{"id":31536,"date":"2025-08-05T17:32:16","date_gmt":"2025-08-05T09:32:16","guid":{"rendered":"http:\/\/192.168.10.115\/?p=31536"},"modified":"2025-08-05T17:32:16","modified_gmt":"2025-08-05T09:32:16","slug":"2025-08-05-%e4%b8%80%e6%ae%b5%e5%bc%8f%e7%ab%af%e5%88%b0%e7%ab%af%e5%9c%a8%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6%e4%b8%ad%e5%88%b0%e5%ba%95%e6%9c%89%e4%bd%95%e4%bc%98%e5%8a%bf%ef%bc%9f","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/08\/05\/31536\/","title":{"rendered":"2025-08-05 \u4e00\u6bb5\u5f0f\u7aef\u5230\u7aef\u5728\u81ea\u52a8\u9a7e\u9a76\u4e2d\u5230\u5e95\u6709\u4f55\u4f18\u52bf\uff1f"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/www.163.com\/dy\/article\/K66GGRNP0547KOTE.html\">https:\/\/www.163.com\/dy\/article\/K66GGRNP0547KOTE.html<\/a><\/p>\n\n\n\n<p id=\"3R5P3UTA\">\u5728\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u7684\u53d1\u5c55\u5386\u7a0b\u4e2d\uff0c\u6a21\u5757\u5316\u67b6\u6784\u66fe\u957f\u671f\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\uff0c\u4ece\u591a\u4f20\u611f\u5668\u6570\u636e\u91c7\u96c6\uff0c\u5230\u7279\u5f81\u63d0\u53d6\u4e0e\u76ee\u6807\u68c0\u6d4b\uff0c\u518d\u5230\u8def\u5f84\u89c4\u5212\u4e0e\u8f68\u8ff9\u4f18\u5316\uff0c\u6700\u540e\u843d\u5230\u8f66\u8f86\u63a7\u5236\u6267\u884c\uff0c\u6bcf\u4e00\u4e2a\u73af\u8282\u90fd\u5bf9\u5e94\u4e00\u4e2a\u72ec\u7acb\u7684\u5b50\u7cfb\u7edf\u3002\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u7684\u5d1b\u8d77\uff0c\u201c\u4e00\u6bb5\u5f0f\u7aef\u5230\u7aef\u201d\uff08single-stage end-to-end\uff09\u7684\u65b9\u6cd5\u5e94\u8fd0\u800c\u751f\uff0c\u5b83\u7528\u4e00\u4e2a\u7edf\u4e00\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5c06\u539f\u59cb\u4f20\u611f\u5668\u8f93\u5165\u76f4\u63a5\u6620\u5c04\u5230\u8f66\u8f86\u7684\u63a7\u5236\u6307\u4ee4\u3002\u8fd9\u79cd\u8bbe\u8ba1\u7406\u5ff5\u4e0e\u4f20\u7edf\u6d41\u6c34\u7ebf\u5f0f\u67b6\u6784\u76f8\u6bd4\uff0c\u4e0d\u4ec5\u5728\u7cfb\u7edf\u7b80\u5316\u548c\u6027\u80fd\u4f18\u5316\u65b9\u9762\u5c55\u73b0\u51fa\u663e\u8457\u4f18\u52bf\uff0c\u66f4\u662f\u9010\u6b65\u6539\u53d8\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u7684\u7814\u53d1\u8303\u5f0f\u3002\u90a3\u4e00\u6bb5\u5f0f\u7aef\u5230\u7aef\u5bf9\u4e8e\u81ea\u52a8\u9a7e\u9a76\u6765\u8bf4\u5230\u5e95\u6709\u4f55\u4f18\u52bf\uff1f<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2025%2F0805%2F362f26d1j00t0hxpc0015d000hs009lm.