{"id":2674,"date":"2026-09-03T14:27:55","date_gmt":"2026-09-03T06:27:55","guid":{"rendered":"http:\/\/blog.xtaa.cn\/?p=2674"},"modified":"2026-09-03T14:40:21","modified_gmt":"2026-09-03T06:40:21","slug":"%e6%a8%a1%e5%9e%8b%e8%af%84%e4%bc%b0%ef%bc%9a%e5%87%86%e7%a1%ae%e7%8e%87%e3%80%81%e7%b2%be%e7%a1%ae%e7%8e%87%e3%80%81%e5%8f%ac%e5%9b%9e%e7%8e%87%e3%80%81f1-%e5%80%bc","status":"publish","type":"post","link":"http:\/\/blog.xtaa.cn\/index.php\/2026\/09\/03\/%e6%a8%a1%e5%9e%8b%e8%af%84%e4%bc%b0%ef%bc%9a%e5%87%86%e7%a1%ae%e7%8e%87%e3%80%81%e7%b2%be%e7%a1%ae%e7%8e%87%e3%80%81%e5%8f%ac%e5%9b%9e%e7%8e%87%e3%80%81f1-%e5%80%bc\/","title":{"rendered":"\u6a21\u578b\u8bc4\u4f30\uff1a\u51c6\u786e\u7387\u3001\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u3001F1 \u503c\uff0c\u8fc7\u62df\u5408"},"content":{"rendered":"\n

\u8fd9\u56db\u4e2a\u6307\u6807\u662f\u673a\u5668\u5b66\u4e60\u4e2d\u7528\u6765\u200c\u8bc4\u4f30\u5206\u7c7b\u6a21\u578b\u6027\u80fd<\/strong>\u200c\u7684\u6838\u5fc3\u6807\u51c6\uff0c\u4e3b\u8981\u8861\u91cf\u6a21\u578b\u9884\u6d4b\u5f97\u201c\u51c6\u4e0d\u51c6\u201d\u548c\u201c\u5168\u4e0d\u5168\u201d\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u200c\u51c6\u786e\u7387<\/strong>\u200c\u770b\u6574\u4f53\u5bf9\u9519\u6bd4\u4f8b\uff0c\u200c\u7cbe\u786e\u7387<\/strong>\u200c\u5173\u6ce8\u9884\u6d4b\u4e3a\u6b63\u7684\u7ed3\u679c\u91cc\u6709\u591a\u5c11\u662f\u771f\u7684\uff0c\u200c\u53ec\u56de\u7387<\/strong>\u200c\u5173\u6ce8\u5b9e\u9645\u4e3a\u6b63\u7684\u7ed3\u679c\u91cc\u88ab\u627e\u51fa\u4e86\u591a\u5c11\uff0c\u800c\u200cF1<\/strong>\u200c<\/mark>\u5219\u662f\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u7684\u7efc\u5408\u5e73\u8861\u5206\u3002\u200c\u200c\u200c\u767e\u79d1\u200c<\/p>\n\n\n\n

\u56db\u4e2a\u6307\u6807\u5177\u4f53\u600e\u4e48\u7b97<\/p>\n\n\n\n

\u8981\u7406\u89e3\u8fd9\u4e9b\u516c\u5f0f\uff0c\u5148\u5f97\u641e\u61c2\u56db\u4e2a\u57fa\u7840\u4ee3\u53f7\uff08\u6df7\u6dc6\u77e9\u9635\uff09\uff0c\u5b83\u4eec\u662f\u6240\u6709\u8ba1\u7b97\u7684\u57fa\u77f3\uff1a\u200c\u200c\u200c<\/p>\n\n\n\n

