{"id":17864,"date":"2024-01-22T21:20:59","date_gmt":"2024-01-22T13:20:59","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=17864"},"modified":"2024-01-22T21:20:59","modified_gmt":"2024-01-22T13:20:59","slug":"%e7%bd%91%e7%bb%9c%e5%ae%89%e5%85%a8%e4%ba%ba%e5%a3%ab%e5%bf%85%e7%9f%a5%e7%9a%84ai%e4%b8%93%e4%b8%9a%e6%9c%af%e8%af%ad","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/01\/22\/17864\/","title":{"rendered":"\u7f51\u7edc\u5b89\u5168\u4eba\u58eb\u5fc5\u77e5\u7684AI\u4e13\u4e1a\u672f\u8bed"},"content":{"rendered":"
\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7684\u8fc5\u731b\u53d1\u5c55\uff0c\u6211\u4eec\u6b63\u7f6e\u8eab\u4e8e\u7b2c\u56db\u6b21\u5de5\u4e1a\u9769\u547d\u7684\u6d6a\u6f6e\u4e2d\u3002\u5728\u8fd9\u4e2a\u6570\u5b57\u5316\u7684\u65f6\u4ee3\uff0c\u7f51\u7edc\u5b89\u5168\u6210\u4e3a\u5404\u884c\u4e1a\u81f3\u5173\u91cd\u8981\u7684\u8bae\u9898\u3002<\/div>\n
\n
\n

\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7684\u8fc5\u731b\u53d1\u5c55\uff0c\u6211\u4eec\u6b63\u7f6e\u8eab\u4e8e\u7b2c\u56db\u6b21\u5de5\u4e1a\u9769\u547d\u7684\u6d6a\u6f6e\u4e2d\u3002\u5728\u8fd9\u4e2a\u6570\u5b57\u5316\u7684\u65f6\u4ee3\uff0c\u7f51\u7edc\u5b89\u5168\u6210\u4e3a\u5404\u884c\u4e1a\u81f3\u5173\u91cd\u8981\u7684\u8bae\u9898\u3002\u4f5c\u4e3a\u7f51\u7edc\u5b89\u5168\u4ece\u4e1a\u4eba\u5458\uff0c\u4e0d\u4ec5\u9700\u8981\u719f\u7ec3\u638c\u63e1\u4f20\u7edf\u5b89\u5168\u9886\u57df\u7684\u77e5\u8bc6\uff0c\u66f4\u9700\u8981\u6df1\u523b\u7406\u89e3\u548c\u8fd0\u7528\u4eba\u5de5\u667a\u80fd\uff0c\u4ee5\u5728\u98ce\u4e91\u53d8\u5e7b\u7684\u7f51\u7edc\u6218\u573a\u4e2d\u4fdd\u62a4\u4fe1\u606f\u8d44\u4ea7\u3002\u4eba\u5de5\u667a\u80fd\u4e0d\u4ec5\u4e3a\u7f51\u7edc\u5b89\u5168\u63d0\u4f9b\u4e86\u521b\u65b0\u6027\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u540c\u65f6\u4e5f\u6210\u4e3a\u6f5c\u5728\u7684\u653b\u51fb\u76ee\u6807\u3002\u9632\u5fa1\u8005\u9700\u8981\u5229\u7528\u5148\u8fdb\u7684AI\u6280\u672f\uff0c\u5982\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\uff0c\u6765\u68c0\u6d4b\u548c\u5e94\u5bf9\u65e5\u76ca\u590d\u6742\u7684\u5a01\u80c1\u3002\u540c\u65f6\uff0c\u4fdd\u969cAI\u672c\u8eab\u7684\u5b89\u5168\u6027\u4e5f\u5c24\u4e3a\u5173\u952e\uff0c\u9632\u8303\u5bf9\u6a21\u578b\u7684\u653b\u51fb\u548c\u6ee5\u7528\u3002\u4e0b\u9762\u68b3\u7406\u4e86\u4e00\u4e9b\u4e13\u4e1a\u672f\u8bed\u3002<\/p>\n

<\/p>\n

1.\u4eba\u5de5\u667a\u80fd(AI)<\/h4>\n

\u901a\u4fd7\u6765\u8bb2\uff0c\u662f\u7814\u7a76\u3001\u5f00\u53d1\u7528\u4e8e\u6a21\u62df\u3001\u5ef6\u4f38\u548c\u6269\u5c55\u4eba\u7684\u667a\u80fd\u7684\u7406\u8bba\u3001\u65b9\u6cd5\u3001\u6280\u672f\u53ca\u5e94\u7528\u7cfb\u7edf\u7684\u4e00\u95e8\u65b0\u7684\u6280\u672f\u79d1\u5b66\uff0c\u4eba\u5de5\u667a\u80fd\u662f\u5148\u201c\u4eba\u5de5\u201d\u540e\u201c\u667a\u80fd\u201d\u3002\u4eba\u5de5\u667a\u80fd\u884c\u4e1a\u6709\u53e5\u8bdd\uff1a\u6709\u591a\u5c11\u667a\u80fd\uff0c\u80cc\u540e\u5c31\u6709\u591a\u5c11\u4eba\u5de5\u3002\u4eba\u5de5\u667a\u80fd\u662f\u65b0\u7684\u5de5\u4e1a\u9769\u547d\uff0c\u8c01\u638c\u63e1\u4e86\u4eba\u5de5\u667a\u80fd\uff0c\u8c01\u5c31\u638c\u63e1\u4e86\u672a\u6765\u3002<\/p>\n

2.\u4eba\u5de5\u667a\u80fd\u4e94\u5927\u6838\u5fc3\u6280\u672f<\/h4>\n

\u4e3b\u8981\u5305\u62ec\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u673a\u5668\u5b66\u4e60\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u673a\u5668\u4eba\u548c\u8bed\u97f3\u8bc6\u522b\u3002<\/p>\n