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dingyue.ws.126.net\/2025\/0805\/e7576cd7g00t0hxpc0004d000hs001gm.gif\" alt=\"\"\/><\/figure>\n\n\n\n<p id=\"3R5P3UTE\"><strong>\u4e00\u6bb5\u5f0f\u7aef\u5230\u7aef\u7684\u7ec4\u6210\u53ca\u5b9e\u73b0<\/strong><\/p>\n\n\n\n<p id=\"3R5P3UTF\">\u4e00\u6bb5\u5f0f\u7aef\u5230\u7aef\u6a21\u578b\u901a\u5e38\u7531\u611f\u77e5\u7f16\u7801\u5668\u3001\u73af\u5883\u7406\u89e3\u6a21\u5757\u3001\u51b3\u7b56\u9884\u6d4b\u5c42\u4ee5\u53ca\u63a7\u5236\u751f\u6210\u5668\u56db\u5927\u90e8\u5206\u6784\u6210\u3002\u611f\u77e5\u7f16\u7801\u5668\u8d1f\u8d23\u63d0\u53d6\u539f\u59cb\u4f20\u611f\u5668\u6570\u636e\uff08\u4f8b\u5982\u6444\u50cf\u5934\u56fe\u50cf\u3001\u70b9\u4e91\u6216\u6beb\u7c73\u6ce2\u96f7\u8fbe\u56de\u6ce2\uff09\u7684\u591a\u5c3a\u5ea6\u7279\u5f81\uff0c\u5b83\u53ef\u4ee5\u91c7\u7528\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u6216\u8005\u66f4\u5177\u8868\u8fbe\u529b\u7684\u89c6\u89c9Transformer\uff08ViT\uff09\u7ed3\u6784\u3002\u73af\u5883\u7406\u89e3\u6a21\u5757\u5219\u901a\u8fc7\u65f6\u5e8f\u5efa\u6a21\uff08\u5982\u65f6\u5e8f\u5377\u79ef\u3001\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u6216\u65f6\u5e8f\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff09\u6574\u5408\u8fde\u7eed\u5e27\u4fe1\u606f\uff0c\u8bc6\u522b\u8f66\u8f86\u5468\u56f4\u7684\u52a8\u6001\u7269\u4f53\u3001\u9053\u8def\u7ed3\u6784\u4ee5\u53ca\u4ea4\u901a\u4fe1\u53f7\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u51b3\u7b56\u9884\u6d4b\u5c42\u4f1a\u751f\u6210\u9488\u5bf9\u5982\u8f66\u8f86\u52a0\u901f\u51cf\u901f\u8d8b\u52bf\u3001\u6362\u9053\u610f\u56fe\u6216\u8f6c\u5411\u65b9\u5411\u7b49\u4e0d\u540c\u9a7e\u9a76\u60c5\u666f\u7684\u610f\u56fe\u9884\u6d4b\u3002\u63a7\u5236\u751f\u6210\u5668\u5219\u5c06\u8fd9\u4e9b\u9ad8\u5c42\u610f\u56fe\u6620\u5c04\u4e3a\u8fde\u7eed\u7684\u8f6c\u5411\u548c\u6cb9\u95e8\u2014\u5239\u8f66\u63a7\u5236\u4fe1\u53f7\u3002\u6574\u4e2a\u7f51\u7edc\u4ece\u5934\u5230\u5c3e\u8054\u52a8\u8bad\u7ec3\uff0c\u635f\u5931\u51fd\u6570\u901a\u5e38\u5305\u542b\u201c\u6a21\u4eff\u5b66\u4e60\u201d\u4e2d\u7684\u8f68\u8ff9\u8bef\u5dee\uff08\u4e0e\u4eba\u7c7b\u9a7e\u9a76\u5458\u8f68\u8ff9\u7684\u5747\u65b9\u8bef\u5dee\uff09\u3001\u8212\u9002\u5ea6\u6b63\u5219\u5316\uff08\u9f13\u52b1\u5e73\u6ed1\u7684\u52a0\u901f\u548c\u8f6c\u5411\uff09\u4ee5\u53ca\u5b89\u5168\u7ea6\u675f\uff08\u4f8b\u5982\u4e0e\u524d\u8f66\u8ddd\u79bb\u6216\u9053\u8def\u8fb9\u754c\u7684\u6700\u5c0f\u5b89\u5168\u8ddd\u79bb\uff09\u7b49\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6a21\u5757\u5316\u67b6\u6784\u4e2d\uff0c\u611f\u77e5\u3001\u5b9a\u4f4d\u3001\u89c4\u5212\u3001\u63a7\u5236\u5404\u81ea\u4f18\u5316\u5404\u81ea\u7684\u76ee\u6807\uff0c\u800c\u7aef\u5230\u7aef\u7f51\u7edc\u5219\u5c06\u6240\u6709\u76ee\u6807\u7edf\u4e00\u5230\u4e00\u4e2a\u7efc\u5408\u635f\u5931\u51fd\u6570\u4e2d\uff0c\u5b9e\u73b0\u6574\u4f53\u6700\u4f18\u3002<\/p>\n\n\n\n<p