca\u5e74\u4f1a\u4ece\u533b\u5b66\u5f71\u50cf\u8f6c\u5411\u7a7a\u95f4\u667a\u80fd\uff1f\u7a7a\u95f4\u667a\u80fd\u7684\u6838\u5fc3\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n

\u9648\u6770\u80fd\uff1a<\/strong>\u6211\u76f8\u4fe1\u5de5\u4e1a\u754c\u548c\u533b\u9662\u7684\u8054\u5408\u4e0b\uff0c\u764c\u75c7\u7b5b\u67e5\u8fd9\u4e00\u5173\u952e\u95ee\u9898\u5c06\u5728\u672a\u6765\u51e0\u5e74\u5f97\u4ee5\u89e3\u51b3\uff0c\u800c\u6211\u4ee5\u524d\u7684\u5de5\u4f5c\u6709\u52a9\u4e8e\u5176\u89c4\u6a21\u5316\u63a8\u5e7f\uff0c\u7b97\u662f\u5b8c\u6210\u4e86\u81ea\u5df1\u7684\u4f7f\u547d\u3002\u5982\u4eca\u6211\u60f3\u63a2\u7d22\u65b0\u9886\u57df\uff0c\u800c\u7a7a\u95f4\u667a\u80fd\u3001\u5177\u8eab\u667a\u80fd\u7b49\u5b9a\u4e49\u5c1a\u65b0\uff0c\u80fd\u53c2\u4e0e\u524d\u671f\u63a2\u7d22\u9887\u5177\u610f\u4e49\u3002<\/p>\n

\u5bfc\u5e08Alan\u57281990\u5e74\u5c31\u6709\u7814\u7a76\u4e09\u7ef4\u7269\u4f53\u7684\u8868\u9762\u66f2\u7387\uff0c\u8fd1\u5e74\u5b9e\u9a8c\u5ba4\u4e5f\u4e00\u76f4\u5173\u6ce83D \u89c6\u89c9\uff0c\u6211\u5e38\u53d7\u5230\u718f\u9676\u800c\u611f\u5174\u8da3\u3002\u6211\u4eca\u5e74\u5f00\u59cb\u7740\u624b\u89e3\u51b3\u4e00\u4e24\u4e2a\u9ec4\u91d1\u95ee\u9898\uff0c\u5e0c\u671b\u80fd\u4e00\u8d77\u63a8\u8fdb\u7a7a\u95f4\u667a\u80fd\u4e0e\u5177\u8eab\u667a\u80fd\u3002<\/p>\n

\u4eca\u5e74\u7a7a\u95f4\u667a\u80fd\u5907\u53d7\u5173\u6ce8\uff0c\u5b83\u6d89\u53ca\u56fe\u7247 3D \u5efa\u6a21\u6216\u89c6\u9891 4D \u5efa\u6a21\uff0c\u672c\u8d28\u4e0a\u662f\u9006\u5411\u56fe\u5f62\u5b66\u5355\u5f20\u56fe\u91cd\u5efa\u4e09\u7ef4\u7ed3\u6784\u5e76\u63d0\u53d6\u7269\u4f53\u7c7b\u522b\u3001\u4f4d\u7f6e\u548c\u51e0\u4f55\u7b49\u4fe1\u606f\u3002<\/p>\n