3.\u4eba\u5de5\u667a\u80fd\u4e09\u4e2a\u9636\u6bb5<\/h4>\n

\u603b\u4f53\u6765\u8bf4\uff0c\u4eba\u5de5\u667a\u80fd\u5206\u4e3a\u8ba1\u7b97\u667a\u80fd\u3001\u611f\u77e5\u667a\u80fd\u53ca\u8ba4\u77e5\u667a\u80fd\u4e09\u4e2a\u9636\u6bb5\u3002\u8ba1\u7b97\u667a\u80fd\u5c31\u662f\u6570\u636e\u8fd0\u7b97\u548c\u7edf\u8ba1;\u611f\u77e5\u667a\u80fd\u5c31\u662f\u89c6\u89c9\u3001\u89e6\u89c9\u3001\u58f0\u97f3\u7b49\u5143\u7d20\u7684\u63a2\u6d4b\u548c\u611f\u77e5\uff0c\u5bf9\u5143\u7d20\u7684\u8bc6\u522b\u4e0e\u5206\u7c7b;\u8ba4\u77e5\u667a\u80fd\u5c31\u662f\u5bf9\u83b7\u53d6\u4fe1\u606f\u7684\u7406\u89e3\u3001\u63a8\u7406\u548c\u51b3\u7b56\uff0c\u5177\u5907\u4eba\u7c7b\u7684\u57fa\u672c\u601d\u8003\u8ba4\u77e5\u80fd\u529b\u3002<\/p>\n

4.\u4eba\u5de5\u667a\u80fd\u4e09\u5927\u5b66\u6d3e<\/h4>\n

\u7b26\u53f7\u4e3b\u4e49\u5b66\u6d3e\u5173\u6ce8\u4f7f\u7528\u7b26\u53f7\u548c\u89c4\u5219\u6765\u8868\u793a\u77e5\u8bc6\u548c\u63a8\u7406\u3002\u8be5\u5b66\u6d3e\u8ba4\u4e3a\u667a\u80fd\u662f\u901a\u8fc7\u7b26\u53f7\u5904\u7406\u548c\u903b\u8f91\u63a8\u7406\u6765\u5b9e\u73b0\u7684\u3002\u4ee3\u8868\u6027\u7684\u7cfb\u7edf\u5305\u62ec\u4e13\u5bb6\u7cfb\u7edf\uff0c\u5b83\u4f7f\u7528\u89c4\u5219\u5e93\u8fdb\u884c\u63a8\u7406\u3002<\/p>\n

\u8fde\u63a5\u4e3b\u4e49\u5b66\u6d3e\u5f3a\u8c03\u6a21\u4eff\u4eba\u8111\u795e\u7ecf\u7f51\u7edc\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002\u8fd9\u79cd\u5b66\u6d3e\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u548c\u5206\u5e03\u5f0f\u8868\u793a\u8fdb\u884c\u5b66\u4e60\uff0c\u5f3a\u8c03\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u6a21\u5f0f\u548c\u7279\u5f81\u3002\u6df1\u5ea6\u5b66\u4e60\u5c31\u662f\u8fde\u63a5\u4e3b\u4e49\u5b66\u6d3e\u7684\u4e00\u90e8\u5206\uff0c\u7279\u522b\u662f\u57fa\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u65b9\u6cd5\u3002<\/p>\n

\u6f14\u5316\u4e3b\u4e49\u5b66\u6d3e\u53d7\u5230\u8fbe\u5c14\u6587\u8fdb\u5316\u8bba\u7684\u542f\u53d1\uff0c\u8ba4\u4e3a\u667a\u80fd\u662f\u901a\u8fc7\u6f14\u5316\u548c\u9057\u4f20\u673a\u5236\u9010\u6b65\u53d1\u5c55\u7684\u3002\u9057\u4f20\u7b97\u6cd5\u548c\u8fdb\u5316\u7b97\u6cd5\u662f\u6f14\u5316\u4e3b\u4e49\u5b66\u6d3e\u7684\u4ee3\u8868\u6027\u65b9\u6cd5\uff0c\u5b83\u4eec\u7528\u4e8e\u5728\u641c\u7d22\u7a7a\u95f4\u4e2d\u627e\u5230\u9002\u5e94\u4e8e\u7279\u5b9a\u4efb\u52a1\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

5.\u4eba\u5de5\u667a\u80fd\u7684\u4e09\u4e2a\u6838\u5fc3\u8981\u7d20<\/h4>\n

\u7b97\u6cd5\uff1a\u501f\u9274\u4eba\u7c7b\u7684\u601d\u8003\u65b9\u5f0f\uff0c\u7b97\u6cd5\u662f\u6838\u5fc3\u4e2d\u7684\u6838\u5fc3\u3002\u662f\u4ee5\u54f2\u5b66\u3001\u6570\u5b66\u3001\u751f\u7269\u5b66\u3001\u5fc3\u7406\u5b66\u3001\u97f3\u4e50\u5b66\u3001\u795e\u5b66\u3001\u7384\u5b66\u7b49\u4e3a\u57fa\u7840\u7684\u601d\u7ef4\u903b\u8f91\u548c\u7cfb\u7edf\u9876\u5c42\u8ba4\u77e5\u7684\u667a\u6167\u7ed3\u6676\u3002<\/p>\n

\u6570\u636e\uff1a\u7528\u4e8e\u8bad\u7ec3\u7684\u6570\u636e\uff0c\u6709\u6807\u6ce8\u597d\u7684\u6570\u636e\u548c\u672a\u6807\u6ce8\u7684\u6570\u636e\u3002<\/p>\n

\u7b97\u529b\uff1a\u8ba1\u7b97\u673a\u7684\u5904\u7406\u80fd\u529b\u3002<\/p>\n

\u6ca1\u6709\u5408\u9002\u7684\u7b97\u6cd5\uff0c\u7406\u8bba\u4e0a\u5c31\u4e0d\u80fd\u89e3\u51b3\u95ee\u9898;\u6ca1\u6709\u5927\u91cf\u7684\u6570\u636e\uff0c\u5c31\u65e0\u6cd5\u8bad\u7ec3\u6a21\u578b;\u6ca1\u6709\u9ad8\u6027\u80fd\u7684\u8ba1\u7b97\u673a(\u7b97\u529b)\uff0c\u8bad\u7ec3\u901f\u5ea6\u5c31\u4f1a\u975e\u5e38\u7f13\u6162\u3002<\/p>\n

