![\"\u534e\u4e3a90\u540e\u201c\u76d8\u53e4\u5c11\u5e05\u201d\u51fa\u8d70\u521b\u4e1a](\"https:\/\/x0.ifengimg.com\/ucms\/2026_23\/11DE55805F38849241E521C22AF5168325F45E40_size384_w964_h478.png\")
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\u201c<\/strong> \u9876\u5c16\u6280\u672f\u4eba\u624d\u987a\u5e94 AI \u65f6\u4ee3\u7684\u4e2a\u4eba\u6289\u62e9\uff0c\u4e5f\u662f\u56fd\u5185 AI \u4ea7\u4e1a\u4ece\u70e7\u94b1\u5185\u5377\u8d70\u5411\u5546\u4e1a\u5316\u843d\u5730\u7684\u7f29\u5f71\u3002\u201d<\/p>\n \u79d1\u6280\u5708\u53c8\u51fa\u5927\u65b0\u95fb\u4e86\u3002<\/p>\n \u5c31\u5728\u6700\u8fd1\uff0c\u539f\u534e\u4e3a<\/a>\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u4e3b\u4efb\u3001\u76d8\u53e4\u5927\u6a21\u578b\u8d1f\u8d23\u4eba\u738b\u4e91\u9e64<\/strong>\u6b63\u5f0f\u5ba3\u5e03\u79bb<\/p>\n \u804c\u521b\u4e1a<\/a>\uff0c\u65b0\u516c\u53f8\u540d\u53eb\u201c\u57fa\u5143\u5f8b\u52a8\u201d<\/strong>\uff0c\u521a\u6210\u7acb\u5c31\u5b8c\u6210\u4e861\u4ebf\u7f8e\u5143\u4f30\u503c<\/strong>\u7684\u878d\u8d44<\/a>\u3002<\/p>\n \u4e00\u7ebf\u98ce\u6295\u3001\u5934\u90e8\u4e92\u8054\u7f51\u5927\u5382\u4e89\u76f8\u5165\u80a1\uff0c\u786c\u751f\u751f\u5728\u706b\u70ed\u7684 AI \u8d5b\u9053\u6495\u5f00\u4e00\u7247\u65b0\u5929\u5730\u3002<\/p>\n \u5f88\u591a\u4eba\u53ef\u80fd\u5bf9\u8fd9\u4e2a\u540d\u5b57\u4e0d\u719f\u6089\uff0c\u4f46\u4f60\u4e00\u5b9a\u542c\u8bf4\u8fc7\u534e\u4e3a\u7684\u201c\u76d8\u53e4\u5927\u6a21\u578b\u201d\u3002\u90a3\u4e2a\u5728\u6c14\u8c61\u9884\u6d4b\u3001\u77ff\u5c71\u5de1\u68c0\u3001\u91d1\u878d\u98ce\u63a7\u7b49\u9886\u57df\u9891\u9891\u5237\u5c4f\u7684\u56fd\u4ea7AI\u6807\u6746\uff0c\u5c31\u662f\u738b\u4e91\u9e64\u5e26\u961f\u505a\u51fa\u6765\u7684\u3002<\/p>\n \u4eca\u5929\u54b1\u4eec\u5c31\u6765\u804a\u804a\uff0c\u8fd9\u4f4d\u88ab\u79f0\u4e3a\u201c\u76d8\u53e4\u5c11\u5e05\u201d\u768490\u540e\u6280\u672f\u5927\u725b\uff0c\u5230\u5e95\u662f\u4ec0\u4e48\u6765\u5934\uff0c\u4ed6\u53c8\u8981\u641e\u4ec0\u4e48\u65b0\u4e8b\u60c5\u3002<\/p>\n \u738b\u4e91\u9e64 \uff08\u56fe\u7247\u6765\u6e90\u4e8e\u7f51\u7edc\uff0c\u4fb5\u6743\u5220\uff09<\/strong><\/p>\n 1<\/strong><\/p>\n \u4ed6\u662f\u8c01\uff1f\u534e\u4e3a\u6700\u5e74\u8f7b\u7684\u5b9e\u9a8c\u5ba4\u4e3b\u4efb\u4e4b\u4e00<\/strong><\/p>\n 