{"id":1692,"date":"2026-07-20T11:18:16","date_gmt":"2026-07-20T03:18:16","guid":{"rendered":"https:\/\/heqiwei.cn\/?p=1692"},"modified":"2026-07-20T11:18:17","modified_gmt":"2026-07-20T03:18:17","slug":"%e3%80%8c%e8%ae%ba%e6%96%87%e7%ac%94%e8%ae%b0%e3%80%8dgeneralizable-sleep-staging-via-multi-level-domain-alignment","status":"publish","type":"post","link":"https:\/\/heqiwei.cn\/index.php\/2026\/07\/20\/%e3%80%8c%e8%ae%ba%e6%96%87%e7%ac%94%e8%ae%b0%e3%80%8dgeneralizable-sleep-staging-via-multi-level-domain-alignment\/","title":{"rendered":"\u300c\u8bba\u6587\u7b14\u8bb0\u300dGeneralizable sleep staging via multi-level domain alignment"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u6838\u5fc3\u8d21\u732e\uff1a\u9996\u6b21\u5c06<span style=\"font-size: 1.2rem;\"><strong>\u57df\u6cdb\u5316\u7cfb\u7edf<\/strong><\/span>\u5f15\u5165\u7761\u7720\u5206\u671f\u4efb\u52a1\uff0c\u63d0\u51fa\u9762\u5411\u8de8\u6570\u636e\u96c6\u6cdb\u5316\u7684 SleepDG 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class=\"wp-block-list\">\n<li><strong>CNN \u5c40\u90e8\u7f16\u7801<\/strong>\uff1a\u5bf9\u6bcf\u4e2a 30 \u79d2\u65f6\u6bb5\u5355\u72ec\u505a\u5377\u79ef\uff0c\u63d0\u53d6\u9891\u57df\u3001\u6ce2\u5f62\u5c42\u9762\u7684\u5c40\u90e8\u7279\u5f81\uff0c\u6bcf\u4e2a\u65f6\u6bb5\u8f93\u51fa\u4e00\u4e2a\u7279\u5f81\u5411\u91cf\u3002<\/li>\n\n\n\n<li><strong>Transformer \u5168\u5c40\u7f16\u7801<\/strong>\uff1a\u5c06 L \u4e2a\u65f6\u6bb5\u7684\u7279\u5f81\u5411\u91cf\u8f93\u5165 Transformer\uff0c\u901a\u8fc7\u81ea\u6ce8\u610f\u529b\u5efa\u6a21\u65f6\u6bb5\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u8f93\u51fa\u878d\u5408\u4e86\u4e0a\u4e0b\u6587\u7684\u5e8f\u5217\u7279\u5f81\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u7f16\u7801\u5668\u91cd\u6784<\/strong>\uff1a\u7528\u89e3\u7801\u5668\u4ece\u7279\u5f81\u8fd8\u539f\u539f\u59cb\u4fe1\u53f7\uff0c\u7528\u91cd\u6784\u635f\u5931\u7ea6\u675f\u7279\u5f81\u7684\u4fdd\u771f\u5ea6\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e24\u7ea7\u5bf9\u9f50\u673a\u5236<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u7f16\u7801\u5f97\u5230\u7684\u7279\u5f81\u4e0a\uff0c\u540c\u65f6\u65bd\u52a0\u4e24\u79cd\u5bf9\u9f50\u7ea6\u675f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u65f6\u6bb5\u7ea7\u5bf9\u9f50<\/strong>\uff1a\u7edf\u8ba1\u6bcf\u4e2a\u57df\u6240\u6709\u65f6\u6bb5\u7279\u5f81\u7684\u5747\u503c\u548c\u534f\u65b9\u5dee\uff0c\u6700\u5c0f\u5316\u4e0d\u540c\u57df\u4e4b\u95f4\u7684\u7edf\u8ba1\u91cf\u5dee\u5f02\u3002<\/li>\n\n\n\n<li><strong>\u5e8f\u5217\u7ea7\u5bf9\u9f50<\/strong>\uff1a\u7edf\u8ba1\u6bcf\u4e2a\u57df\u6240\u6709\u5e8f\u5217\u7684\u65f6\u6bb5\u95f4\u76f8\u5173\u7cfb\u6570\u77e9\u9635\uff0c\u6700\u5c0f\u5316\u4e0d\u540c\u57df\u4e4b\u95f4\u7684\u5e73\u5747\u76f8\u5173\u77e9\u9635\u5dee\u5f02\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u591a\u635f\u5931\u8054\u5408\u8bad\u7ec3<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u603b\u635f\u5931\u7531\u4e09\u90e8\u5206\u52a0\u6743\u7ec4\u6210\uff0c\u7aef\u5230\u7aef\u8054\u5408\u4f18\u5316\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5206\u7c7b\u635f\u5931<\/strong>\uff1a\u4ea4\u53c9\u71b5\u635f\u5931\uff0c\u4fdd\u8bc1\u7761\u7720\u5206\u671f\u7684\u5206\u7c7b\u7cbe\u5ea6\uff0c\u662f\u4e3b\u4efb\u52a1\u635f\u5931\u3002<\/li>\n\n\n\n<li><strong>\u91cd\u6784\u635f\u5931<\/strong>\uff1aMSE \u635f\u5931\uff0c\u4fdd\u8bc1\u7279\u5f81\u7684\u4fe1\u606f\u5b8c\u6574\u6027\uff0c\u662f\u8f85\u52a9\u7ea6\u675f\u3002<\/li>\n\n\n\n<li><strong>\u5bf9\u9f50\u635f\u5931<\/strong>\uff1a\u65f6\u6bb5\u7ea7\u5bf9\u9f50\u635f\u5931 + \u5e8f\u5217\u7ea7\u5bf9\u9f50\u635f\u5931\uff0c\u4fdd\u8bc1\u57df\u4e0d\u53d8\u6027\uff0c\u662f\u6cdb\u5316\u80fd\u529b\u7684\u6838\u5fc3\u6765\u6e90\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u5b9e\u9a8c\u7ed3\u8bba<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6574\u4f53\u6027\u80fd SOTA<\/strong>\uff1a\u5728 5 \u4e2a\u516c\u5f00\u7761\u7720\u6570\u636e\u96c6\u7684\u7559\u4e00\u9a8c\u8bc1\u8bbe\u7f6e\u4e0b\uff0cSleepDG \u5728\u6240\u6709\u6d4b\u8bd5\u573a\u666f\u4e2d\u5747\u4f18\u4e8e\u4f20\u7edf\u7761\u7720\u5206\u671f\u6a21\u578b\u548c\u7ecf\u5178\u57df\u6cdb\u5316\u65b9\u6cd5\uff0c\u5e73\u5747\u51c6\u786e\u7387\u6bd4\u57fa\u7ebf\u6a21\u578b\u63d0\u5347 6.27%\uff0c\u5927\u5e45\u5237\u65b0\u4e86\u8de8\u6570\u636e\u96c6\u6cdb\u5316\u7684\u6027\u80fd\u7eaa\u5f55\u3002<\/li>\n\n\n\n<li><strong>\u6d88\u878d\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u591a\u7ea7\u8bbe\u8ba1\u7684\u6709\u6548\u6027<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5355\u72ec\u52a0\u65f6\u6bb5\u7ea7\u5bf9\u9f50\uff0c\u6027\u80fd\u63d0\u5347 3.57%\uff1b\u5355\u72ec\u52a0\u5e8f\u5217\u7ea7\u5bf9\u9f50\uff0c\u6027\u80fd\u63d0\u5347 2.37%\uff1b<\/li>\n\n\n\n<li>\u4e24\u8005\u7ed3\u5408\u7684\u591a\u7ea7\u5bf9\u9f50\uff0c\u6027\u80fd\u63d0\u5347 6.27%\uff0c\u5b58\u5728\u660e\u663e\u7684\u589e\u76ca\u53e0\u52a0\u6548\u5e94\uff0c\u8bc1\u660e\u4e24\u7ea7\u5bf9\u9f50\u5206\u522b\u89e3\u51b3\u4e86\u4e0d\u540c\u5c42\u9762\u7684\u57df\u504f\u79fb\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7279\u5f81\u53ef\u89c6\u5316\u76f4\u89c2\u4f50\u8bc1<\/strong>\uff1at-SNE \u53ef\u89c6\u5316\u663e\u793a\uff0c\u7ecf\u8fc7\u591a\u7ea7\u5bf9\u9f50\u540e\uff0c\u4e0d\u540c\u57df\u7684\u540c\u9636\u6bb5\u7279\u5f81\u7d27\u5bc6\u805a\u96c6\uff0c\u4e0d\u540c\u9636\u6bb5\u6e05\u6670\u5206\u79bb\uff0c\u8bc1\u660e\u6a21\u578b\u786e\u5b9e\u5b66\u5230\u4e86\u4e0e\u6570\u636e\u96c6\u65e0\u5173\u7684\u3001\u7eaf\u8bed\u4e49\u7684\u57df\u4e0d\u53d8\u7279\u5f81\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u601d\u8003\u4e0e\u542f\u53d1<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bba\u6587\u7684\u6838\u5fc3\u4ef7\u503c<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8303\u5f0f\u4ef7\u503c<\/strong>\uff1a\u786e\u7acb\u4e86\u7761\u7720\u5206\u671f\u9886\u57df\u57df\u6cdb\u5316\u4efb\u52a1\u7684\u6807\u51c6\u8bbe\u5b9a\uff0c\u540e\u7eed\u76f8\u5173\u7814\u7a76\u57fa\u672c\u90fd\u6cbf\u7528\u4e86\u8be5\u5b9e\u9a8c\u6846\u67b6\u3002<\/li>\n\n\n\n<li><strong>\u65b9\u6cd5\u4ef7\u503c<\/strong>\uff1a\u63d0\u51fa\u7684\u300c\u591a\u7ea7\u5bf9\u9f50\u300d\u601d\u8def\u5177\u6709\u5f88\u5f3a\u7684\u53ef\u8fc1\u79fb\u6027 \u2014\u2014 \u6240\u6709\u65f6\u5e8f\u7c7b\u4fe1\u53f7\u7684\u57df\u6cdb\u5316\u95ee\u9898\uff08\u5982\u60c5\u611f\u8111\u7535\u3001\u8fd0\u52a8\u60f3\u8c61\u8111\u7535\uff09\uff0c\u90fd\u53ef\u4ee5\u501f\u9274\u300c\u5355\u6837\u672c\u5bf9\u9f50 + 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