\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5728\u865a\u62df\u6e38\u620f\u5f15\u64ce\u6216\u7269\u7406\u5f15\u64ce\u4e2d\uff0c\u901a\u5e38\u4f1a\u901a\u8fc7\u9884\u8bbe\u7684\u573a\u666f\u914d\u7f6e\u6587\u4ef6\u7ed9\u5b9a3D\u6a21\u578b\uff0c\u5e76\u6e32\u67d3\u4e3a2D\u56fe\u50cf\uff0c\u8fd9\u662f\u4e00\u4e2a\u4ece\u573a\u666f\u5230\u56fe\u50cf\u7684\u6b63\u5411\u6e32\u67d3\u8fc7\u7a0b\uff1b\u800c\u8ba1\u7b97\u673a\u89c6\u89c9\u5219\u662f\u8fd9\u4e00\u8fc7\u7a0b\u7684\u9006\u5411\u63a8\u7406\uff0c\u5373\u4ece2D\u56fe\u50cf\u4e2d\u91cd\u5efa\u6216\u63a8\u6f14\u51fa\u4e09\u7ef4\u573a\u666f\u3002\u5982\u679c\u80fd\u5f7b\u5e95\u89e3\u51b3\u8fd9\u4e00\u6311\u6218\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u53ef\u80fd\u4f1a\u6709\u8f83\u5927\u7684\u7a81\u7834\uff0c\u6bd4\u5982\u5728 GPT \u7684\u7a7a\u95f4\u63a8\u7406\uff0c\u4ee5\u53ca\u89c6\u9891\u751f\u6210\u662f\u5426\u8868\u73b0\u89c6\u89c9\u573a\u666f\u7684\u7269\u7406\u6027\uff0c\u56e0\u6b64\uff0c\u4ece\u56fe\u7247\u4e2d\u63a8\u6f14 3D \u573a\u666f\uff0c\u662f\u7a7a\u95f4\u667a\u80fd\u7684\u4e00\u4e2a\u6838\u5fc3\u3002<\/p>\n

\u6211\u76ee\u524d\u7684\u5de5\u4f5c\u805a\u7126\u4e86\u7a7a\u95f4\u63a8\u6f14\u3002\u4e0d\u4e45\u524d\u53d1\u5e03\u7684 Gemini 2 \u4e5f\u7279\u522b\u5f3a\u8c03\u4e86\u7a7a\u95f4\u63a8\u6f14\u80fd\u529b\uff0c\u7136\u800c\uff0c\u6211\u4eec\u6700\u8fd1\u5f00\u53d1\u7684\u7a7a\u95f4\u63a8\u7406\u57fa\u51c63DSRBench\u7684\u7ed3\u679c\u663e\u793a\uff0c\u5176\u51c6\u786e\u7387\u4ec5\u4e3a 50%\uff0c\u8fdc\u4f4e\u4e8e\u4eba\u7c7b\u7684 95%\u3002\u7ed3\u679c\u53d1\u5e03\u540e\uff0cDeepMind\u7684\u76f8\u5173\u4eba\u5458\u4e5f\u63d0\u4f9b\u4ee3\u7801\u5e93\uff0c\u5171\u540c\u63a8\u52a8\u5927\u6a21\u578b\u5728\u7a7a\u95f4\u63a8\u7406\u7684\u8fdb\u5c55\u3002\u8fd9\u8868\u660e\u5728\u7a7a\u95f4\u667a\u80fd\u9886\u57df\uff0c\u5c24\u5176\u7a7a\u95f4\u63a8\u7406\uff0c\u673a\u5668\u4e0e\u4eba\u7c7b\u7684\u80fd\u529b\u8fd8\u5b58\u5728\u8f83\u5927\u5dee\u8ddd\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u90a3\u7a7a\u95f4\u667a\u80fd\u4e0e\u533b\u7597\u56fe\u50cf\u4e4b\u95f4\u6709\u4f55\u5173\u8054\u4e0e\u5dee\u5f02\u5462\uff1f<\/strong><\/p>\n

\u9648\u6770\u80fd\uff1a<\/strong>\u7a7a\u95f4\u667a\u80fd\u4e0e\u533b\u7597\u56fe\u50cf\u7686\u6d89\u56fe\u50cf\u5904\u7406\u53ca\u590d\u6742\u573a\u666f\u5efa\u6a21\uff0c\u533b\u7597\u56fe\u50cf\u7684 \u4e09\u7ef4\u7406\u89e3\u4e0e\u7a7a\u95f4\u667a\u80fd\u7684 \u4e09\u7ef4\u7406\u89e3\u76ee\u6807\u76f8\u8fd1\uff0c\u90fd\u8981\u5c06\u50cf\u7d20\u6570\u636e\u8f6c\u5316\u4e3a\u5bf9\u4e09\u7ef4\u7ed3\u6784\u548c\u8bed\u4e49\u5173\u7cfb\u7684\u9884\u6d4b\uff0c\u5e76\u63d0\u53d6\u5173\u952e\u7684\u4fe1\u606f\u5982\u7269\u4f53\u4f4d\u7f6e\u548c\u5f62\u6001\u3002\u5728\u533b\u7597\u5f71\u50cf\u4e2d\uff0c\u8fd9\u5177\u4f53\u8868\u73b0\u4e3a\u5bf9\u5668\u5b98\u548c\u75c5\u7076\u7684\u4f4d\u7f6e\u3001\u5f62\u6001\u53ca\u5176\u7a7a\u95f4\u5173\u7cfb\u7684\u7cbe\u51c6\u89e3\u6790\u3002<\/p>\n