1991\u5e74\u51fa\u751f\u7684\u738b\u4e91\u9e64\uff0c\u8d70\u4e86\u4e00\u6761\u6807\u51c6\u7684"\u5b66\u9738\u8def\u7ebf"\u3002<\/p>\n \u672c\u79d1\u5c31\u8bfb\u4e8e\u897f\u5b89\u7535\u5b50\u79d1\u6280\u5927\u5b66\u6570\u5b66\u4e0e\u5e94\u7528\u6570\u5b66\u4e13\u4e1a<\/strong>\uff0c\u535a\u58eb\u8003\u5165\u5317\u4eac\u5927\u5b66\u667a\u80fd\u79d1\u5b66\u7cfb<\/strong>\uff0c\u5e08\u4ece\u8bb8\u8d85\u6559\u6388\u548c\u6fb3\u5927\u5229\u4e9a\u79d1\u5b66\u9662\u9662\u58eb\u9676\u5927\u7a0b\u6559\u6388\u3002<\/p>\n 2017\u5e74\uff0c\u8fd8\u5728\u8bfb\u535a\u7684\u4ed6\uff0c\u4ee5\u534e\u4e3a\u5317\u4eac\u90e8\u95e8\u9996\u4f4d\u5b9e\u4e60\u751f<\/strong>\u7684\u8eab\u4efd\u8fdb\u5165\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u3002<\/p>\n \u4e00\u5e74\u540e\u535a\u58eb\u6bd5\u4e1a\u6b63\u5f0f\u5165\u804c\uff0c\u4ece\u6b64\u5f00\u542f\u4e86\u4e00\u6bb5"\u5149\u901f\u664b\u5347"\u7684\u65c5\u7a0b\uff1a<\/p>\n 2017 \u5e74\uff1a\u8fd8\u5728\u8bfb\u535a\u7684\u4ed6\uff0c\u6210\u4e3a\u534e\u4e3a\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u5317\u4eac\u533a\u7b2c\u4e00\u4f4d\u5b9e\u4e60\u751f\uff0c\u6b63\u5f0f\u8e0f\u5165\u534e\u4e3a\uff1b<\/strong><\/p>\n 2018 \u5e74\uff1a\u535a\u58eb\u6bd5\u4e1a\u8f6c\u6b63\u5165\u804c\uff0c\u4ece\u9ad8\u7ea7\u5de5\u7a0b\u5e08\u8d77\u6b65\uff0c\u7a33\u6b65\u664b\u5347\u4e3b\u4efb\u5de5\u7a0b\u5e08\u3001\u6280\u672f\u4e13\u5bb6\uff1b<\/strong><\/p>\n 2021 \u5e74\u672b\uff1a\u5347\u4efb\u534e\u4e3a\u7b97\u6cd5\u5e94\u7528\u90e8\u90e8\u957f\uff0c\u5168\u6743\u8d1f\u8d23\u9ad8\u6548 AI \u7b97\u6cd5\u7814\u53d1\u843d\u5730\uff1b<\/strong><\/p>\n 2025 \u5e74 3 \u6708\uff1a\u539f\u4e3b\u4efb\u59da\u9a8f\u5185\u90e8\u8c03\u5c97\uff0c\u738b\u4e91\u9e64\u4e34\u5371\u53d7\u547d\u63a5\u4efb\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u4e3b\u4efb\uff0c\u5168\u76d8\u63a5\u7ba1\u76d8\u53e4\u5927\u6a21\u578b\u7814\u53d1\uff0c\u6210\u4e3a\u534e\u4e3a AI \u6838\u5fc3\u4e00\u628a\u624b\uff0c\u4e1a\u5185\u51a0\u4ee5\u76d8\u53e4\u5c11\u5e05\u540d\u53f7\uff1b<\/strong><\/p>\n \u4ece\u5b9e\u4e60\u751f\u5230\u534e\u4e3aAI\u638c\u8235\u4eba<\/strong>\uff0c\u4ed6\u53ea\u7528\u4e86\u4e0d\u52309\u5e74\u65f6\u95f4\uff0c<\/strong>\u5c31\u5b8c\u6210\u4e86\u666e\u901a\u4eba\u96be\u4ee5\u4f01\u53ca\u7684\u9ad8\u5ea6\u3002<\/strong><\/p>\n 2<\/strong><\/p>\n \u534e\u4e3a\u671f\u95f4\u5c01\u795e\u6218\u7ee9\uff01<\/strong><\/p>\n \u591a\u9879\u6280\u672f\u51fa\u5708\uff0c\u6210\u679c\u843d\u5730\u5929\u773c\u3001\u8f66\u4f01\u5168\u4ea7\u4e1a\u94fe<\/p>\n \u738b\u4e91\u9e64\u5728\u534e\u4e3a\u4efb\u804c\u671f\u95f4\uff0c\u624b\u63e1\u591a\u9879\u4e1a\u5185\u516c\u8ba4\u7684\u738b\u724c\u6210\u679c\uff0c\u6bcf\u4e00\u9879\u90fd\u5b9e\u6253\u5b9e\u63a8\u52a8 AI \u843d\u5730\u5546\u7528\uff0c\u4e5f\u662f\u8d44\u672c\u613f\u610f\u91cd\u91d1\u6295\u8d44<\/a>\u4ed6\u521b\u4e1a\u7684\u6838\u5fc3\u5e95\u6c14\uff1a<\/p>\n \u5e95\u5c42\u7b97\u6cd5\u62ff\u534e\u4e3a\u6700\u9ad8\u8363\u8a89<\/strong><\/p>\n \u7275\u5934\u7814\u53d1GhostNet \u8f7b\u91cf\u5316\u795e\u7ecf\u7f51\u7edc\u3001\u52a0\u6cd5\u795e\u7ecf\u7f51\u7edc<\/strong>\uff0c\u51ed\u501f\u300a\u9ad8\u6548\u80fd\u4e58\u6cd5\u5668\u4e0e\u52a0\u6cd5\u795e\u7ecf\u7f51\u7edc\u300b\u65a9\u83b7\u534e\u4e3a\u7b2c\u56db\u5c4a\u5341\u5927\u53d1\u660e\u5927\u5956\u3002<\/strong><\/p>\n \u8fd9\u9879\u6280\u672f\u5927\u5e45\u964d\u4f4e AI \u8fd0\u884c\u7b97\u529b\u529f\u8017\uff0c\u89e3\u51b3\u5927\u6a21\u578b\u843d\u5730\u6210\u672c\u9ad8\u7684\u884c\u4e1a\u75db\u70b9\uff0c\u81f3\u4eca\u4ecd\u662f\u7aef\u4fa7 AI \u4e3b\u6d41\u6280\u672f\u65b9\u6848\u4e4b\u4e00\u3002<\/p>\n \u786c\u6838\u6280\u672f\u52a9\u529b\u4e2d\u56fd\u5929\u773c\u63a2\u5b87\u5b99<\/strong><\/p>\n \u56e2\u961f\u81ea\u7814\u7b97\u6cd5\u843d\u5730\u4e2d\u56fd\u5929\u773c FAST<\/strong>\uff0c\u534f\u52a9\u56fd\u5bb6\u5929\u6587\u53f0\u79d1\u7814\u4eba\u5458\uff0c\u9ad8\u6548\u7b5b\u9009\u6570\u636e\u3001\u6355\u6349\u4fe1\u53f7\uff0c\u6210\u529f\u53d1\u73b0\u6570\u767e\u4e2a\u5168\u65b0\u5feb\u901f\u5c04\u7535\u66b4\u6837\u672c\uff0c\u5b9e\u73b0\u5929\u6587\u89c2\u6d4b\u6280\u672f\u7a81\u7834\uff0c\u8de8\u754c\u51fa\u5708\u6536\u83b7\u79d1\u5b66\u754c\u8ba4\u53ef\u3002<\/p>\n \u6267\u638c\u76d8\u53e4 5.5\uff0c\u91cd\u6784\u5927\u6a21\u578b\u843d\u5730\u903b\u8f91<\/strong><\/p>\n \u63a5\u4efb\u76d8\u53e4\u8d1f\u8d23\u4eba\u4ec5 3 \u4e2a\u6708\uff0c\u5feb\u901f\u63a8\u51fa\u76d8\u53e4 5.5 \u7248\u672c\u5927\u6a21\u578b<\/strong>\uff0c\u91c7\u7528\u6df7\u5408\u4e13\u5bb6 MoE \u67b6\u6784\uff0c\u6a21\u578b\u63a8\u7406\u6548\u7387\u63d0\u5347 8 \u500d\uff0c\u4f18\u5316\u957f\u6587\u672c\u3001\u4f4e\u5e7b\u89c9\u3001\u539f\u751f