6.\u7b97\u529b\u9700\u8981\u7684XPU<\/h4>\n

CPU\uff1aCentral Processing Unit, \u4e2d\u592e\u5904\u7406\u5668<\/p>\n

GPU\uff1aGraphics Processing Unit, \u56fe\u50cf\u5904\u7406\u5668<\/p>\n

TPU\uff1aTensor Processing Unit, \u5f20\u91cf\u5904\u7406\u5668<\/p>\n

DPU\uff1aDeep learning Processing Unit, \u6df1\u5ea6\u5b66\u4e60\u5904\u7406\u5668<\/p>\n

NPU\uff1aNeural network Processing Unit, \u795e\u7ecf\u7f51\u7edc\u5904\u7406\u5668<\/p>\n

BPU\uff1aBrain Processing Unit, \u5927\u8111\u5904\u7406\u5668<\/p>\n

7.\u6570\u636e\u6807\u6ce8<\/h4>\n

\u901a\u8fc7\u5bf9\u6570\u636e\u8d34\u6807\u7b7e\u3001\u505a\u8bb0\u53f7\u3001\u6807\u989c\u8272\u6216\u5212\u91cd\u70b9\u7b49\u65b9\u5f0f\uff0c\u6807\u6ce8\u51fa\u5176\u4e2d\u76ee\u6807\u6570\u636e\u7684\u4e0d\u540c\u70b9\u3001\u76f8\u4f3c\u70b9\u6216\u7c7b\u522b\uff0c\u4ee5\u6b64\u8fbe\u5230\u8ba9\u673a\u5668\u5b66\u4e60\u7684\u529f\u80fd\u3002AI\u7b97\u6cd5\u9700\u8981\u901a\u8fc7\u6570\u636e\u8bad\u7ec3\u4e0d\u65ad\u5b8c\u5584\uff0c\u800c\u6570\u636e\u6807\u6ce8\u662f\u5927\u90e8\u5206AI\u7b97\u6cd5\u5f97\u4ee5\u6709\u6548\u8fd0\u884c\u7684\u5173\u952e\u73af\u8282\u3002<\/p>\n

8.\u673a\u5668\u5b66\u4e60(ML)<\/h4>\n

\u673a\u5668\u5b66\u4e60\u662f\u901a\u8fc7\u673a\u5668\u6a21\u62df\u6216\u5b9e\u73b0\u4eba\u7c7b\u7684\u5b66\u4e60\u884c\u4e3a\uff0c\u4ee5\u83b7\u53d6\u65b0\u7684\u77e5\u8bc6\u6216\u6280\u80fd\uff0c\u91cd\u65b0\u7ec4\u7ec7\u5df2\u6709\u7684\u77e5\u8bc6\u7ed3\u6784\u4f7f\u4e4b\u4e0d\u65ad\u6539\u5584\u81ea\u8eab\u7684\u6027\u80fd\u3002<\/p>\n

9.\u6df1\u5ea6\u5b66\u4e60(DL)<\/h4>\n

\u5229\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6765\u89e3\u51b3\u7279\u5f81\u8868\u8fbe\u7684\u4e00\u79cd\u5b66\u4e60\u8fc7\u7a0b\uff0c\u7c7b\u4f3c\u4eba\u7c7b\u901a\u8fc7\u5927\u8111\u5c42\u5c42\u601d\u8003\u95ee\u9898\uff0c\u7531\u4e00\u4e2a\u77e5\u8bc6\u7efc\u5408\u591a\u4e2a\u77e5\u8bc6\/\u7ed3\u679c\u8fdb\u884c\u5c42\u5c42\u63a8\u7406\u601d\u8003\uff0c\u6700\u7ec8\u5f97\u51fa\u6b63\u786e\/\u9519\u8bef\u7684\u51b3\u7b56\u6216\u77e5\u8bc6\u53bb\u6267\u884c\u3002<\/p>\n

10.\u81ea\u7136\u8bed\u8a00\u5904\u7406(NLP)<\/h4>\n

\u5bf9\u4eba\u7c7b\u8bed\u8a00\u7684\u5904\u7406\uff0c\u751f\u6210\u7ed3\u6784\u5316\u53ef\u5b9a\u4e49\u7684\u8bed\u8a00\u6570\u636e\uff0c\u6bd4\u5982\u53e5\u578b\u3001\u8bed\u6cd5\u7b49\u3002<\/p>\n

11.\u81ea\u7136\u8bed\u8a00\u7406\u89e3(NLU)<\/h4>\n

\u8ba1\u7b97\u673a\u80fd\u591f\u7406\u89e3\u548c\u751f\u6210\u4eba\u7c7b\u8bed\u8a00\uff0c\u548c\u4eba\u4e00\u6837\u80fd\u8f7b\u677e\u6c9f\u901a\u4ea4\u6d41\u3002<\/p>\n

12.\u8bed\u97f3\u8bc6\u522b(ASR)<\/h4>\n

\u5c06\u4eba\u7c7b\u7684\u8bed\u97f3\u4e2d\u7684\u8bcd\u6c47\u5185\u5bb9\u8f6c\u6362\u4e3a\u8ba1\u7b97\u673a\u53ef\u8bfb\u7684\u8f93\u5165\u3002<\/p>\n

13.\u8bed\u97f3\u5408\u6210(TTS)<\/h4>\n

\u8ba1\u7b97\u673a\u81ea\u5df1\u4ea7\u751f\u7684\u3001\u6216\u5916\u90e8\u8f93\u5165\u7684\u6587\u5b57\u4fe1\u606f\u8f6c\u53d8\u4e3a\u53ef\u4ee5\u542c\u5f97\u61c2\u7684\u3001\u6d41\u5229\u7684\u8bed\u8a00\u8f93\u51fa\u7684\u6280\u672f\u3002<\/p>\n

14.\u8ba1\u7b97\u673a\u89c6\u89c9(CV)<\/h4>\n

\u8ba1\u7b97\u673a\u4ece\u56fe\u50cf\u4e2d\u8bc6\u522b\u51fa\u7269\u4f53\u3001\u573a\u666f\u548c\u6d3b\u52a8\u7684\u80fd\u529b\uff0c\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u65e5\u5e38\u751f\u6d3b\u4e2d\u7684\u89c6\u89c9\u4ea4\u4e92\u3002<\/p>\n