    \n
  1. \u200cTP (\u771f\u9633\u6027)<\/strong>\u200c<\/mark>\uff1a\u5b9e\u9645\u662f\u6b63\u4f8b\uff0c\u6a21\u578b\u4e5f\u9884\u6d4b\u4e3a\u6b63\uff08\u731c\u5bf9\u4e86\uff09\u3002<\/li>\n\n\n\n
  2. \u200cFP (\u5047\u9633\u6027)<\/strong>\u200c<\/mark>\uff1a\u5b9e\u9645\u662f\u8d1f\u4f8b\uff0c\u6a21\u578b\u9884\u6d4b\u4e3a\u6b63\uff08\u731c\u9519\u4e86\uff0c\u8bef\u62a5\uff09\u3002<\/li>\n\n\n\n
  3. \u200cFN (\u5047\u9634\u6027)<\/strong>\u200c<\/mark>\uff1a\u5b9e\u9645\u662f\u6b63\u4f8b\uff0c\u6a21\u578b\u9884\u6d4b\u4e3a\u8d1f\uff08\u731c\u9519\u4e86\uff0c\u6f0f\u62a5\uff09\u3002<\/li>\n\n\n\n
  4. \u200cTN (\u771f\u9634\u6027)<\/strong>\u200c<\/mark>\uff1a\u5b9e\u9645\u662f\u8d1f\u4f8b\uff0c\u6a21\u578b\u4e5f\u9884\u6d4b\u4e3a\u8d1f\uff08\u731c\u5bf9\u4e86\uff09\u3002<\/li>\n<\/ol>\n\n\n\n

    \u57fa\u4e8e\u4ee5\u4e0a\u4ee3\u53f7\uff0c\u56db\u4e2a\u6307\u6807\u7684\u8ba1\u7b97\u903b\u8f91\u5982\u4e0b\uff1a\u200c\u200c\u200c
    5. \u200c\u51c6\u786e\u7387 (Accuracy)<\/strong>\u200c<\/mark>
    – \u200c\u542b\u4e49<\/strong>\u200c<\/mark>\uff1a\u6240\u6709\u9884\u6d4b\u4e2d\uff0c\u731c\u5bf9\u7684\u6bd4\u4f8b\u3002
    – \u200c\u516c\u5f0f<\/strong>\u200c<\/mark>\uff1aAccuracy=TP+TNTP+TN+FP+FNA<\/em>cc<\/em>u<\/em>r<\/em>a<\/em>cy<\/em>=TP<\/em>+TN<\/em>+FP<\/em>+FN<\/em>TP<\/em>+TN<\/em>\u200b
    – \u200c\u7279\u70b9<\/strong>\u200c<\/mark>\uff1a\u6700\u76f4\u89c2\uff0c\u4f46\u5728\u6570\u636e\u4e0d\u5e73\u8861\uff08\u6bd4\u5982\u6b63\u6837\u672c\u6781\u5c11\uff09\u65f6\u4f1a\u5931\u771f\u3002\u200c\u200c\u200c
    6. \u200c\u7cbe\u786e\u7387 (Precision)<\/strong>\u200c<\/mark>
    – \u200c\u542b\u4e49<\/strong>\u200c<\/mark>\uff1a\u6a21\u578b\u9884\u6d4b\u4e3a\u201c\u6b63\u201d\u7684\u6837\u672c\u91cc\uff0c\u771f\u6b63\u662f\u201c\u6b63\u201d\u7684\u6bd4\u4f8b\uff08\u67e5\u51c6\uff09\u3002
    – \u200c\u516c\u5f0f<\/strong>\u200c<\/mark>\uff1aPrecision=TPTP+FPP<\/em>rec<\/em>i<\/em>s<\/em>i<\/em>o<\/em>n<\/em>=TP<\/em>+FP<\/em>TP<\/em>\u200b
    – \u200c\u7279\u70b9<\/strong>\u200c<\/mark>\uff1a\u5206\u6bcd\u662f\u201c\u9884\u6d4b\u4e3a\u6b63\u7684\u603b\u6570\u201d\uff0c\u5173\u6ce8\u9884\u6d4b\u7ed3\u679c\u7684\u53ef\u9760\u6027\u3002\u200c\u200c\u200c
    7. \u200c\u53ec\u56de\u7387 (Recall)<\/strong>\u200c<\/mark>
    – \u200c\u542b\u4e49<\/strong>\u200c<\/mark>\uff1a\u5b9e\u9645\u4e3a\u201c\u6b63\u201d\u7684\u6837\u672c\u91cc\uff0c\u88ab\u6a21\u578b\u627e\u51fa\u6765\u7684\u6bd4\u4f8b\uff08\u67e5\u5168\uff09\u3002
    – \u200c\u516c\u5f0f<\/strong>\u200c<\/mark>\uff1aRecall=TPTP+FNR<\/em>ec<\/em>a<\/em>ll<\/em>=TP<\/em>+FN<\/em>TP<\/em>\u200b
    – \u200c\u7279\u70b9<\/strong>\u200c<\/mark>\uff1a\u5206\u6bcd\u662f\u201c\u5b9e\u9645\u4e3a\u6b63\u7684\u603b\u6570\u201d\uff0c\u5173\u6ce8\u662f\u5426\u6f0f\u6389\u4e86\u6b63\u6837\u672c\u3002\u200c\u200c
    8. \u200cF1 \u5206\u6570 (F1-Score)<\/strong>\u200c<\/mark>
    – \u200c\u542b\u4e49<\/strong>\u200c<\/mark>\uff1a\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u7684\u8c03\u548c\u5e73\u5747\u6570\uff0c\u7528\u6765\u7efc\u5408\u8bc4\u4f30\u6a21\u578b\u3002
    – \u200c\u516c\u5f0f<\/strong>\u200c<\/mark>\uff1aF1=2\u00d7Precision\u00d7RecallPrecision+RecallF<\/em>1=2\u00d7P<\/em>rec<\/em>i<\/em>s<\/em>i<\/em>o<\/em>n<\/em>+R<\/em>ec<\/em>a<\/em>ll<\/em>P<\/em>rec<\/em>i<\/em>s<\/em>i<\/em>o<\/em>n<\/em>\u00d7R<\/em>ec<\/em>a<\/em>ll<\/em>\u200b
    – \u200c\u7279\u70b9<\/strong>\u200c<\/mark>\uff1aF1 \u8d8a\u9ad8\uff0c\u8bf4\u660e\u6a21\u578b\u5728\u201c\u67e5\u51c6\u201d\u548c\u201c\u67e5\u5168\u201d\u4e0a\u8d8a\u5e73\u8861\uff0c\u8d8a\u63a5\u8fd1 1 \u8d8a\u597d\u3002\u200c\u200c\u767e\u79d1\u200c<\/p>\n\n\n\n

