{"id":3814,"date":"2025-06-15T00:00:13","date_gmt":"2025-06-14T16:00:13","guid":{"rendered":"https:\/\/www.wunen.com\/index.php\/2025\/06\/15\/%e6%b5%85%e8%b0%88%e8%bf%81%e7%a7%bb%e5%ad%a6%e4%b9%a0%ef%bc%8c%e5%a2%9e%e9%87%8f%e5%ad%a6%e4%b9%a0\/"},"modified":"2025-06-15T00:00:13","modified_gmt":"2025-06-14T16:00:13","slug":"%e6%b5%85%e8%b0%88%e8%bf%81%e7%a7%bb%e5%ad%a6%e4%b9%a0%ef%bc%8c%e5%a2%9e%e9%87%8f%e5%ad%a6%e4%b9%a0","status":"publish","type":"post","link":"http:\/\/www.wunen.com\/index.php\/2025\/06\/15\/%e6%b5%85%e8%b0%88%e8%bf%81%e7%a7%bb%e5%ad%a6%e4%b9%a0%ef%bc%8c%e5%a2%9e%e9%87%8f%e5%ad%a6%e4%b9%a0\/","title":{"rendered":"\u6d45\u8c08\u8fc1\u79fb\u5b66\u4e60\uff0c\u589e\u91cf\u5b66\u4e60"},"content":{"rendered":"<div class=\"article_content clearfix\" id=\"article_content\">\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/kdoc_html_views-1a98987dfd.css\" rel=\"stylesheet\"\/>\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/ck_htmledit_views-704d5b9767.css\" rel=\"stylesheet\"\/>\n<div class=\"markdown_views prism-github-gist\" id=\"content_views\">\n  <svg style=\"display: none;\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n   <path d=\"M5,0 0,2.5 5,5z\" id=\"raphael-marker-block\" stroke-linecap=\"round\" style=\"-webkit-tap-highlight-color: rgba(0, 0, 0, 0);\">\n   <\/path>\n  <\/svg><\/p>\n<div class=\"toc\">\n<h4>\n    \u6587\u7ae0\u76ee\u5f55<br \/>\n   <\/h4>\n<ul>\n<li>\n<ul>\n<li>\n<ul>\n<li>\n         <a href=\"#_9\" rel=\"nofollow\"><br \/>\n          \u8fc1\u79fb\u5b66\u4e60<br \/>\n         <\/a>\n        <\/li>\n<li>\n<ul>\n<li>\n           <a href=\"#_domain_adaptation__13\" rel=\"nofollow\"><br \/>\n            \u8fc1\u79fb\u5b66\u4e60\u4e0e domain adaptation \u57df\u9002\u5e94<br \/>\n           <\/a>\n          <\/li>\n<li>\n           <a href=\"#_finetune__27\" rel=\"nofollow\"><br \/>\n            \u8fc1\u79fb\u5b66\u4e60\u4e0e finetune \u5fae\u8c03<br \/>\n           <\/a>\n          <\/li>\n<\/ul>\n<\/li>\n<li>\n         <a href=\"#_36\" rel=\"nofollow\"><br \/>\n          \u589e\u91cf\u5b66\u4e60<br \/>\n         <\/a>\n        <\/li>\n<li>\n         <a href=\"#_48\" rel=\"nofollow\"><br \/>\n          \u589e\u91cf\u5b66\u4e60\u4e0e\u8fc1\u79fb\u5b66\u4e60<br \/>\n         <\/a>\n        <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div>\n<p>\n  <strong><br \/>\n   \u6700\u8fd1\u5728\u770b\u4e00\u4e9b\u589e\u91cf\u5b66\u4e60\u7684\u8bba\u6587\uff0c\u5728\u5b66\u4e60\u7684\u8fc7\u7a0b\u4e2d\u4e0d\u514d\u4f1a\u9047\u5230\u589e\u91cf\u5b66\u4e60\u4e0e\u8fc1\u79fb\u5b66\u4e60\u7684\u76f8\u5173\u6982\u5ff5\u7684\u8054\u7cfb\u548c\u533a\u522b\uff0c\u4e0b\u9762\u662f\u4e2a\u4eba\u7684\u4e00\u4e9b\u603b\u7ed3\u548c\u7406\u89e3\uff0c\u53ea\u662f\u6982\u5ff5\u7406\u89e3\u5c42\u9762\uff0c\u6ca1\u6709\u6df1\u5165\u5230\u7b97\u6cd5\u5c42\u9762\uff0c\u82e5\u6709\u4e0d\u5f53\u4e4b\u5904\u8fd8\u8bf7\u7559\u8a00\u4ea4\u6d41\u6307\u6b63\u3002<br \/>\n  <\/strong><\/p>\n<p>\n   \u5728\u4f20\u7edf\u5206\u7c7b\u4efb\u52a1\u4e2d\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u8bad\u7ec3\u5f97\u5230\u7684\u5206\u7c7b\u6a21\u578b\u5177\u6709\u51c6\u786e\u6027\u548c\u9ad8\u53ef\u9760\u6027\uff0c\u7531\u4e24\u4e2a\u57fa\u672c\u5047\u8bbe:<br \/>\n   <br \/>\n   1.\u5b66\u4e60\u7684\u8bad\u7ec3\u6837\u672c\u548c\u65b0\u7684\u6d4b\u8bd5\u6837\u672c\u6ee1\u8db3\u72ec\u7acb\u540c\u5206\u5e03<br \/>\n   <br \/>\n   2.\u5fc5\u987b\u6709\u8db3\u591f\u53ef\u7528\u7684\u8bad\u7ec3\u6837\u672c\n  <\/p>\n<h4>\n   <a id=\"_9\"><br \/>\n   <\/a><br \/>\n   \u8fc1\u79fb\u5b66\u4e60<br \/>\n  <\/h4>\n<p>\n   \u8fc1\u79fb\u5b66\u4e60\u662f\u6307\u7528\u5df2\u5b58\u6709\u7684\u77e5\u8bc6\u5bf9\u4e0d\u540c\u4f46\u76f8\u5173\u9886\u57df\u95ee\u9898\u8fdb\u884c\u6c42\u89e3\u7684\u4e00\u79cd\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u3002\u8fd9\u91cc\u8fc1\u79fb\u5b66\u4e60\u653e\u5bbd\u4e86\u4e0a\u9762\u7684\u4e24\u4e2a\u57fa\u672c\u5047\u8bbe\uff0c\u6211\u4eec\u53ef\u4ee5\u8fc1\u79fb\u5df2\u6709\u7684\u77e5\u8bc6\u6765\u89e3\u51b3\u76ee\u6807\u9886\u57df\u4e2d\u4ec5\u6709\u5c11\u91cf\u6709\u6807\u7b7e\u6837\u672c\u6570\u636e\u751a\u81f3\u6ca1\u6709\u5b66\u4e60\u6837\u672c\u7684\u95ee\u9898\u3002\uff08\u5f53\u7136\u4e86\uff0c\u76ee\u6807\u9886\u57df\u6837\u672c\u91cf\u80af\u5b9a\u662f\u8d8a\u591a\u8d8a\u597d\u7684\uff09\u3002\u5f53\u4e0d\u540c\u5143\u7d20\u5171\u4eab\u7684\u56e0\u7d20\u8d8a\u591a\uff0c\u8fc1\u79fb\u5b66\u4e60\u5c31\u8d8a\u5bb9\u6613\uff0c\u5c31\u597d\u50cf\u4f60\u5b66\u4f1a\u4e86\u9a91\u81ea\u884c\u8f66\uff0c\u53ef\u80fd\u5c31\u5f88\u5bb9\u6613\u5b66\u4f1a\u9a91\u6469\u6258\u8f66\uff0c\u4f46\u662f\u5b66\u4f1a\u9a91\u81ea\u884c\u8f66\u518d