15.\u795e\u7ecf\u7f51\u7edc(CNN)<\/h4>\n

\u795e\u7ecf\u7f51\u7edc\u662f\u4e00\u79cd\u8ba1\u7b97\u6a21\u578b\uff0c\u7075\u611f\u6765\u81ea\u4e8e\u4eba\u8111\u7684\u795e\u7ecf\u7cfb\u7edf\u7ed3\u6784\u3002\u5b83\u7531\u795e\u7ecf\u5143\u548c\u5c42\u7ea7\u7ed3\u6784\u7ec4\u6210\uff0c\u6bcf\u4e2a\u795e\u7ecf\u5143\u4e0e\u5176\u4ed6\u795e\u7ecf\u5143\u76f8\u8fde\uff0c\u901a\u8fc7\u5b66\u4e60\u6743\u91cd\u6765\u5904\u7406\u8f93\u5165\u6570\u636e\u3002\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u8fdb\u884c\u76d1\u7763\u5b66\u4e60\u3001\u65e0\u76d1\u7763\u5b66\u4e60\u548c\u5f3a\u5316\u5b66\u4e60\uff0c\u5e7f\u6cdb\u7528\u4e8e\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u3002\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc(Deep Neural Networks\uff0cDNN)\u662f\u795e\u7ecf\u7f51\u7edc\u7684\u4e00\u79cd\u53d8\u4f53\uff0c\u5177\u6709\u591a\u4e2a\u5c42\u6b21\u548c\u590d\u6742\u7684\u7ed3\u6784\uff0c\u7279\u522b\u9002\u7528\u4e8e\u5904\u7406\u5927\u89c4\u6a21\u3001\u9ad8\u7ef4\u5ea6\u7684\u6570\u636e\uff0c\u5982\u56fe\u50cf\u8bc6\u522b\u3001\u8bed\u97f3\u8bc6\u522b\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3002\u795e\u7ecf\u7f51\u7edc\u5728\u5404\u4e2a\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u6210\u5c31\uff0c\u63a8\u52a8\u4e86\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u53d1\u5c55\u3002<\/p>\n

16.\u4eba\u5de5\u667a\u80fd\u3001\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u4e09\u8005\u4e4b\u95f4\u7684\u5173\u7cfb<\/h4>\n

\u673a\u5668\u5b66\u4e60\u662f\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u4e2a\u5b9e\u73b0\u9014\u5f84\uff0c\u6df1\u5ea6\u5b66\u4e60\u662f\u673a\u5668\u5b66\u4e60\u7684\u4e00\u79cd\u5b9e\u73b0\u65b9\u6cd5\u3002<\/p>\n

17.\u76d1\u7763\u5b66\u4e60<\/h4>\n

\u76d1\u7763\u5b66\u4e60\u662f\u673a\u5668\u5b66\u4e60\u4e2d\u5206\u7c7b\u65b9\u6cd5\u7684\u4e00\u79cd\uff0c\u5c06\u6837\u672c\u6570\u636e\u548c\u9884\u671f\u7ed3\u679c\u5efa\u7acb\u5173\u8054\u5173\u7cfb\uff0c\u901a\u8fc7\u5bf9\u5df2\u77e5\u7684\u7ed3\u679c\u548c\u5df2\u77e5\u7684\u6837\u672c\u6570\u636e\u8fdb\u884c\u7684\u4e0d\u65ad\u5b66\u4e60\u548c\u8bad\u7ec3\uff0c\u4e0d\u65ad\u8c03\u6574\u4f18\u5316\u7279\u5f81\u63d0\u53d6\u65b9\u6cd5\uff0c\u63d0\u53d6\u6837\u672c\u6570\u636e\u7684\u7279\u5f81\u503c\u548c\u9884\u671f\u7ed3\u679c\u5f62\u6210\u6620\u5c04\u5173\u7cfb\u3002\u5bf9\u4e8e\u65b0\u6570\u636e\uff0c\u501f\u52a9\u6837\u672c\u6570\u636e\u7684\u7279\u5f81\u63d0\u53d6\u65b9\u6cd5\uff0c\u63d0\u53d6\u65b0\u6570\u636e\u7684\u7279\u5f81\u503c\uff0c\u5bf9\u65b0\u7684\u6570\u636e\u8fdb\u884c\u7ed3\u679c\u7684\u9884\u6d4b\u3002<\/p>\n

18.\u65e0\u76d1\u7763\u5b66\u4e60<\/h4>\n

\u65e0\u76d1\u7763\u5b66\u4e60\u5c31\u662f\u4e0d\u9700\u8981\u5bf9\u6837\u672c\u6570\u636e\u8fdb\u884c\u7ed3\u679c\u6807\u6ce8\uff0c\u6570\u636e\u83b7\u53d6\u6210\u672c\u4f4e\uff0c\u4e0d\u9700\u8981\u4eba\u5de5\u6807\u8bb0\u6570\u636e\uff0c\u4e3b\u8981\u662f\u5206\u6790\u548c\u53d1\u73b0\u6570\u636e\u7684\u5185\u5728\u7ed3\u6784\uff0c\u6570\u636e\u672c\u8eab\u7684\u81ea\u6709\u7279\u5f81\uff0c\u8fdb\u884c\u5f52\u7eb3\u548c\u5206\u7c7b\u3002\u65e0\u76d1\u7763\u5b66\u4e60\u6574\u4f53\u4e0a\u5206\u4e3a\u805a\u7c7b\u548c\u964d\u7ef4\u4e24\u5927\u7c7b\u3002<\/p>\n

19.\u534a\u76d1\u7763\u5b66\u4e60<\/h4>\n

\u534a\u76d1\u7763\u5b66\u4e60\u662f\u76d1\u7763\u5b66\u4e60\u548c\u65e0\u76d1\u7763\u5b66\u4e60\u76f8\u4e92\u7ed3\u5408\u7684\u4e00\u79cd\u5b66\u4e60\u65b9\u6cd5\u3002\u901a\u8fc7\u6709\u6807\u7b7e\u6570\u636e\u8f85\u52a9\u8bad\u7ec3\u65e0\u6807\u7b7e\u6570\u636e\uff0c\u65e0\u6807\u7b7e\u6570\u636e\u8f85\u52a9\u8bad\u7ec3\u51fa\u6709\u6807\u7b7e\u6570\u636e\uff0c\u5c06\u6709\u6807\u7b7e\u6570\u636e\u548c\u65e0\u6807\u7b7e\u6570\u636e\u901a\u8fc7\u4e24\u79cd\u65b9\u6cd5\u8fdb\u884c\u4e0d\u540c\u7ef4\u5ea6\u7684\u5b66\u4e60\u6765\u63d0\u5347\u5355\u4e00\u65b9\u6cd5\u7684\u6548\u679c\u3002<\/p>\n