    \u51c6\u786e\u7387\u548c\u7cbe\u786e\u7387\u6709\u5565\u4e0d\u4e00\u6837<\/p>\n\n\n\n

    \u8fd9\u4e24\u4e2a\u540d\u5b57\u542c\u7740\u50cf\uff0c\u4f46\u610f\u601d\u5b8c\u5168\u4e0d\u540c\uff0c\u6700\u5bb9\u6613\u641e\u6df7\uff1a\u200c\u200c\u200c<\/p>\n\n\n\n

      \n
    • \u200c\u5173\u6ce8\u70b9\u4e0d\u540c<\/strong>\u200c\uff1a\u200c\u51c6\u786e\u7387<\/strong>\u200c\u662f\u770b\u201c\u6574\u4f53\u8868\u73b0\u201d\uff0c\u4e0d\u7ba1\u6b63\u8d1f\u6837\u672c\uff0c\u53ea\u8981\u731c\u5bf9\u5c31\u7b97\u5206\uff1b\u200c\u7cbe\u786e\u7387<\/strong>\u200c<\/mark>\u53ea\u770b\u201c\u9884\u6d4b\u4e3a\u6b63\u7684\u90a3\u90e8\u5206\u201d\uff0c\u4e0d\u7ba1\u8d1f\u6837\u672c\u731c\u5f97\u548b\u6837\u3002<\/li>\n\n\n\n
    • \u200c\u9002\u7528\u573a\u666f\u4e0d\u540c<\/strong>\u200c\uff1a\u5982\u679c\u6b63\u8d1f\u6837\u672c\u6570\u91cf\u5dee\u4e0d\u591a\uff08\u6bd4\u5982\u7537\u5973\u6bd4\u4f8b 1:1\uff09\uff0c\u7528\u200c\u51c6\u786e\u7387<\/strong>\u200c\u6ca1\u95ee\u9898\uff1b\u4f46\u5982\u679c\u6b63\u6837\u672c\u5f88\u5c11\uff08\u6bd4\u5982 100 \u4e2a\u4eba\u91cc\u53ea\u6709 1 \u4e2a\u75c5\u4eba\uff09\uff0c\u6a21\u578b\u5168\u731c\u201c\u6ca1\u75c5\u201d\u51c6\u786e\u7387\u4e5f\u6709 99%\uff0c\u4f46\u8fd9\u6ca1\u610f\u4e49\uff0c\u8fd9\u65f6\u5019\u5fc5\u987b\u770b\u200c\u7cbe\u786e\u7387<\/strong>\u200c\u548c\u200c\u53ec\u56de\u7387<\/strong>\u200c<\/mark>\u3002<\/li>\n\n\n\n
    • \u200c\u76f8\u4e92\u5236\u7ea6<\/strong>\u200c<\/mark>\uff1a\u901a\u5e38\u60f3\u63d0\u9ad8\u7cbe\u786e\u7387\uff08\u5c11\u8bef\u62a5\uff09\uff0c\u5c31\u4f1a\u964d\u4f4e\u53ec\u56de\u7387\uff08\u591a\u6f0f\u62a5\uff09\uff1b\u60f3\u63d0\u9ad8\u53ec\u56de\u7387\uff08\u5c11\u6f0f\u62a5\uff09\uff0c\u7cbe\u786e\u7387\u5c31\u4f1a\u4e0b\u964d\u3002F1 \u5206\u6570\u5c31\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u77db\u76fe\u800c\u751f\u7684\u3002\u200c\u200c\u200c<\/li>\n<\/ul>\n\n\n\n