id=\"3R5P3UTG\">\u8bad\u7ec3\u7b56\u7565\u5bf9\u4e8e\u4e00\u6bb5\u5f0f\u7aef\u5230\u7aef\u7cfb\u7edf\u81f3\u5173\u91cd\u8981\u3002\u6700\u5e38\u89c1\u7684\u65b9\u6cd5\u662f\u8054\u5408\u6a21\u4eff\u5b66\u4e60\u4e0e\u5f3a\u5316\u5b66\u4e60\u7684\u6df7\u5408\u8bad\u7ec3\u3002\u5728\u7eaf\u6a21\u4eff\u5b66\u4e60\u9636\u6bb5\uff0c\u7f51\u7edc\u901a\u8fc7\u6d77\u91cf\u4eba\u7c7b\u9a7e\u9a76\u6570\u636e\u8fdb\u884c\u76d1\u7763\u8bad\u7ec3\uff0c\u8ba9\u6a21\u578b\u5b66\u4e60\u201c\u4eba\u7c7b\u9a7e\u9a76\u5458\u5728\u5404\u79cd\u573a\u666f\u4e0b\u5982\u4f55\u64cd\u4f5c\u65b9\u5411\u76d8\u548c\u6cb9\u95e8\u5239\u8f66\u201d\u3002\u7531\u4e8e\u7eaf\u6a21\u4eff\u5b66\u4e60\u65e0\u6cd5\u8986\u76d6\u6240\u6709\u6f5c\u5728\u7684\u957f\u5c3e\u573a\u666f\uff0c\u56e0\u6b64\u52a0\u5165\u5f3a\u5316\u5b66\u4e60\u73af\u8282\u2014\u2014\u5728\u9ad8\u4fdd\u771f\u6a21\u62df\u5668\u4e2d\uff0c\u7f51\u7edc\u4e0d\u65ad\u4e0e\u865a\u62df\u4e16\u754c\u4ea4\u4e92\uff0c\u6839\u636e\u5b89\u5168\u6027\u3001\u6548\u7387\u3001\u8212\u9002\u5ea6\u7b49\u8bbe\u8ba1\u597d\u7684\u5956\u52b1\u51fd\u6570\u8fdb\u884c\u7b56\u7565\u8fed\u4ee3\u3002\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u8ba9\u6a21\u578b\u63a2\u7d22\u8fb9\u7f18\u573a\u666f\u4e0b\u7684\u6700\u4f18\u63a7\u5236\u7b56\u7565\uff0c\u5e76\u501f\u6b64\u589e\u5f3a\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u63d0\u5347\u6a21\u578b\u5728\u65b0\u73af\u5883\u4e0b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5e38\u4f1a\u91c7\u7528\u9886\u57df\u81ea\u9002\u5e94\u6280\u672f\uff08domain adaptation\uff09\uff0c\u5982\u57fa\u4e8e\u5bf9\u6297\u7f51\u7edc\u7684\u7279\u5f81\u5bf9\u9f50\u6216\u8005\u81ea\u76d1\u7763\u91cd\u5efa\u4efb\u52a1\uff0c\u4f7f\u6a21\u62df\u5668\u548c\u771f\u5b9e\u4e16\u754c\u7684\u6570\u636e\u5206\u5e03\u5dee\u8ddd\u6700\u5c0f\u5316\u3002\u901a\u8fc7\u8fd9\u6837\u8054\u5408\u8bad\u7ec3\u7684\u65b9\u5f0f\uff0c\u7aef\u5230\u7aef\u7cfb\u7edf\u80fd\u591f\u6700\u5927\u9650\u5ea6\u5730\u5229\u7528\u5404\u79cd\u6765\u6e90\u7684\u6570\u636e\uff0c\u5e76\u5728\u590d\u6742\u591a\u53d8\u7684\u9053\u8def\u73af\u5883\u4e2d\u4fdd\u6301\u7a33\u5b9a\u7684\u51b3\u7b56\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2025%2F0805%2F356b2832j00t0hxpc000pd000hs009sm.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dingyue.ws.126.net\/2025\/0805\/a575894cg00t0hxpc0004d000hs001gm.gif\" alt=\"\"\/><\/figure>\n\n\n\n<p id=\"3R5P3UTK\"><strong>\u4e00\u6bb5\u5f0f\u7aef\u5230\u7aef\u7684\u4f18\u52bf<\/strong><\/p>\n\n\n\n<p id=\"3R5P3UTL\">\u591a\u6a21\u6001\u4f20\u611f\u5668\u878d\u5408\u662f\u7aef\u5230\u7aef\u67b6\u6784\u7684\u4e00\u5927\u4eae\u70b9\u3002\u5728\u4f20\u7edf\u65b9\u6848\u4e2d\uff0c\u4e0d\u540c\u4f20\u611f\u5668\u6570\u636e\u5f80\u5f80\u5206\u522b\u7531\u611f\u77e5\u6a21\u5757\u5904\u7406\uff0c\u7136\u540e\u518d\u901a\u8fc7\u590d\u6742\u7684\u7b56\u7565\u878d\u5408\u5404\u81ea\u8f93\u51fa\uff1b\u800c\u5728\u4e00\u6bb5\u5f0f\u7aef\u5230\u7aef\u6a21\u578b\u4e2d\uff0c\u6240\u6709\u4f20\u611f\u5668\u539f\u59cb\u6570\u636e\u53ef\u4ee5\u88ab\u540c\u6b65\u8f93\u5165\u5230\u540c\u4e00\u4e2a\u6df1\u5ea6\u7f51\u7edc\u4e2d\uff0c\u901a\u8fc7\u7f51