20.\u8fc1\u79fb\u5b66\u4e60<\/h4>\n

\u8fc1\u79fb\u5b66\u4e60\u662f\u4e00\u79cd\u673a\u5668\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u6307\u7684\u662f\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u6a21\u578b\u88ab\u91cd\u65b0\u7528\u5728\u53e6\u4e00\u4e2a\u4efb\u52a1\u4e2d\uff0c\u8d77\u5230\u4e3e\u4e00\u53cd\u4e09\u7684\u4f5c\u7528\uff0c\u5c06\u90e8\u5206\u77e5\u8bc6\u6216\u6a21\u578b\u5e94\u7528\u5230\u5176\u5b83\u4efb\u52a1\u4e2d\uff0c\u5b83\u5e76\u4e0d\u662f\u67d0\u4e00\u7c7b\u7279\u5b9a\u7684\u7b97\u6cd5,\u800c\u662f\u4e00\u79cd\u5904\u7406\u95ee\u9898\u7684\u601d\u60f3\u3002<\/p>\n

21.\u8054\u90a6\u5b66\u4e60<\/h4>\n

\u8054\u90a6\u5b66\u4e60\u662f\u4e00\u79cd\u5206\u5e03\u5f0f\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u901a\u8fc7\u5728\u591a\u4e2a\u62e5\u6709\u672c\u5730\u6570\u636e\u7684\u6570\u636e\u6e90\u4e4b\u95f4\u8fdb\u884c\u5206\u5e03\u5f0f\u6a21\u578b\u8bad\u7ec3\uff0c\u5728\u4e0d\u9700\u8981\u4ea4\u6362\u672c\u5730\u4e2a\u4f53\u6216\u6837\u672c\u6570\u636e\u7684\u524d\u63d0\u4e0b\uff0c\u4ec5\u901a\u8fc7\u4ea4\u6362\u6a21\u578b\u53c2\u6570\u6216\u4e2d\u95f4\u7ed3\u679c\u7684\u65b9\u5f0f\uff0c\u6784\u5efa\u57fa\u4e8e\u865a\u62df\u878d\u5408\u6570\u636e\u4e0b\u7684\u5168\u5c40\u6a21\u578b\uff0c\u4ece\u800c\u5b9e\u73b0\u6570\u636e\u6570\u636e\u9690\u79c1\u4fdd\u62a4\u548c\u6570\u636e\u5171\u4eab\u8ba1\u7b97\u7684\u5e73\u8861\u3002\u4f8b\u5982\u624b\u673a\u8f93\u5165\u6cd5\u5728\u4e0d\u540c\u7ec8\u7aef\u6839\u636e\u7528\u6237\u672c\u5730\u6570\u636e\u8bad\u7ec3\u6a21\u578b\u3002<\/p>\n

22.\u5f3a\u5316\u5b66\u4e60<\/h4>\n

\u5f3a\u5316\u5b66\u4e60\u662f\u4e00\u79cd\u673a\u5668\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u662f\u4e00\u79cd\u7406\u89e3\u548c\u81ea\u52a8\u5316\u76ee\u6807\u5bfc\u5411\u5b66\u4e60\u548c\u51b3\u7b56\u7684\u8ba1\u7b97\u65b9\u6cd5\uff0c\u5b83\u5f3a\u8c03\u4e2a\u4f53\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u76f4\u63a5\u4ea4\u4e92\u6765\u5b66\u4e60\uff0c\u800c\u4e0d\u9700\u8981\u76d1\u7763\u6216\u5b8c\u6574\u7684\u73af\u5883\u6a21\u578b\u3002\u7c7b\u4f3c\u4e8e\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\uff0c\u81ea\u5f8b\u6027\u5f3a\u7684\u5b66\u751f\u8bbe\u5b9a\u81ea\u5df1\u7684\u76ee\u6807\u548c\u5956\u52b1\uff0c\u8fbe\u6210\u67d0\u4e2a\u9636\u6bb5\u76ee\u6807\u548c\u5956\u52b1\uff0c\u518d\u4e0d\u65ad\u81ea\u6211\u63d0\u9ad8\u76ee\u6807\u548c\u5956\u52b1\u6807\u51c6\uff0c\u901a\u8fc7\u8fd9\u79cd\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u5f0f\u4e0d\u65ad\u63d0\u5347\u5b66\u4e60\u6548\u679c\u3002<\/p>\n

23.\u8bad\u7ec3\u96c6<\/h4>\n

\u8bad\u7ec3\u96c6\u662f\u7528\u4e8e\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u7684\u6570\u636e\u96c6\u5408\uff0c\u7c7b\u4f3c\u4e8e\u8bfe\u5802\u6216\u8bfe\u540e\u4f5c\u4e1a\u3002\u5b83\u5305\u542b\u4e86\u6a21\u578b\u7528\u4e8e\u5b66\u4e60\u548c\u8c03\u6574\u53c2\u6570\u7684\u6837\u672c\u6570\u636e\uff0c\u5176\u4e2d\u6bcf\u4e2a\u6837\u672c\u90fd\u6709\u5bf9\u5e94\u7684\u8f93\u5165\u7279\u5f81\u548c\u76ee\u6807\u6807\u7b7e\u3002\u901a\u8fc7\u5728\u8bad\u7ec3\u96c6\u4e0a\u8fdb\u884c\u8fed\u4ee3\u8bad\u7ec3\uff0c\u6a21\u578b\u80fd\u591f\u5b66\u5230\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u548c\u5173\u7cfb\uff0c\u4ee5\u9002\u5e94\u4efb\u52a1\u7684\u8981\u6c42\u3002\u8bad\u7ec3\u96c6\u7684\u8d28\u91cf\u548c\u591a\u6837\u6027\u5bf9\u6a21\u578b\u7684\u6027\u80fd\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u53d6\u51b3\u4e8e\u5176\u5bf9\u8bad\u7ec3\u96c6\u4e2d\u4e0d\u540c\u60c5\u5883\u548c\u6a21\u5f0f\u7684\u5b66\u4e60\u7a0b\u5ea6\u3002\u5728\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u5bf9\u65b0\u7684\u672a\u89c1\u6570\u636e\u8fdb\u884c\u9884\u6d4b\u548c\u5206\u7c7b\u3002<\/p>\n