      \u5b9e\u9645\u5e72\u6d3b\u65f6\u8be5\u9009\u54ea\u4e2a<\/p>\n\n\n\n

      \u4e0d\u540c\u7684\u4e1a\u52a1\u76ee\u6807\uff0c\u9009\u62e9\u7684\u6307\u6807\u4e5f\u4e0d\u4e00\u6837\uff0c\u9009\u9519\u4e86\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u767d\u7ec3\uff1a\u200c\u200c\u200c<\/p>\n\n\n\n

        \n
      1. \u200c\u8ffd\u6c42\u201c\u5b81\u53ef\u9519\u6740\u4e0d\u53ef\u653e\u8fc7\u201d<\/strong>\u200c\uff1a\u9009\u200c\u53ec\u56de\u7387<\/strong>\u200c<\/mark>\u3002\n
          \n
        • \u200c\u573a\u666f<\/strong>\u200c<\/mark>\uff1a\u75be\u75c5\u8bca\u65ad\u3001\u5730\u9707\u9884\u6d4b\u3001\u7f6a\u72af\u6293\u6355\u3002<\/li>\n\n\n\n
        • \u200c\u7406\u7531<\/strong>\u200c<\/mark>\uff1a\u6f0f\u6389\u4e00\u4e2a\u6b63\u4f8b\uff08FN\uff09\u4ee3\u4ef7\u592a\u5927\uff0c\u5fc5\u987b\u5c3d\u91cf\u628a\u6240\u6709\u6b63\u4f8b\u90fd\u627e\u51fa\u6765\uff0c\u54ea\u6015\u591a\u6293\u51e0\u4e2a\u9519\u7684\uff08FP\uff09\u4e5f\u80fd\u63a5\u53d7\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
        • \u200c\u8ffd\u6c42\u201c\u5b81\u53ef\u653e\u8fc7\u4e0d\u53ef\u9519\u6740\u201d<\/strong>\u200c\uff1a\u9009\u200c\u7cbe\u786e\u7387<\/strong>\u200c<\/mark>\u3002\n
            \n
          • \u200c\u573a\u666f<\/strong>\u200c<\/mark>\uff1a\u5783\u573e\u90ae\u4ef6\u8bc6\u522b\u3001\u63a8\u8350\u7cfb\u7edf\u3001\u641c\u7d22\u6392\u5e8f\u3002<\/li>\n\n\n\n
          • \u200c\u7406\u7531<\/strong>\u200c<\/mark>\uff1a\u628a\u6b63\u5e38\u90ae\u4ef6\u5f53\u5783\u573e\u90ae\u4ef6\uff08FP\uff09\u4f1a\u5f88\u70e6\uff0c\u6216\u8005\u7ed9\u7528\u6237\u63a8\u8350\u4e0d\u611f\u5174\u8da3\u7684\u5185\u5bb9\u4f1a\u964d\u4f4e\u4f53\u9a8c\uff0c\u6240\u4ee5\u9884\u6d4b\u51fa\u6765\u7684\u7ed3\u679c\u5fc5\u987b\u5f97\u51c6\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
          • \u200c\u8ffd\u6c42\u201c\u7efc\u5408\u5e73\u8861\u201d<\/strong>\u200c\uff1a\u9009\u200cF1 \u5206\u6570<\/strong>\u200c<\/mark>\u3002\n
              \n
            • \u200c\u573a\u666f<\/strong>\u200c<\/mark>\uff1a\u6587\u672c\u5206\u7c7b\u3001\u56fe\u50cf\u8bc6\u522b\u3001\u4e00\u822c\u6027\u5206\u7c7b\u4efb\u52a1\u3002<\/li>\n\n\n\n
            • \u200c\u7406\u7531<\/strong>\u200c<\/mark>\uff1a\u5f53\u8bef\u62a5\u548c\u6f0f\u62a5\u7684\u4ee3\u4ef7\u5dee\u4e0d\u591a\uff0c\u6216\u8005\u9700\u8981\u4e00\u4e2a\u5355\u4e00\u6307\u6807\u6765\u5bf9\u6bd4\u4e0d\u540c\u6a21\u578b\u7684\u597d\u574f\u65f6\uff0cF1 \u662f\u6700\u7a33\u59a5\u7684\u9009\u62e9\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
            • \u200c\u6570\u636e\u975e\u5e38\u5747\u8861\u65f6<\/strong>\u200c\uff1a\u9009\u200c\u51c6\u786e\u7387<\/strong>\u200c<\/mark>\u3002\n
                \n
              • \u200c\u573a\u666f<\/strong>\u200c<\/mark>\uff1a\u6b63\u8d1f\u6837\u672c\u6bd4\u4f8b\u63a5\u8fd1 1:1 \u7684\u7b80\u5355\u4efb\u52a1\u3002<\/li>\n\n\n\n
              • \u200c\u7406\u7531<\/strong>\u200c<\/mark>\uff1a\u8ba1\u7b97\u7b80\u5355\uff0c\u89e3\u91ca\u6210\u672c\u4f4e\uff0c\u80fd\u5feb\u901f\u53cd\u6620\u6a21\u578b\u6574\u4f53\u8fdb\u5ea6\u3002\u200c\u200c\u200c<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n