\u4e8c\u8005\u4e5f\u6709\u4e0d\u540c\uff1a\u4ece\u6570\u636e\u4e0a\uff0c\u533b\u7597\u56fe\u50cf\u662f\u89c4\u5219\u7684\u4e09\u7ef4\u6570\u636e\uff0c\u901a\u5e38\u5904\u4e8e\u6709\u9650\u8303\u56f4\u5185\uff08\u4f8b\u5982\u4eba\u4f53\u9ad8\u5ea6\u6709\u9650\u3001\u5668\u5b98\u5f62\u6001\u76f8\u5bf9\u89c4\u5219\uff09\uff0c\u6570\u636e\u590d\u6742\u5ea6\u8f83\u4f4e\uff1b\u800c\u7a7a\u95f4\u667a\u80fd\u7684\u6570\u636e\u66f4\u52a0\u590d\u6742\uff0c\u5305\u542b\u5927\u91cf\u4e0d\u89c4\u5219\u3001\u6709\u5f62\u53d8\u548c\u5e26\u6709\u5173\u8282\u6d3b\u52a8\u7684\u7269\u4f53\uff0c\u6570\u636e\u7684\u590d\u6742\u5ea6\u660e\u663e\u66f4\u9ad8\u3002\u4ece\u4f18\u5316\u76ee\u6807\u4e0a\uff0c\u7a7a\u95f4\u667a\u80fd\u548c\u5177\u8eab\u667a\u80fd\u91cd\u5b9e\u65f6\u6027\u4e0e\u6cdb\u5316\u6027\uff0c\u671f\u671b\u6a21\u578b\u5728\u4e0d\u540c\u73af\u5883\u6cdb\u5316\u826f\u597d\uff0c\u8fbe\u7c7b\u4f3c\u5c0f\u5b69\u667a\u5546\u4e0e\u611f\u77e5\u529b\uff1b\u533b\u7597\u4eba\u5de5\u667a\u80fd\u5219\u5f3a\u8c03\u4e13\u5bb6\u6027\uff0c\u6b32\u5728\u4e13\u9879\u8fbe\u533b\u751f\u4e13\u5bb6\u6c34\u5e73\uff0c\u6240\u4ee5\u4e8c\u8005\u4f18\u5316\u76ee\u6807\u8fe5\u5f02\u3002<\/p>\n

\u5fc3\u667a\u6a21\u578b\u4e4b\u4e8e\u5177\u8eab\u667a\u80fd<\/strong><\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u60a8\u662f\u4ece\u4ec0\u4e48\u65f6\u5019\u5f00\u59cb\u805a\u7126\u4e16\u754c\u6a21\u578b\u7684\uff1f <\/strong><\/p>\n

\u9648\u6770\u80fd\uff1a<\/strong>\u6211\u5bf9\u4e16\u754c\u6a21\u578b\u7684\u7814\u7a76\uff0c\u662f\u4e0e\u7a7a\u95f4\u667a\u80fd\u548c\u5177\u8eab\u667a\u80fd\u540c\u671f\u8fdb\u884c\u7684\u3002\u7a7a\u95f4\u63a8\u7406\u662f\u5177\u8eab\u667a\u80fd\u4f53\u611f\u77e5\u7269\u7406\u4e16\u754c\u7684\u8d77\u70b9\uff0c\u4f46\u4ec5\u4f9d\u9760\u7a7a\u95f4\u611f\u77e5\u65e0\u6cd5\u5168\u9762\u652f\u6301\u667a\u80fd\u4f53\u5bf9\u7269\u7406\u4e16\u754c\u7684\u4ea4\u4e92\u7406\u89e3\u3002\u6784\u5efa\u4e00\u4e2a\u53ef\u9884\u6d4b\u3001\u53ef\u4ea4\u4e92\u7684\u4e16\u754c\u6a21\u578b\uff0c\u5c06\u66f4\u597d\u5730\u5e2e\u52a9\u667a\u80fd\u4f53\u5728\u771f\u5b9e\u4e16\u754c\u4e2d\u8fdb\u884c\u6709\u6548\u51b3\u7b56\u3002<\/p>\n