24.\u9a8c\u8bc1\u96c6<\/h4>\n

\u9a8c\u8bc1\u96c6\u662f\u7528\u4e8e\u8bc4\u4f30\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6027\u80fd\u7684\u6570\u636e\u96c6\u5408\uff0c\u7c7b\u4f3c\u4e8e\u8bfe\u540e\u5c0f\u6d4b\u9a8c\u3002\u5b83\u901a\u5e38\u662f\u4ece\u539f\u59cb\u6570\u636e\u4e2d\u72ec\u7acb\u5212\u5206\u51fa\u6765\u7684\uff0c\u4e0d\u53c2\u4e0e\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u3002\u9a8c\u8bc1\u96c6\u7528\u4e8e\u8c03\u6574\u6a21\u578b\u7684\u8d85\u53c2\u6570\uff0c\u8bc4\u4f30\u6a21\u578b\u5728\u672a\u89c1\u8fc7\u7684\u6570\u636e\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u4ee5\u53ca\u68c0\u6d4b\u6a21\u578b\u662f\u5426\u5b58\u5728\u8fc7\u62df\u5408\u6216\u6b20\u62df\u5408\u3002\u901a\u8fc7\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b9a\u671f\u4f7f\u7528\u9a8c\u8bc1\u96c6\u8fdb\u884c\u6027\u80fd\u8bc4\u4f30\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u8c03\u6574\u6a21\u578b\uff0c\u4ee5\u63d0\u9ad8\u5176\u5728\u672a\u77e5\u6570\u636e\u4e0a\u7684\u9884\u6d4b\u51c6\u786e\u6027\u3002\u9a8c\u8bc1\u96c6\u5728\u6a21\u578b\u5f00\u53d1\u548c\u8c03\u4f18\u8fc7\u7a0b\u4e2d\u626e\u6f14\u91cd\u8981\u89d2\u8272\uff0c\u6709\u52a9\u4e8e\u9009\u62e9\u6700\u4f73\u6a21\u578b\u548c\u53c2\u6570\u914d\u7f6e\u3002<\/p>\n

25.\u6d4b\u8bd5\u96c6<\/h4>\n

\u6d4b\u8bd5\u96c6\u662f\u7528\u4e8e\u6700\u7ec8\u8bc4\u4f30\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6027\u80fd\u7684\u72ec\u7acb\u6570\u636e\u96c6\uff0c\u7c7b\u4f3c\u4e8e\u671f\u4e2d\u671f\u672b\u8003\u8bd5\u3002\u4e0e\u8bad\u7ec3\u96c6\u548c\u9a8c\u8bc1\u96c6\u4e0d\u540c\uff0c\u6d4b\u8bd5\u96c6\u5728\u6574\u4e2a\u6a21\u578b\u5f00\u53d1\u548c\u8c03\u4f18\u8fc7\u7a0b\u4e2d\u90fd\u672a\u88ab\u7528\u4e8e\u8bad\u7ec3\u6216\u8c03\u6574\u6a21\u578b\u3002\u6d4b\u8bd5\u96c6\u7684\u76ee\u7684\u662f\u6a21\u62df\u6a21\u578b\u9762\u5bf9\u5b9e\u9645\u5e94\u7528\u4e2d\u672a\u89c1\u8fc7\u7684\u65b0\u6570\u636e\u65f6\u7684\u8868\u73b0\u3002\u901a\u8fc7\u5728\u6d4b\u8bd5\u96c6\u4e0a\u8fdb\u884c\u8bc4\u4f30\uff0c\u53ef\u4ee5\u66f4\u51c6\u786e\u5730\u4f30\u8ba1\u6a21\u578b\u7684\u6cdb\u5316\u6027\u80fd\uff0c\u5e76\u5224\u65ad\u6a21\u578b\u662f\u5426\u80fd\u591f\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u6709\u6548\u5730\u8fdb\u884c\u9884\u6d4b\u6216\u5206\u7c7b\u3002\u6d4b\u8bd5\u96c6\u8bc4\u4f30\u7ed3\u679c\u6709\u52a9\u4e8e\u786e\u8ba4\u6a21\u578b\u7684\u53ef\u9760\u6027\uff0c\u5e76\u63d0\u4f9b\u5bf9\u6a21\u578b\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\u7684\u671f\u671b\u6027\u80fd\u7684\u4fe1\u5fc3\u3002<\/p>\n

26.\u8fc7\u62df\u5408<\/h4>\n

\u8fc7\u62df\u5408\u662f\u6307\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5728\u8bad\u7ec3\u6570\u636e\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u4f46\u5728\u672a\u89c1\u8fc7\u7684\u6d4b\u8bd5\u6570\u636e\u4e0a\u8868\u73b0\u4e0d\u4f73\u7684\u73b0\u8c61\u3002\u5f53\u6a21\u578b\u8fc7\u4e8e\u590d\u6742\uff0c\u4ee5\u81f3\u4e8e\u8bb0\u4f4f\u4e86\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u566a\u58f0\u548c\u7ec6\u8282\uff0c\u800c\u4e0d\u662f\u5b66\u5230\u4e86\u6570\u636e\u7684\u901a\u7528\u6a21\u5f0f\u65f6\uff0c\u5c31\u5bb9\u6613\u53d1\u751f\u8fc7\u62df\u5408\u3002\u8fc7\u62df\u5408\u7684\u6a21\u578b\u5728\u65b0\u6570\u636e\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u5dee\uff0c\u56e0\u4e3a\u5b83\u8fc7\u4e8e\u9002\u5e94\u4e86\u8bad\u7ec3\u6570\u636e\u7684\u7279\u5b9a\u7279\u5f81\uff0c\u800c\u65e0\u6cd5\u63a8\u5e7f\u5230\u5176\u4ed6\u6570\u636e\u3002\u4e3a\u9632\u6b62\u8fc7\u62df\u5408\uff0c\u53ef\u4ee5\u91c7\u7528\u4e00\u4e9b\u65b9\u6cd5\uff0c\u5982\u589e\u52a0\u8bad\u7ec3\u6570\u636e\u91cf\u3001\u4f7f\u7528\u6b63\u5219\u5316\u6280\u672f\u3001\u964d\u4f4e\u6a21\u578b\u590d\u6742\u5ea6\u6216\u91c7\u7528\u65e9\u505c\u7b49\u7b56\u7565\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u66f4\u597d\u5730\u9002\u5e94\u6574\u4f53\u6570\u636e\u5206\u5e03\u800c\u975e\u4ec5\u4ec5\u8bb0\u4f4f\u8bad\u7ec3\u6570\u636e\u7684\u7ec6\u8282\u3002<\/p>\n