\u7edc\u5185\u90e8\u81ea\u52a8\u5b66\u4e60\u5404\u6a21\u6001\u7684\u76f8\u5bf9\u91cd\u8981\u6027\u548c\u878d\u5408\u7b56\u7565\u3002\u5982\u5728\u611f\u77e5\u7f16\u7801\u5668\u7684\u6700\u521d\u51e0\u5c42\uff0c\u53ef\u4ee5\u5e76\u884c\u63d0\u53d6\u6444\u50cf\u5934\u56fe\u50cf\u7684\u7a7a\u95f4\u7eb9\u7406\u7279\u5f81\u548c\u70b9\u4e91\u7684\u51e0\u4f55\u4fe1\u606f\uff0c\u7136\u540e\u5728\u66f4\u6df1\u5c42\u9010\u6b65\u878d\u5408\u3002\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff08Transformer Attention\uff09\u5728\u6b64\u53d1\u6325\u5173\u952e\u4f5c\u7528\uff0c\u5b83\u80fd\u591f\u6839\u636e\u4e0a\u4e0b\u6587\u52a8\u6001\u5730\u8c03\u6574\u5404\u4f20\u611f\u5668\u7279\u5f81\u7684\u6743\u91cd\u5206\u914d\uff0c\u5bf9\u5149\u7167\u4e0d\u826f\u6216\u6076\u52a3\u5929\u6c14\u73af\u5883\u4e0b\u955c\u5934\u53d7\u9650\u7684\u60c5\u51b5\u8fdb\u884c\u8865\u507f\uff0c\u4f7f\u96f7\u8fbe\u6216\u6fc0\u5149\u96f7\u8fbe\u63d0\u4f9b\u7684\u8fdc\u8ddd\u63a2\u6d4b\u8865\u5145\u89c6\u89c9\u76f2\u533a\u3002<\/p>\n\n\n\n<p id=\"3R5P3UTM\">\u5b9e\u65f6\u63a8\u7406\u4e0e\u8f66\u89c4\u7ea7\u786c\u4ef6\u4f18\u5316\u4e5f\u662f\u7aef\u5230\u7aef\u6280\u672f\u7684\u4e00\u5927\u4f18\u52bf\u6240\u5728\u3002\u7531\u4e8e\u6574\u4e2a\u51b3\u7b56\u6d41\u7a0b\u53ea\u9700\u4e00\u6b21\u7f51\u7edc\u524d\u5411\u4f20\u64ad\uff0c\u5373\u53ef\u751f\u6210\u8fde\u7eed\u7684\u8f66\u8f86\u63a7\u5236\u6307\u4ee4\uff0c\u4e0e\u4f20\u7edf\u67b6\u6784\u4e2d\u591a\u6b21\u8de8\u6a21\u5757\u6570\u636e\u4f20\u9012\u548c\u63a5\u53e3\u8f6c\u5316\u76f8\u6bd4\uff0c\u63a8\u7406\u5ef6\u8fdf\u5927\u5927\u964d\u4f4e\u3002\u518d\u7ed3\u5408\u6a21\u578b\u538b\u7f29\u4e0e\u52a0\u901f\u6280\u672f\uff0c\u4f8b\u5982\u526a\u679d\uff08pruning\uff09\u3001\u91cf\u5316\uff08quantization\uff09\u4ee5\u53ca\u5f20\u91cf\u878d\u5408\uff08operator fusion\uff09\u7b49\uff0c\u53ef\u4ee5\u5c06\u7f51\u7edc\u89c4\u6a21\u7f29\u51cf\u81f3\u9002\u5408\u8f66\u8f7dAI\u82af\u7247\uff08\u5982NVIDIA DRIVE Orin\u3001Tesla FSD Computer\u3001Mobileye EyeQ\uff09\u8fd0\u7b97\u8d44\u6e90\u7684\u7a0b\u5ea6\u3002\u7aef\u5230\u7aef\u7f51\u7edc\u901a\u5e38\u91c7\u7528\u5982\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\uff08Depthwise Separable Convolution\uff09\u6216\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236\u7b49\u8f7b\u91cf\u5316\u8bbe\u8ba1\uff0c\u4ee5\u8fdb\u4e00\u6b65\u964d\u4f4e\u8ba1\u7b97\u548c\u5185\u5b58\u6d88\u8017\u3002\u5728\u5e94\u7528\u4e2d\uff0c\u7ecf\u8fc7\u79bb\u7ebf\u8bad\u7ec3\u548c\u90e8\u7f72\u4f18\u5316\u7684\u7aef\u5230\u7aef\u6a21\u578b\u80fd\u5728\u8f66\u89c4\u7ea7NPU\u4e0a\u5b9e\u73b0\u5355\u5e27\u63a8\u7406\u65f6\u95f4\u4f4e\u4e8e20\u6beb\u79d2\uff0c\u6ee1\u8db350Hz\u4ee5\u4e0a\u7684\u63a7\u5236\u56de\u8def\u9891\u7387\u9700\u6c42\uff0c\u786e\u4fdd\u8f66\u8f86\u5728\u9ad8\u901f\u884c\u9a76\u6216\u7d27\u6025\u8f6c\u5411\u65f6\u7684\u53ca\u65f6\u54cd\u5e94\u3002<\/p>\n\n\n\n<p