\u867d\u7136\u4e16\u754c\u6a21\u578b\u7684\u5b9a\u4e49\u672c\u8eab\u4ecd\u767e\u5bb6\u4e89\u9e23\uff0c\u4f46\u5728\u4e8c\u4e09\u5341\u5e74\u524d\u5c31\u5df2\u5e94\u7528\u4e8e\u63a7\u5236\u8bba\u4e86\u3002\u5b83\u7684\u4e00\u4e2a\u672c\u8d28\u5b9a\u4e49\u662f\uff1a\u7ed9\u5b9a\u5f53\u524d\u7684\u72b6\u6001\u5206\u5e03\u548c\u52a8\u4f5c\u8f93\u5165\uff0c\u80fd\u5426\u9884\u6d4b\u51fa\u672a\u6765\u4e0b\u4e00\u4e2a\u72b6\u6001\u7684\u5206\u5e03\u3002\u8fd9\u5728\u65e9\u5e74\u7684\u63a7\u5236\u8bba\u7b49\u9886\u57df\u4e2d\u6709\u4e00\u4e9b\u5b9e\u8df5\uff0c\u4f46\u65e9\u5e74\u72b6\u6001\u7684\u5b9a\u4e49\u8f83\u4e3a\u7b80\u5355\u3002<\/p>\n

\u6211\u8ba4\u4e3a\u4e16\u754c\u6a21\u578b\u672c\u8d28\u662f\u63d0\u4f9b\u5bf9\u4e16\u754c\u53d8\u5316\u7684\u9884\u6d4b\u6027\u5206\u5e03\uff0c\u4f46\u4e16\u754c\u53d8\u5316\u4e0d\u5e94\u662f\u6700\u521d\u7684\u4f4e\u7ef4\u72b6\u6001\uff0c\u800c\u53ef\u4ee5\u662f\u4e00\u4e2a\u56db\u7ef4\u4e16\u754c\u7684\u72b6\u6001\uff0c\u5305\u62ec\u76ee\u6807\u7269\u4f53\u7684\u8bed\u4e49\u4fe1\u606f\u3001\u7eb9\u7406\u4fe1\u606f\u3001\u4e09\u7ef4\u51e0\u4f55\u7ed3\u6784\u3001\u5f62\u6001\u3001\u5f62\u53d8\u3001\u8fd0\u52a8\u7279\u6027\uff0c\u4ee5\u53ca\u7269\u4f53\u4e4b\u95f4\u7684\u7a7a\u95f4\u5173\u7cfb\u7684\u5efa\u6a21\u3002<\/p>\n

\u6211\u5173\u6ce8\u7684\u4e00\u4e2a\u96be\u70b9\u662f\uff0c\u80fd\u5426\u4ece\u56fe\u50cf\u89c2\u6d4b\u4e2d\u63d0\u53d6\u4e0a\u8ff0\u7684\u4e09\u7ef4\u7a7a\u95f4\u8868\u5f81\uff0c\u4f5c\u4e3a\u4e16\u754c\u6a21\u578b\u7684\u72b6\u6001\u3002\u6b64\u5916\uff0c\u6211\u4e5f\u5173\u6ce8\u4e16\u754c\u6a21\u578b\u5728\u5177\u8eab\u667a\u80fd\u7684\u5e94\u7528\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u60a8\u4e0d\u4e45\u524d\u53d1\u5e03\u4e86\u201c\u751f\u6210\u5f0f\u4e16\u754c\u63a2\u7d22\u8005\u201d\uff0c\u4ece\u5355\u5f20\u56fe\u751f\u6210\u53ef\u4ea4\u4e92 3D \u4e16\u754c\uff0c\u53ef\u4ee5\u804a\u804a\u8fd9\u4e2a idea \u662f\u600e\u4e48\u8bde\u751f\u7684\u5417\uff1f<\/strong><\/p>\n