\u53bb\u9a91\u4e09\u8f6e\u8f66\uff0c\u53ef\u80fd\u5c31\u4f1a\u5f88\u4e0d\u9002\u5e94\u3002\uff08\u4eb2\u8eab\u7ecf\u5386\uff0c\u786e\u5b9e\u5982\u6b64\uff0c\u4e09\u8f6e\u8f66\u6bcf\u6b21\u62d0\u5f2f\u7684\u65f6\u5019\uff0c\u53ef\u80fd\u65f6\u56e0\u4e3a\u91cd\u5fc3\u7684\u4f4d\u7f6e\u4e0e\u81ea\u884c\u8f66\u4e0d\u4e00\u6837\uff0c\u603b\u6709\u4e00\u79cd\u8981\u7ffb\u8f66\u7684\u611f\u89c9\uff0c\u5f88\u5bb9\u6613\u5931\u53bb\u5e73\u8861\uff09\n  <\/p>\n<h5>\n   <a id=\"_domain_adaptation__13\"><br \/>\n   <\/a><br \/>\n   \u8fc1\u79fb\u5b66\u4e60\u4e0e domain adaptation \u57df\u9002\u5e94<br \/>\n  <\/h5>\n<p>\n   \u8fd9\u91cc\u7684\u57df\u9002\u5e94\u662f\u8fc1\u79fb\u5b66\u4e60\u4e2d\u6700\u5e38\u89c1\u7684\u95ee\u9898\u4e4b\u4e00\uff0c\u4e3b\u8981\u662f\u57df\u4e0d\u540c\u4f46\u4efb\u52a1\u76f8\u540c\uff0c\u4e14\u6e90\u57df\u6570\u636e\u6709\u6807\u7b7e\uff0c\u76ee\u6807\u57df\u6570\u636e\u6ca1\u6709\u6807\u7b7e\u6216\u8005\u53ea\u6709\u5f88\u5c11\u6570\u636e\u6709\u6807\u7b7e\u3002\n  <\/p>\n<div align=\"center\">\n  <\/div>\n<p>\n   \u5373\u57df\u9002\u5e94\u4e3b\u8981\u95ee\u9898\u662f\u5982\u4f55\u51cf\u5c11 \u6e90\u57df\u4e0e\u76ee\u6807\u57df\u4e0d\u540c\u5206\u5e03\u4e4b\u95f4\u7684\u5dee\u5f02\u3002\n  <\/p>\n<div align=\"center\">\n  <\/div>\n<p>\n   \u4e0a\u56fe\u4e3a\u56db\u4e2a\u529e\u516c\u5ba4\u7528\u54c1\u5206\u7c7b\u6570\u636e\u96c6\u3002\u5747\u5305\u542b\u4e86\u663e\u793a\u5668\u8fd9\u4e00\u7c7b\uff0c\u4f46\u662f\u91c7\u96c6\u65b9\u5f0f\u4e0d\u540c\uff0c\u6807\u7b7e\u90fd\u662f\u76f8\u540c\u7684\u3002 \u5982\u4f55\u5c06\u57dfA\u4e0a\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u7528\u5728\u65e0\u6807\u7b7e\u6216\u8005\u5c11\u6807\u7b7e\u7684\u57dfB\u4e0a\uff0c\u662fdomain adaptation \u4e3b\u8981\u7814\u7a76\u7684\u95ee\u9898\u3002\n  <\/p>\n<h5>\n   <a id=\"_finetune__27\"><br \/>\n   <\/a><br \/>\n   \u8fc1\u79fb\u5b66\u4e60\u4e0e finetune \u5fae\u8c03<br \/>\n  <\/h5>\n<p>\n   finetune \u5219\u662f\u8fc1\u79fb\u5b66\u4e60\u7684\u4e00\u79cd\u5e38\u89c1\u7684\u65b9\u6cd5\uff0c\u5176\u4e2d\u5fae\u8c03\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u4e0d\u540c\u53ef\u4ee5\u5206\u6210\u4ee5\u4e0b\u51e0\u79cd\uff1a\n  <\/p>\n<p>\n   