id=\"3R5P3UTN\">\u4ece\u7cfb\u7edf\u5b89\u5168\u6027\u4e0e\u53ef\u89e3\u91ca\u6027\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u7aef\u5230\u7aef\u6a21\u578b\u9762\u4e34\u66f4\u591a\u6311\u6218\uff0c\u4f46\u4e5f\u6709\u72ec\u7279\u7684\u5e94\u5bf9\u7b56\u7565\u3002\u7531\u4e8e\u9ed1\u76d2\u7279\u6027\uff0c\u4e00\u65e6\u51fa\u73b0\u5f02\u5e38\u884c\u4e3a\uff0c\u5b9a\u4f4d\u95ee\u9898\u7684\u96be\u5ea6\u4f1a\u589e\u5927\u3002\u4e3a\u6b64\uff0c\u6709\u6280\u672f\u63d0\u51fa\u4e86\u591a\u79cd\u53ef\u89e3\u91ca\u6027\u6280\u672f\uff0c\u4f8b\u5982\u901a\u8fc7\u68af\u5ea6\u52a0\u6743\u7c7b\u6fc0\u6d3b\u6620\u5c04\uff08Grad-CAM\uff09\u6216\u8f93\u5165\u654f\u611f\u6027\u5206\u6790\uff0c\u6765\u53ef\u89c6\u5316\u7f51\u7edc\u5728\u505a\u51fa\u67d0\u4e2a\u51b3\u7b56\u65f6\u5173\u6ce8\u7684\u56fe\u50cf\u533a\u57df\uff1b\u518d\u7ed3\u5408\u6a21\u578b\u4e0d\u786e\u5b9a\u6027\u4f30\u8ba1\uff08\u5982\u8499\u7279\u5361\u6d1bDropout\u6216\u6df1\u5ea6\u9ad8\u65af\u8fc7\u7a0b\uff09\uff0c\u91cf\u5316\u8f93\u51fa\u63a7\u5236\u6307\u4ee4\u7684\u7f6e\u4fe1\u5ea6\uff1b\u6b64\u5916\uff0c\u8fd8\u53ef\u4ee5\u5728\u51b3\u7b56\u8fc7\u7a0b\u4e2d\u5f15\u5165\u5b89\u5168\u4fdd\u969c\u5c42\uff08safety envelope\uff09\uff1a\u5728\u7f51\u7edc\u8f93\u51fa\u4e0e\u8f66\u8f86\u5b9e\u9645\u7cfb\u7edf\u4e4b\u95f4\uff0c\u52a0\u8bbe\u4e00\u4e2a\u72ec\u7acb\u8fd0\u884c\u7684\u89c4\u5219\u68c0\u67e5\u6a21\u5757\uff0c\u5f53\u7f51\u7edc\u8f93\u51fa\u7684\u63a7\u5236\u8d85\u51fa\u5b89\u5168\u8fb9\u754c\u65f6\uff0c\u5373\u523b\u8fdb\u884c\u9650\u754c\u6216\u6025\u505c\u5904\u7f6e\u3002\u901a\u8fc7\u8fd9\u4e9b\u6280\u672f\u7efc\u5408\u8fd0\u7528\uff0c\u7aef\u5230\u7aef\u7cfb\u7edf\u65e2\u80fd\u53d1\u6325\u5927\u6a21\u578b\u7684\u4f18\u52bf\uff0c\u53c8\u80fd\u6700\u5927\u7a0b\u5ea6\u5730\u4fdd\u8bc1\u884c\u8f66\u5b89\u5168\u3002<\/p>\n\n\n\n<p id=\"3R5P3UTO\">\u7aef\u5230\u7aef\u7cfb\u7edf\u7684\u4eff\u771f\u9a8c\u8bc1\u4e0e\u6d4b\u8bd5\u6d41\u7a0b\u4e5f\u4e0e\u4f20\u7edf\u67b6\u6784\u4e0d\u540c\u3002\u4f20\u7edf\u67b6\u6784\u4e0b\uff0c\u6d4b\u8bd5\u56e2\u961f\u9700\u8981\u9488\u5bf9\u6bcf\u4e2a\u6a21\u5757\u8bbe\u8ba1\u72ec\u7acb\u7684\u5355\u5143\u6d4b\u8bd5\u3001\u96c6\u6210\u6d4b\u8bd5\u548c\u7cfb\u7edf\u6d4b\u8bd5\uff1b\u800c\u7aef\u5230\u7aef\u6a21\u578b\u5219\u9700\u8981\u56f4\u7ed5\u201c\u8f93\u5165\u2014\u8f93\u51fa\u95ed\u73af\u201d\u6574\u4f53\u8fdb\u884c\u9a8c\u8bc1\u3002\u5982\u5728\u9ad8\u4fdd\u771f\u6a21\u62df\u5e73\u53f0\u4e2d\uff0c\u53ef\u4ee5\u5e76\u884c\u5316\u8fd0\u884c\u4e0a\u5343\u6761\u865a\u62df\u9053\u8def\u573a\u666f\uff0c\u901a\u8fc7\u5206\u5e03\u5f0f\u8bad\u7ec3\u96c6\u7fa4\u8fdb\u884c\u5927\u89c4\u6a21\u81ea\u52a8\u5316\u6d4b\u8bd5\uff0c\u8ba9\u6a21\u578b\u5728\u5404\u79cd\u6c14\u8c61\u3001\u5149\u7167\u3001\u4ea4\u901a\u5bc6\u5ea6\u4e0b\