\u9648\u6770\u80fd\uff1a<\/strong>\u4eba\u7c7b\u5728\u73b0\u5b9e\u751f\u6d3b\u4e2d\u63a2\u7d22\u770b\u4e0d\u5230\u7684\u5730\u65b9\uff0c\u80fd\u901a\u8fc7\u53d1\u6325\u60f3\u8c61\u529b\u5728\u5927\u8111\u91cc\u6784\u5efa\u51fa\u4e00\u4e2a\u4e16\u754c\uff0c\u7136\u540e\u5728\u5176\u4e2d\u8fdb\u884c\u60f3\u8c61\u6027\u7684\u63a2\u7d22\u3002\u8fd9\u79cd\u80fd\u529b\u4f7f\u5f97\u6211\u4eec\u4eba\u7c7b\u65e0\u9700\u7269\u7406\u79fb\u52a8\u5c31\u80fd\u63a2\u7d22\u5230\u8fd9\u4e2a\u4e16\u754c\u672a\u77e5\u7684\u5730\u65b9\uff0c\u8fd8\u80fd\u5e2e\u52a9\u66f4\u597d\u5730\u505a\u51fa\u51b3\u7b56\u2014\u2014\u8ba9AI\u667a\u80fd\u4f53\u5177\u5907\u6b64\u80fd\u529b\uff0c\u5c31\u662f\u6211\u7684\u521d\u8877\u3002<\/p>\n

\u4ece\u5b9e\u8df5\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u5f53\u4e0b\u770b\u5230\u7684\u4e8b\u7269\uff0c\u65e0\u8bba\u662f\u5355\u5f20\u56fe\u8fd8\u662f\u5355\u4e2a\u89c2\u5bdf\uff0c\u9996\u5148\u662f\u8981\u4ece\u5355\u5f20\u56fe\u4e2d\u751f\u6210\u4e00\u4e2a\u53ef\u4ea4\u4e92\u7684 3D \u4e16\u754c\uff0c\u4e0b\u4e00\u6b65\u624d\u80fd\u5728\u8fd9\u4e2a 3D \u4e16\u754c\u4e2d\u63a2\u7d22\u3002<\/p>\n

AI \u79d1\u6280\u8bc4\u8bba\uff1a\u90a3\u5177\u8eab\u667a\u80fd\u7684\u5fc3\u667a\u6a21\u578b\u548c\u4e16\u754c\u6a21\u578b\u53c8\u6709\u4f55\u5173\u8054\u5462\uff1f<\/strong><\/p>\n

\u9648\u6770\u80fd\uff1a<\/strong>\u5fc3\u667a\u6a21\u578b\u6700\u65e9\u5728\u5fc3\u7406\u5b66\u548c\u8ba4\u77e5\u79d1\u5b66\u9886\u57df\u88ab\u63d0\u51fa\uff0c\u5fc3\u667a\u6a21\u578b\u662f\u6307\u5b58\u5728\u4e8e\u6211\u4eec\u8111\u4e2d\u7684\u4e00\u79cd\u8ba4\u77e5\u6846\u67b6\uff0c\u7528\u4e8e\u8868\u793a\u5bf9\u4e16\u754c\u7684\u7406\u89e3\u3002\u5b83\u76f8\u5f53\u4e8e\u4e00\u79cd\u5185\u90e8\u7684\u73b0\u5b9e\u6a21\u62df\uff0c\u5e2e\u52a9\u4eba\u7c7b\u89e3\u8bfb\u4fe1\u606f\u3001\u505a\u51fa\u51b3\u7b56\uff0c\u5e76\u6839\u636e\u4ee5\u5f80\u7684\u7ecf\u9a8c\u548c\u77e5\u8bc6\u9884\u6d4b\u7ed3\u679c\u3002\u5f53\u7136\u4e16\u754c\u6a21\u578b\u4e5f\u662f\u6839\u636e\u8fc7\u5f80\u7684\u7ecf\u9a8c\u548c\u77e5\u8bc6\uff0c\u53bb\u5bf9\u672a\u6765\u7684\u72b6\u6001\u5206\u5e03\u505a\u51fa\u9884\u6d4b\u3002\u56e0\u6b64\u8fd9\u4e24\u4e2a\u6a21\u578b\u7684\u672c\u8d28\u662f\u76f8\u5173\u8054\u7684\u3002<\/p>\n