1\uff09\u5f53\u5f85\u8bad\u7ec3\u7684\u6570\u636e\u96c6\u8f83\u5c0f\uff0c\u5df2\u8bad\u7ec3\u7684\u6a21\u578b\u548c\u5f53\u524d\u4efb\u52a1\u76f8\u4f3c\u3002\u8fd9\u65f6\u53ea\u9700\u8981\u91cd\u65b0\u8bad\u7ec3\u5df2\u6709\u6a21\u578b\u6700\u540e\u7684\u51e0\u5c42\uff0c\u56fa\u5b9a\u524d\u9762\u7684\u5c42\u6765\u63d0\u53d6\u4f4e\u5c42\u6b21\u7279\u5f81\u3002<br \/>\n   <br \/>\n   2\uff09\u5f53\u5f85\u8bad\u7ec3\u7684\u6570\u636e\u96c6\u8f83\u5c0f\uff0c\u5df2\u8bad\u7ec3\u7684\u6a21\u578b\u4e0e\u5f53\u524d\u4efb\u52a1\u573a\u666f\u5dee\u8ddd\u8f83\u5927\uff0c\u53ef\u4ee5\u91cd\u65b0\u8bad\u7ec3\u5df2\u6709\u6a21\u578b\u9760\u8fd1\u8f93\u5165\u7684\u524d\u51e0\u5c42\uff0c\u6765\u8c03\u6574\u7f51\u7edc\u5bf9\u65b0\u7684\u4efb\u52a1\u573a\u666f\u8fdb\u884c\u5b66\u4e60\u3002<br \/>\n   <br \/>\n   3\uff09\u5f53\u5f85\u8bad\u7ec3\u7684\u6570\u636e\u96c6\u8f83\u5927\uff0c\u5df2\u8bad\u7ec3\u7684\u6a21\u578b\u548c\u5f53\u524d\u8bad\u7ec3\u6570\u636e\u7c7b\u4f3c\u3002\u53ef\u4ee5\u57fa\u4e8e\u5df2\u6709\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5c06\u5176\u5168\u90e8\u5c42\u90fd\u5728\u65b0\u6570\u636e\u4e0a\u8fdb\u884c\u5fae\u8c03\uff08\u4e5f\u662f\u4f20\u7edf\u5206\u7c7b\u4efb\u52a1\u4e2d\u5fae\u8c03\u6700\u5e38\u7528\u7684\u65b9\u5f0f\uff09<br \/>\n   <br \/>\n   4\uff09\u5f53\u5f85\u8bad\u7ec3\u7684\u6570\u636e\u96c6\u8f83\u5927\uff0c\u5df2\u8bad\u7ec3\u7684\u6a21\u578b\u548c\u5f53\u524d\u8bad\u7ec3\u6570\u636e\u5dee\u5f02\u5ea6\u5f88\u9ad8\u3002\u8fd9\u662f\u9700\u8981\u7f51\u7edc\u5728\u65b0\u6570\u636e\u96c6\u4e0a\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\uff0c\u5fae\u8c03\u5df2\u7ecf\u4e0d\u8d77\u4f5c\u7528\u4e86\u3002\n  <\/p>\n<h4>\n   <a id=\"_36\"><br \/>\n   <\/a><br \/>\n   \u589e\u91cf\u5b66\u4e60<br \/>\n  <\/h4>\n<p>\n   \u589e\u91cf\u5b66\u4e60\u662f\u6307\u4e00\u4e2a\u5b66\u4e60\u7cfb\u7edf\u80fd\u4e0d\u65ad\u5730\u4ece\u65b0\u6837\u672c\u4e2d\u5b66\u4e60\u65b0\u7684\u77e5\u8bc6\uff0c\u5e76\u80fd\u4fdd\u5b58\u5927\u90e8\u5206\u5df2\u7ecf\u5b66\u4e60\u5230\u7684\u77e5\u8bc6\u3002\u5176\u975e\u5e38\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u81ea\u8eab\u7684\u5b66\u4e60\u6a21\u5f0f\uff0c\u8bbe\u60f3\u4e00\u4e0b\uff0c\u5f53\u6211\u4eec\u5b66\u4f1a\u4e86 0-9 \u8bc6\u522b\u4e0e\u4e66\u5199\uff0c\u518d\u5b66\u4e60 A-Z \u5b57\u6bcd\u8868\u7684\u8bc6\u522b\u4e0e\u4e66\u5199\u540e\u6211\u4eec\u4ecd\u7136\u8bb0\u5f97 0-9 \u6570\u5b57\u7684\u8bc6\u522b\u4e0e\u4e66\u5199\uff0c\u800c\u76ee\u524d\u4f20\u7edf\u5206\u7c7b\u4efb\u52a1\u662f\u4e00\u4e2a\u7f51\u7edc\u5b66\u4e60\u4e86 0-9 \u6570\u5b57\u5206\u7c7b\uff0c\u518d\u7528\u8fd9\u4e2a\u7f51\u7edc\u5b66\u4e60 A-Z \u5b57\u6bcd\u5206\u7c7b\u540e\uff0c\u5c31\u4f1a\u96be\u4ee5\u5bf9\u6570\u5b57\u6709\u4e00\u4e2a\u5f88\u597d\u7684\u5206\u7c7b\uff0c\u5982\u679c\u60f3\u517c\u987e 0-9 \u548c A-Z \u5219\u9700\u8981\u5c06\u6240\u6709\u79cd\u7c7b\u7684\u6837\u672c\u90fd\u8f93\u5165\u5230\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u8bad\u7ec3\uff0c\u8fd9\u65e0\u7591\u662f\u5f88\u8017\u65f6\u8017\u529b\u7684\u3002\n  <\/p>\n<p>\n   \u6240\u4ee5\u589e\u91cf\u5b66\u4e60\u4e3b\u8981\u5173\u6ce8\u7684\u662f\u707e\u96be\u6027\u9057\u5fd8\uff08Catastrophic forgetting\uff09\uff0c\u5e73\u8861\u65b0\u77e5\u8bc6\u4e0e\u65e7\u77e5\u8bc6\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5373\u5982\u4f55\u5728\u5b66\u4e60\u65b0\u77e5\u8bc6\u7684\u60c5\u51b5\u4e0b\u4e0d\u5fd8\u8bb0\u65e7\u77e5\u8bc6\u3002\u5f15\u7528Robipolikar\u5bf9\u589e\u91cf\u5b66\u4e60\u7b97\u6cd5\u7684\u5b9a\u4e49,\u5373\u4e00\u4e2a\u589e\u91cf\u5b66\u4e60\u7b97\u6cd5\u5e94\u540c\u65f6\u5177\u6709\u4ee5\u4e0b\u7279\u70b9:<br \/>\n   <br \/>\n   1\uff09 \u53ef\u4ee5\u4ece\u65b0\u6570\u636e\u4e2d\u5b66\u4e60\u65b0\u77e5\u8bc6<br \/>\n   <br \/>\n   2\uff09 \u4ee5\u524d\u5df2\u7ecf\u5904\u7406\u8fc7\u7684\u6570\u636e\u4e0d\u9700\u8981\u91cd\u590d\u5904\u7406<br \/>\n   <br \/>\n   3\uff09 \u6bcf\u6b21\u53ea\u6709\u4e00\u4e2a\u8bad\u7ec3\u89c2\u6d4b\u6837\u672c\u88ab\u770b\u5230\u548c\u5b66\u4e60<br \/>\n   <br \/>\n   4\uff09 \u5b66\u4e60\u65b0\u77e5\u8bc6\u7684\u540c\u65f6\u80fd\u4fdd\u6301\u4ee5\u524d\u5b66\u4e60\u5230\u7684\u5927\u90e8\u5206\u77e5\u8bc6<br \/>\n   <br \/>\n   5\uff09 \u4e00\u65e6\u5b66\u4e60\u5b8c\u6210\u540e\u8bad\u7ec3\u89c2\u6d4b\u6837\u672c\u88ab\u4e22\u5f03<br \/>\n   <br \/>\n   6\uff09 \u5b66\u4e60\u7cfb\u7edf\u6ca1\u6709\u5173\u4e8e\u6574\u4e2a\u8bad\u7ec3\u6837\u672c\u7684\u5148\u9a8c\u77e5\u8bc6\n  <\/p>\n<h4>\n   <a id=\"_48\"><br \/>\n   <\/a><br \/>\n   \u589e\u91cf\u5b66\u4e60\u4e0e\u8fc1\u79fb\u5b66\u4e60<br \/>\n  <\/h4>\n<p>\n   \u7efc\u4e0a\u6240\u8ff0\uff0c\u5728\u6982\u5ff5\u4e0a\uff0c\u589e\u91cf\u5b66\u4e60\u4e0e\u8fc1\u79fb\u5b66\u4e60\u6700\u5927\u7684\u533a\u522b\u5c31\u662f<br \/>\n   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