u8fdb\u884c\u91cd\u590d\u6f14\u7ec3\uff0c\u5e76\u6536\u96c6\u5173\u952e\u6027\u80fd\u6307\u6807\uff08KPIs\uff09\u5982\u78b0\u649e\u7387\u3001\u7ea2\u706f\u95ef\u8d8a\u7387\u3001\u8f68\u8ff9\u504f\u5dee\u7b49\u3002\u5728\u771f\u5b9e\u9053\u8def\u6d4b\u8bd5\u4e2d\uff0c\u7aef\u5230\u7aef\u6a21\u578b\u8fd8\u652f\u6301\u5728\u7ebf\u5b66\u4e60\u4e0e\u5b89\u5168\u7b56\u7565\u5fae\u8c03\uff0c\u5f53\u5b9e\u8f66\u6d4b\u8bd5\u4e2d\u53d1\u73b0\u504f\u79bb\u4eba\u7c7b\u9a7e\u9a76\u5458\u884c\u4e3a\u7684\u5f02\u5e38\u6a21\u5f0f\uff0c\u53ef\u4ee5\u5c06\u8fd9\u4e00\u5c0f\u90e8\u5206\u573a\u666f\u6570\u636e\u56de\u4f20\u5230\u8bad\u7ec3\u5e73\u53f0\uff0c\u8fdb\u884c\u9488\u5bf9\u6027\u518d\u8bad\u7ec3\u6216\u5728\u7ebf\u5fae\u8c03\uff0c\u8fc5\u901f\u4fee\u590d\u95ee\u9898\u3002\u8fd9\u79cd\u95ed\u73af\u7684\u4eff\u771f\u2014\u9053\u8def\u2014\u4eff\u771f\u5faa\u73af\uff0c\u5927\u5927\u7f29\u77ed\u4e86\u4ece\u7b97\u6cd5\u8fed\u4ee3\u5230\u91cf\u4ea7\u843d\u5730\u7684\u5468\u671f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2025%2F0805%2F994a11dfj00t0hxpc000rd000hs00aum.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p id=\"3R5P3UTQ\">\u4ece\u7814\u53d1\u534f\u540c\u4e0e\u8fed\u4ee3\u6548\u7387\u6765\u770b\uff0c\u7aef\u5230\u7aef\u6a21\u5f0f\u4e5f\u5927\u5e45\u7b80\u5316\u4e86\u56e2\u961f\u534f\u4f5c\u3002\u5728\u4f20\u7edf\u6d41\u6c34\u7ebf\u5f0f\u9879\u76ee\u4e2d\uff0c\u611f\u77e5\u3001\u5b9a\u4f4d\u3001\u89c4\u5212\u3001\u63a7\u5236\u7b49\u56e2\u961f\u9700\u8981\u5bf9\u63a5\u7e41\u590d\u7684\u63a5\u53e3\u6587\u6863\uff0c\u8017\u8d39\u5927\u91cf\u65f6\u95f4\u8fdb\u884c\u7248\u672c\u517c\u5bb9\u548c\u8054\u8c03\uff1b\u800c\u5728\u7aef\u5230\u7aef\u9879\u76ee\u4e2d\uff0c\u7814\u53d1\u56e2\u961f\u53ea\u9700\u4e13\u6ce8\u4e8e\u4e00\u4e2a\u7edf\u4e00\u7684\u6a21\u578b\u63a5\u53e3\uff0c\u5373\u8f93\u5165\u539f\u59cb\u4f20\u611f\u5668\u6570\u636e\uff0c\u8f93\u51fa\u8f66\u8f86\u5e95\u5c42\u63a7\u5236\u4fe1\u53f7\uff0c\u6240\u6709\u4e2d\u95f4\u529f\u80fd\u90fd\u9690\u542b\u5728\u7f51\u7edc\u5185\u90e8\u3002\u7248\u672c\u7ba1\u7406\u4e5f\u56e0\u6b64\u66f4\u4e3a\u96c6\u4e2d\uff0c\u53ea\u8981\u6a21\u578b\u7ed3\u6784\u6216\u8bad\u7ec3\u6d41\u7a0b\u53d1\u751f\u53d8\u5316\uff0c\u5c31\u66f4\u65b0\u4e00\u4efd\u6a21\u578b\u548c\u76f8\u5173\u8bad\u7ec3\u811a\u672c\u5373\u53ef\u3002\u968f\u7740\u6a21\u578b\u5e93\u5316\u548cAutoML\u6280\u672f\u7684\u5f15\u5165\uff0c\u56e2\u961f\u8fd8\u53ef\u4ee5\u901a\u8fc7\u8d85\u53c2\u6570\u641c\u7d22\u6216\u7f51\u7edc\u67b6\u6784\u641c\u7d22\uff08NAS\uff09\u7b49\u624b\u6bb5\uff0c\u81ea\u52a8\u5316\u5730\u63a2\u7d22\u6700\u4f18\u6a21\u578b\u914d\u7f6e\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u7aef\u5230\u7aef\u9879\u76ee\u7684\u7814\u53d1\u6548\u7387\u3002<\/p>\n\n\n\n<p