\u5fc3\u667a\u6a21\u578b\u7684\u8868\u5f81\u6700\u65e9\u4e3b\u8981\u662f\u5173\u4e8e\u8bed\u8a00\u8bed\u4e49\u5b66\u7279\u5f81\uff0c\u5982\u4eca\u751f\u6210\u6280\u672f\u7684\u53d1\u5c55\u4f7f\u89c6\u89c9\u8868\u5f81\u6210\u4e3a\u53ef\u80fd\u3002\u6211\u7684\u5de5\u4f5c\u5b9e\u9645\u4e0a\u662f\u5c06\u5fc3\u667a\u6a21\u578b\u63d0\u5347\u5230\u4e86\u4e00\u4e2a\u8868\u5f81\u4e0a\u7684\u65b0\u9ad8\u5ea6\uff0c\u5373\u6784\u9020\u51fa\u5177\u5907\u7a7a\u95f4\u60f3\u8c61\u529b\u7684\u5fc3\u667a\u6a21\u578b\uff0c\u80fd\u60f3\u8c61\u4e09\u7ef4\u4e16\u754c\u4e2d\u770b\u4e0d\u5230\u7684\u5730\u65b9\uff0c\u6bd4\u5982\u53ea\u770b\u5230\u8f6e\u5b50\u80fd\u60f3\u8c61\u5230\u4e00\u8f86\u6551\u62a4\u8f66\uff0c\u4ea6\u6216\u8005\u901a\u8fc7\u52a8\u4f5c\u4ea4\u4e92\uff0c\u63a2\u7d22\u5230\u66f4\u8fdc\u7684\u770b\u4e0d\u5230\u7684\u573a\u666f\u3002<\/p>\n

\u5177\u8eab\u667a\u80fd\u4f53\u57fa\u4e8e\u6b64\u6838\u5fc3\u80fd\u529b\uff0c\u65e0\u8bba\u8d70\u5230\u54ea\u91cc\uff0c\u90fd\u80fd\u901a\u8fc7\u5bf9\u5468\u56f4\u73af\u5883\u7684\u89c2\u5bdf\u6765\u6784\u9020\u51fa\u4e00\u4e2a\u53ef\u63a2\u7d22\u7684\u4e09\u7ef4\u4e16\u754c\uff0c\u5373\u751f\u6210\u5f0f\u7684\u4e09\u7ef4\u4e16\u754c\u3002\u5728\u5bf9\u751f\u6210\u7684\u4e16\u754c\u91cc\uff0c\u667a\u80fd\u4f53\u901a\u8fc7\u63a2\u7d22\u53d1\u73b0\u672a\u66fe\u89c1\u8fc7\u7684\u89c2\u6d4b\uff0c\u5e76\u5c06\u8fd9\u4e9b\u60f3\u8c61\u51fa\u6765\u7684\u89c2\u6d4b\u52a0\u5165\u5230\u51b3\u7b56\u8fc7\u7a0b\u4e2d\u2014\u2014\u56e0\u6b64\u79f0\u4e4b\u4e3a\u201c\u751f\u6210\u5f0f\u4e16\u754c\u63a2\u7d22\u8005\u201d\u3002<\/p>\n

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AI \u79d1\u6280\u8bc4\u8bba\uff1a\u5fc3\u667a\u6a21\u578b\u5c5e\u4e8e\u5bf9\u5e38\u8bc6\u7684\u7406\u89e3\u5417\uff0c\u6bd4\u5982\u77e5\u9053\u6a2a\u7740\u62ff\u7eb8\u676f\u6c34\u4f1a\u6d12\u51fa\u6765\uff1f<\/strong><\/p>\n

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