27.\u6b20\u62df\u5408<\/h4>\n

\u6b20\u62df\u5408\u662f\u6307\u673a\u5668\u5b66\u4e60\u6a21\u578b\u65e0\u6cd5\u5728\u8bad\u7ec3\u6570\u636e\u4e0a\u5b66\u5230\u8db3\u591f\u7684\u4fe1\u606f\uff0c\u5bfc\u81f4\u5176\u5728\u8bad\u7ec3\u548c\u6d4b\u8bd5\u6570\u636e\u4e0a\u90fd\u8868\u73b0\u4e0d\u4f73\u7684\u60c5\u51b5\u3002\u901a\u5e38\u53d1\u751f\u5728\u6a21\u578b\u8fc7\u4e8e\u7b80\u5355\u6216\u7279\u5f81\u63d0\u53d6\u80fd\u529b\u4e0d\u8db3\u7684\u60c5\u51b5\u4e0b\u3002\u6b20\u62df\u5408\u7684\u6a21\u578b\u672a\u80fd\u6355\u6349\u5230\u6570\u636e\u7684\u590d\u6742\u7ed3\u6784\u548c\u5173\u7cfb\uff0c\u5bfc\u81f4\u65e0\u6cd5\u6709\u6548\u5730\u8fdb\u884c\u9884\u6d4b\u6216\u5206\u7c7b\u3002\u4e3a\u514b\u670d\u6b20\u62df\u5408\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u589e\u52a0\u6a21\u578b\u590d\u6742\u5ea6\u3001\u6dfb\u52a0\u66f4\u591a\u7279\u5f81\u3001\u8c03\u6574\u6a21\u578b\u67b6\u6784\u6216\u4f7f\u7528\u66f4\u590d\u6742\u7684\u7b97\u6cd5\uff0c\u4ee5\u4f7f\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u9002\u5e94\u8bad\u7ec3\u6570\u636e\u5e76\u63d0\u9ad8\u6cdb\u5316\u6027\u80fd\u3002<\/p>\n

28.\u751f\u6210\u5bf9\u6297\u7f51\u7edc<\/h4>\n

\u751f\u6210\u5bf9\u6297\u7f51\u7edc(GAN)\u662f\u4e00\u79cd\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784\uff0c\u7531\u751f\u6210\u5668\u548c\u5224\u522b\u5668\u7ec4\u6210\u3002\u751f\u6210\u5668\u8d1f\u8d23\u4ece\u968f\u673a\u566a\u58f0\u751f\u6210\u903c\u771f\u7684\u6570\u636e\u6837\u672c\uff0c\u800c\u5224\u522b\u5668\u5219\u8bd5\u56fe\u533a\u5206\u751f\u6210\u7684\u6837\u672c\u548c\u771f\u5b9e\u6570\u636e\u3002\u4e24\u8005\u901a\u8fc7\u5bf9\u6297\u8bad\u7ec3\u76f8\u4e92\u63d0\u5347\u6027\u80fd\uff0c\u4f7f\u751f\u6210\u5668\u751f\u6210\u7684\u6837\u672c\u8d8a\u6765\u8d8a\u96be\u4ee5\u4e0e\u771f\u5b9e\u6570\u636e\u533a\u5206\u3002GAN\u5728\u56fe\u50cf\u751f\u6210\u3001\u98ce\u683c\u8fc1\u79fb\u7b49\u9886\u57df\u53d6\u5f97\u4e86\u6210\u529f\uff0c\u80fd\u591f\u751f\u6210\u903c\u771f\u7684\u56fe\u50cf\u548c\u5185\u5bb9\u3002\u7136\u800c\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u53ef\u80fd\u9762\u4e34\u6311\u6218\uff0c\u5982\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u6027\u3002GAN\u7684\u521b\u65b0\u5728\u4e8e\u901a\u8fc7\u5bf9\u6297\u5b66\u4e60\u5b9e\u73b0\u4e86\u9ad8\u8d28\u91cf\u7684\u751f\u6210\uff0c\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u6f5c\u529b\u3002<\/p>\n

29.\u7cbe\u786e\u5ea6<\/h4>\n

\u7cbe\u786e\u5ea6\u662f\u7528\u4e8e\u8bc4\u4f30\u5206\u7c7b\u6a21\u578b\u6027\u80fd\u7684\u6307\u6807\uff0c\u8868\u793a\u6a21\u578b\u6b63\u786e\u9884\u6d4b\u7684\u6837\u672c\u6570\u91cf\u5360\u603b\u6837\u672c\u6570\u91cf\u7684\u6bd4\u4f8b\u3002\u8ba1\u7b97\u65b9\u6cd5\u4e3a\u6b63\u786e\u9884\u6d4b\u7684\u6837\u672c\u6570\u9664\u4ee5\u603b\u6837\u672c\u6570\uff0c\u5f97\u5230\u4e00\u4e2a\u4ecb\u4e8e0\u548c1\u4e4b\u95f4\u7684\u503c\u3002\u7cbe\u786e\u5ea6\u8d8a\u9ad8\uff0c\u6a21\u578b\u5bf9\u6837\u672c\u7684\u5206\u7c7b\u51c6\u786e\u6027\u8d8a\u597d\u3002\u7136\u800c\uff0c\u5f53\u7c7b\u522b\u4e0d\u5e73\u8861\u65f6\uff0c\u7cbe\u786e\u5ea6\u53ef\u80fd\u4e0d\u662f\u4e00\u4e2a\u5168\u9762\u7684\u8bc4\u4f30\u6307\u6807\uff0c\u56e0\u4e3a\u5b83\u4e0d\u8003\u8651\u5047\u6b63\u4f8b\u548c\u5047\u8d1f\u4f8b\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u9700\u7ed3\u5408\u5176\u4ed6\u6307\u6807\u5982\u53ec\u56de\u7387\u3001F1\u5206\u6570\u7b49\u6765\u66f4\u5168\u9762\u5730\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u3002<\/p>\n