id=\"3R5P3UTR\">\u5728\u6570\u636e\u7ba1\u7406\u4e0e\u6807\u6ce8\u6210\u672c\u65b9\u9762\uff0c\u7aef\u5230\u7aef\u65b9\u6cd5\u540c\u6837\u5177\u6709\u4f18\u52bf\u3002\u4f20\u7edf\u65b9\u6848\u5f80\u5f80\u9700\u8981\u4e3a\u611f\u77e5\u6a21\u5757\u51c6\u5907\u5927\u89c4\u6a21\u56fe\u50cf\u5206\u5272\u3001\u7269\u4f53\u68c0\u6d4b\u6807\u6ce8\uff0c\u4e3a\u5b9a\u4f4d\u6a21\u5757\u51c6\u5907\u9ad8\u6e05\u5730\u56fe\u548c\u6807\u5b9a\u6570\u636e\uff0c\u4e3a\u89c4\u5212\u6a21\u5757\u51c6\u5907\u9053\u8def\u62d3\u6251\u4e0e\u4ea4\u901a\u89c4\u5219\uff0c\u8fd9\u4e9b\u591a\u6837\u5316\u6807\u6ce8\u4f53\u7cfb\u4e0d\u4ec5\u6210\u672c\u9ad8\u6602\uff0c\u8fd8\u5bb9\u6613\u5bfc\u81f4\u4e0d\u540c\u6570\u636e\u96c6\u98ce\u683c\u4e0d\u4e00\u81f4\u3002\u7aef\u5230\u7aef\u7cfb\u7edf\u53ea\u9700\u91c7\u96c6\u201c\u7aef\u5230\u7aef\u884c\u4e3a\u201d\u6807\u6ce8\uff0c\u5373\u8f66\u8f86\u5728\u7ed9\u5b9a\u4f20\u611f\u5668\u8f93\u5165\u5e8f\u5217\u4e0b\u5e94\u6267\u884c\u7684\u53c2\u8003\u63a7\u5236\u6307\u4ee4\u3002\u867d\u7136\u8fd9\u79cd\u6807\u6ce8\u540c\u6837\u8981\u6c42\u9ad8\u8d28\u91cf\uff0c\u4f46\u5b83\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u8f66\u8f86\u5df2\u6709\u7684\u81ea\u52a8\u8bb0\u5f55\u7cfb\u7edf\uff08\u5982\u8f66\u8f7dCAN\u603b\u7ebf\u6570\u636e\uff09\u81ea\u52a8\u91c7\u96c6\uff0c\u5927\u5e45\u964d\u4f4e\u4eba\u5de5\u6807\u6ce8\u6210\u672c\u3002\u540c\u65f6\uff0c\u968f\u7740\u81ea\u76d1\u7763\u548c\u5f31\u76d1\u7763\u5b66\u4e60\u6280\u672f\u7684\u53d1\u5c55\uff0c\u8d8a\u6765\u8d8a\u591a\u7814\u7a76\u5c1d\u8bd5\u5229\u7528\u65e0\u6807\u7b7e\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u6216\u8005\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\uff08contrastive learning\uff09\u589e\u5f3a\u6a21\u578b\u7684\u7279\u5f81\u7406\u89e3\u80fd\u529b\uff0c\u8fdb\u4e00\u6b65\u51cf\u5c11\u5bf9\u5927\u89c4\u6a21\u4eba\u5de5\u6807\u6ce8\u6570\u636e\u7684\u4f9d\u8d56\u3002<\/p>\n\n\n\n<p id=\"3R5P3UTS\">\u672a\u6765\uff0c\u4e00\u6bb5\u5f0f\u7aef\u5230\u7aef\u67b6\u6784\u5c06\u4e0e\u66f4\u591a\u524d\u6cbf\u6280\u672f\u6df1\u5ea6\u878d\u5408\u3002\u5728\u591a\u667a\u80fd\u4f53\u534f\u540c\u9a7e\u9a76\u573a\u666f\u4e0b\uff0c\u7aef\u5230\u7aef\u6a21\u578b\u53ef\u4ee5\u6269\u5c55\u4e3a\u591aagent\u8f93\u5165\u2014\u8f93\u51fa\u67b6\u6784\uff0c\u901a\u8fc7\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u52a8\u6001\u5efa\u6a21\u5468\u8fb9\u8f66\u8f86\u610f\u56fe\uff0c\u751f\u6210\u66f4\u4e3a\u534f\u8c03\u7684\u96c6\u4f53\u9a7e\u9a76\u7b56\u7565\uff1b\u6b64\u5916\uff0c\u968f\u77405G\u4e0e\u8702\u7a9d\u8f66\u8054\u7f51\uff08C-V2X\uff09\u7684\u666e\u53ca\uff0c\u7aef\u5230\u7aef\u6a21\u578b\u5c06\u80fd\u591f\u5c06\u9053\u8def\u57fa\u7840\u8bbe\u65bd\uff08\u5982\u4fe1\u53f7\u706f\u6570\u636e\u3001\u8def\u4fa7\u5355\u5143\u4fe1\u606f\uff09\u4e0e\u8f66\u8f7d\u4f20\u611f\u5668\u6570\u636e\u4e00\u5e76\u8f93\u5165\u7f51\u7edc\uff0c\u5b9e\u73b0\u7aef\u2014\u8fb9\u2014\u4e91\u534f\u540c\u667a\u80fd\uff1b\u8054\u90a6\u5b66\u4e60\uff08federated