AI Agent \u80fd\u529b\u3002<\/p>\n \u4e00\u6539\u8fc7\u5f80\u76d8\u53e4\u91cd\u53c2\u6570\u3001\u96be\u843d\u5730\u77ed\u677f\uff0c\u4e3b\u6253\u4f01\u4e1a\u8f7b\u91cf\u5316\u5546\u7528\uff0c\u6df1\u5ea6\u7ed1\u5b9a\u6c7d\u8f66<\/a>\u3001\u5236\u9020\u3001\u91d1\u878d\u3001\u6c14\u8c61\u884c\u4e1a\u3002<\/p>\n \u56fe\u7247\u6765\u6e90\u4e8e\u7f51\u7edc\uff0c\u4fb5\u6743\u5220<\/p>\n \u5176\u4e2d\u6c7d\u8f66\u9886\u57df\u6210\u679c\u6700\u4eae\u773c\uff0c\u76d8\u53e4\u5927\u6a21\u578b\u5168\u9762\u843d\u5730\u4e00\u6c7d\u3001\u5e7f\u6c7d\u3001\u957f\u5b89\u3001\u8d5b\u529b\u65af\u3001\u6bd4\u4e9a\u8fea\u7b49\u4e3b\u6d41\u8f66\u4f01\uff0c\u8d2f\u7a7f\u6574\u8f66\u7814\u53d1\u3001\u751f\u4ea7\u3001\u552e\u540e\u5168\u94fe\u6761\uff0c\u662f\u534e\u4e3a\u667a\u80fd\u6c7d\u8f66\u5e95\u5c42 AI \u6838\u5fc3\u652f\u6491\u3002<\/p>\n \u5b66\u672f\u6210\u679c\u884c\u4e1a\u9876\u5c16<\/strong><\/p>\n \u5168\u7403\u5b66\u672f\u8bba\u6587\u5f15\u7528\u91cf\u8d85 3.3 \u4e07\u6b21\uff0c\u5b66\u672f\u6307\u6570 h-index \u8fbe\u5230 68\uff0c\u62ff\u4e0b CVPR \u56fd\u9645\u9876\u4f1a\u6700\u4f73\u8bba\u6587\u63d0\u540d\uff0c\u662f\u5b66\u672f + \u4ea7\u4e1a\u53cc\u843d\u5730\u7684\u7a00\u7f3a\u6280\u672f\u4eba\u624d\u3002<\/p>\n 3<\/strong><\/p>\n \u653e\u5f03\u534e\u4e3a\u9ad8\u85aa\u9ad8\u4f4d<\/strong><\/p>\n \u6df1\u6316\u4e09\u5927\u771f\u5b9e\u79bb\u804c\u539f\u56e0\uff0c\u5e76\u975e\u4e00\u65f6\u51b2\u52a8<\/strong><\/p>\n \u4eca\u5e743 \u6708 28 \u65e5\uff0c\u738b\u4e91\u9e64\u5728\u670b\u53cb\u5708\u5b98\u5ba3\u8f9e\u804c\uff0c\u544a\u522b\u534e\u4e3a\u3002<\/p>\n \u56fe\u7247\u6765\u6e90\u4e8e\u7f51\u7edc\uff0c\u4fb5\u6743\u5220<\/p>\n \u624b\u63e1\u534e\u4e3a\u6838\u5fc3\u5927\u6a21\u578b\u7ba1\u7406\u6743\u3001\u884c\u4e1a\u8d44\u6e90<\/a>\u62c9\u6ee1\uff0c\u738b\u4e91\u9e64\u9009\u62e9\u88f8\u8f9e\u521b\u4e1a\u5e76\u975e\u5fc3\u8840\u6765\u6f6e\uff0c\u7ed3\u5408\u884c\u4e1a\u4fe1\u606f\u3001\u5708\u5185\u7206\u6599\uff0c\u6838\u5fc3\u539f\u56e0\u5206\u4e3a\u4e09\u70b9\uff1a<\/p>\n \u4e2a\u4eba\u6280\u672f\u7406\u60f3\u4e0e\u5927\u5382\u6218\u7565\u8def\u7ebf\u51fa\u73b0\u5206\u6b67<\/strong><\/p>\n \u738b\u4e91\u9e64\u6df1\u8015\u5e95\u5c42\u57fa\u7840\u6a21\u578b\u3001AI 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