30.\u53ec\u56de\u7387<\/h4>\n

\u53ec\u56de\u7387\u662f\u7528\u4e8e\u8bc4\u4f30\u5206\u7c7b\u6a21\u578b\u6027\u80fd\u7684\u6307\u6807\uff0c\u8868\u793a\u6a21\u578b\u6210\u529f\u9884\u6d4b\u4e3a\u6b63\u7c7b\u522b\u7684\u6837\u672c\u6570\u91cf\u5360\u5b9e\u9645\u6b63\u7c7b\u522b\u6837\u672c\u603b\u6570\u7684\u6bd4\u4f8b\u3002\u8ba1\u7b97\u65b9\u6cd5\u4e3a\u6b63\u786e\u9884\u6d4b\u7684\u6b63\u7c7b\u522b\u6837\u672c\u6570\u9664\u4ee5\u5b9e\u9645\u6b63\u7c7b\u522b\u6837\u672c\u603b\u6570\uff0c\u5f97\u5230\u4e00\u4e2a\u4ecb\u4e8e0\u548c1\u4e4b\u95f4\u7684\u503c\u3002\u53ec\u56de\u7387\u8861\u91cf\u4e86\u6a21\u578b\u5bf9\u6b63\u7c7b\u522b\u6837\u672c\u7684\u8986\u76d6\u7a0b\u5ea6\uff0c\u5373\u6a21\u578b\u80fd\u591f\u8bc6\u522b\u51fa\u591a\u5c11\u771f\u6b63\u7684\u6b63\u4f8b\u3002\u5728\u4e00\u4e9b\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u53ec\u56de\u7387\u6bd4\u7cbe\u786e\u5ea6\u66f4\u4e3a\u91cd\u8981\uff0c\u5c24\u5176\u662f\u5728\u5173\u6ce8\u9057\u6f0f\u6b63\u4f8b\u7684\u60c5\u5883\u4e2d\uff0c\u5982\u533b\u5b66\u8bca\u65ad\u6216\u6b3a\u8bc8\u68c0\u6d4b\u3002<\/p>\n

31.F1\u503c<\/h4>\n

F1\u503c\u662f\u7efc\u5408\u8003\u8651\u7cbe\u786e\u5ea6(Precision)\u548c\u53ec\u56de\u7387(Recall)\u7684\u8bc4\u4f30\u6307\u6807\uff0c\u7528\u4e8e\u8bc4\u4f30\u5206\u7c7b\u6a21\u578b\u6027\u80fd\u3002F1\u503c\u662f\u8fd9\u4e24\u8005\u7684\u8c03\u548c\u5e73\u5747\uff0c\u8ba1\u7b97\u65b9\u6cd5\u4e3a2 * (Precision * Recall) \/ (Precision + Recall)\u3002F1\u503c\u7684\u8303\u56f4\u57280\u548c1\u4e4b\u95f4\uff0c\u53d6\u51b3\u4e8e\u7cbe\u786e\u5ea6\u548c\u53ec\u56de\u7387\u7684\u5e73\u8861\u3002\u5b83\u5bf9\u4e8e\u89e3\u51b3\u7c7b\u522b\u4e0d\u5e73\u8861\u7684\u95ee\u9898\u7279\u522b\u6709\u7528\uff0c\u56e0\u4e3a\u5b83\u5728\u4e24\u8005\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u5f53\u6a21\u578b\u9700\u8981\u5728\u7cbe\u786e\u6027\u548c\u8986\u76d6\u7387\u4e4b\u95f4\u505a\u51fa\u6743\u8861\u65f6\uff0cF1\u503c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7efc\u5408\u7684\u8bc4\u4f30\u6307\u6807\uff0c\u5bf9\u4e8e\u8bc4\u4f30\u6a21\u578b\u5728\u5404\u4e2a\u7c7b\u522b\u4e0a\u7684\u6574\u4f53\u6027\u80fd\u66f4\u5177\u610f\u4e49\u3002<\/p>\n

32.AIGC<\/h4>\n

AIGC\u6307\u5229\u7528\u4eba\u5de5\u667a\u80fd\u6280\u672f\u751f\u6210\u6587\u5b57\u3001\u56fe\u50cf\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u5185\u5bb9\u7684\u65b9\u6cd5\u3002\u8fd9\u6db5\u76d6\u4e86\u5404\u79cd\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u5982\u6587\u672c\u751f\u6210\u6a21\u578b\u3001\u56fe\u50cf\u751f\u6210\u6a21\u578b(\u5982GAN)\uff0c\u8bed\u97f3\u5408\u6210\u7b49\u3002AIGC\u5728\u521b\u9020\u6027\u5185\u5bb9\u751f\u6210\u3001\u827a\u672f\u521b\u4f5c\u3001\u81ea\u52a8\u5316\u5a92\u4f53\u5236\u4f5c\u7b49\u65b9\u9762\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u4e3a\u5404\u79cd\u9886\u57df\u5e26\u6765\u521b\u65b0\u548c\u4fbf\u5229\u3002<\/p>\n<\/div>\n<\/div>\n

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<\/div>\n","protected":false},"excerpt":{"rendered":"

\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7684\u8fc5\u731b\u53d1\u5c55\uff0c\u6211\u4eec\u6b63\u7f6e\u8eab\u4e8e\u7b2c\u56db\u6b21\u5de5\u4e1a\u9769\u547d\u7684\u6d6a\u6f6e\u4e2d\u3002\u5728\u8fd9\u4e2a\u6570\u5b57\u5316\u7684\u65f6\u4ee3\uff0c\u7f51\u7edc\u5b89\u5168\u6210\u4e3a\u5404\u884c\u4e1a\u81f3\u5173\u91cd\u8981\u7684\u8bae […]<\/p>\n

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<\/g><\/svg><\/i> \"Loading\"<\/p>\n

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