learning\uff09\u6280\u672f\u7684\u5f15\u5165\uff0c\u4e5f\u5c06\u4f7f\u4e0d\u540c\u5382\u5546\u6216\u8f66\u961f\u7684\u7aef\u5230\u7aef\u6a21\u578b\u5728\u4fdd\u62a4\u6570\u636e\u9690\u79c1\u7684\u524d\u63d0\u4e0b\uff0c\u5171\u4eab\u9053\u8def\u5b66\u4e60\u6210\u679c\uff0c\u52a0\u901f\u6574\u4e2a\u884c\u4e1a\u7684\u667a\u80fd\u9a7e\u9a76\u8fdb\u6b65\u3002<\/p>\n\n\n\n<p id=\"3R5P3UTU\"><strong>\u6700\u540e\u7684\u8bdd<\/strong><\/p>\n\n\n\n<p id=\"3R5P3UTV\">\u4e00\u6bb5\u5f0f\u7aef\u5230\u7aef\u6280\u672f\u901a\u8fc7\u7edf\u4e00\u7684\u7f51\u7edc\u67b6\u6784\u3001\u6574\u4f53\u7ea7\u7684\u635f\u5931\u4f18\u5316\u3001\u591a\u6a21\u6001\u81ea\u9002\u5e94\u878d\u5408\u3001\u4f4e\u5ef6\u8fdf\u5b9e\u65f6\u63a8\u7406\u3001\u5b89\u5168\u53ef\u89e3\u91ca\u4fdd\u969c\u4ee5\u53ca\u9ad8\u6548\u7684\u4eff\u771f\u2014\u6d4b\u8bd5\u95ed\u73af\uff0c\u5b9e\u73b0\u4e86\u4ece\u611f\u77e5\u5230\u63a7\u5236\u7684\u5168\u6d41\u7a0b\u521b\u65b0\u3002\u5b83\u4e0d\u4ec5\u5728\u7cfb\u7edf\u6027\u80fd\u3001\u9c81\u68d2\u6027\u548c\u7ef4\u62a4\u6210\u672c\u4e0a\u4f18\u4e8e\u4f20\u7edf\u6a21\u5757\u5316\u65b9\u6848\uff0c\u800c\u4e14\u4e3a\u81ea\u52a8\u9a7e\u9a76\u7814\u53d1\u6d41\u7a0b\u5e26\u6765\u9769\u547d\u6027\u53d8\u9769\u3002\u968f\u7740\u5927\u89c4\u6a21\u8bad\u7ec3\u7b97\u529b\u7684\u666e\u53ca\u3001\u81ea\u52a8\u5316\u6807\u6ce8\u4e0e\u81ea\u76d1\u7763\u6280\u672f\u7684\u6210\u719f\uff0c\u4ee5\u53ca\u66f4\u5b8c\u5584\u7684\u5b89\u5168\u4e0e\u53ef\u89e3\u91ca\u6027\u6846\u67b6\u7684\u5efa\u7acb\uff0c\u7aef\u5230\u7aef\u6280\u672f\u5fc5\u5c06\u5728\u81ea\u52a8\u9a7e\u9a76\u7684\u5546\u4e1a\u5316\u843d\u5730\u4e2d\u626e\u6f14\u6838\u5fc3\u89d2\u8272\uff0c\u4e3a\u5b9e\u73b0\u771f\u6b63\u5b89\u5168\u3001\u667a\u80fd\u3001\u6301\u7eed\u6f14\u8fdb\u7684\u65e0\u4eba\u9a7e\u9a76\u5960\u5b9a\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/www.163.co [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[27,1],"tags":[],"class_list":["post-31536","post","type-post","status-publish","format-standard","hentry","category-industry-trends","category-home"],"views":0,"_links":{"self":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/31536"}],"collection":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/comments?post=31536"}],"version-history":[{"count":1,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/31536\/revisions"}],"predecessor-version":[{"id":31537,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/31536\/revisions\/31537"}],"wp:attachment":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/media?parent=31536"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/categories?post=31536"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/tags?post=31536"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}