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

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

                \u8fc7\u62df\u5408<\/strong>\u662f\u8bad\u7ec3\u4e2d\u6700\u5927\u7684\u654c\u4eba\u4e4b\u4e00\uff0c\u5b9a\u4e49\u4e3a\uff1a\u6a21\u578b\u5728\u8bad\u7ec3\u96c6\u4e0a\u8868\u73b0\u5f88\u597d\uff0c\u4f46\u5bf9\u65b0\u6570\u636e\uff08\u6d4b\u8bd5\u96c6\uff09\u6cdb\u5316\u80fd\u529b\u5dee<\/strong>\u2014\u2014\u5c31\u50cf\u5b66\u751f\u628a\u8bfe\u672c\u7b54\u6848\u80cc\u5f97\u6eda\u74dc\u70c2\u719f\uff0c\u4f46\u6362\u4e2a\u9898\u578b\u5c31\u61f5\u4e86\u3002\u5224\u65ad”\u8fc7\u62df\u5408\u7684\u6a21\u578b\u5728\u65b0\u6570\u636e\u4e0a\u4e5f\u80fd\u8868\u73b0\u5f88\u597d”\u4e3a\u9519\u8bef<\/strong>\u3002\u9632\u6b62\u8fc7\u62df\u5408\u7684\u65b9\u6cd5\u6709\u56db\u7c7b\uff1a\u6570\u636e\u589e\u5f3a\u3001\u6b63\u5219\u5316\u3001Dropout\u3001\u589e\u52a0\u8bad\u7ec3\u6570\u636e<\/strong>\u2014\u2014<\/p>\n\n\n\n

                  \n
                • \u589e\u52a0\u8bad\u7ec3\u6570\u636e<\/strong>\u200c\uff1a\u76f4\u63a5\u6269\u5145\u6837\u672c\u91cf\uff0c\u8ba9\u6a21\u578b\u5b66\u4e60\u66f4\u5e7f\u6cdb\u7684\u5206\u5e03\uff0c\u662f\u4ece\u6e90\u5934\u4e0a\u89e3\u51b3\u8fc7\u62df\u5408\u7684\u6700\u4f73\u65b9\u6cd5\u3002\u4f46\u73b0\u5b9e\u4e2d\u6570\u636e\u91c7\u96c6\u548c\u6807\u6ce8\u6210\u672c\u5f88\u9ad8\u3002<\/li>\n\n\n\n
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