{"id":1640,"date":"2026-05-10T22:01:23","date_gmt":"2026-05-10T14:01:23","guid":{"rendered":"https:\/\/heqiwei.cn\/?p=1640"},"modified":"2026-05-12T21:06:42","modified_gmt":"2026-05-12T13:06:42","slug":"%e3%80%8c%e8%ae%ba%e6%96%87%e7%ac%94%e8%ae%b0%e3%80%8ddewave-discrete-eeg-waves-encoding-for-brain-dynamics-to-text-translation","status":"publish","type":"post","link":"https:\/\/heqiwei.cn\/index.php\/2026\/05\/10\/%e3%80%8c%e8%ae%ba%e6%96%87%e7%ac%94%e8%ae%b0%e3%80%8ddewave-discrete-eeg-waves-encoding-for-brain-dynamics-to-text-translation\/","title":{"rendered":"\u300c\u8bba\u6587\u7b14\u8bb0\u300dDeWave: Discrete EEG Waves Encoding for Brain Dynamics to Text Translation"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><\/blockquote>\n<\/blockquote>\n<\/blockquote>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2309.14030\">[2309.14030] DeWave: Discrete EEG Waves Encoding for Brain Dynamics to Text Translation<\/a><\/mark><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u96f6\u57fa\u7840\u5f15\u5165<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u628a\u8111\u7535\u56fe\uff08EEG\uff09\u7535\u4fe1\u53f7\u76f4\u63a5\u7ffb\u8bd1\u6210\u6587\u5b57\u7684\u65b0\u8303\u5f0f\uff0c\u8fd9\u4e00\u7ffb\u8bd1\u7684\u4efb\u52a1\u88ab\u79f0\u4e3a\u201cEEG to Text\u201d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7814\u7a76\u80cc\u666f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728DeWave\u9762\u4e16\u4e4b\u524d\uff0c\u4f20\u7edf\u7684EEG to Text\u8303\u5f0f\u90fd\u9762\u4e34\u4e09\u4e2a\u5c40\u9650\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u79bb\u4e0d\u5f00\u773c\u52a8\u4eea\u3002<\/strong>\u6240\u6709\u7684\u4f20\u7edf\u8303\u5f0f\u90fd\u9700\u8981\u53d7\u8bd5\u8005\u5728\u9605\u8bfb\u65f6\u4f69\u6234\u773c\u52a8\u4eea\uff0c\u8fd9\u6837\u624d\u80fd\u6839\u636e\u53d7\u8bd5\u8005\u7684\u773c\u52a8\u4fe1\u606f\u6765\u4e3aEEG\u4fe1\u53f7\u201c\u5207\u6bb5\u201d\uff0c\u4f7f\u5f97\u6bcf\u4e00\u6bb5\u4fe1\u53f7\u5bf9\u5e94\u4e00\u4e2a\u5b57\/\u8bcd\uff0c\u4f9d\u6b64\u4e3a\u6570\u636e\u63d0\u4f9b\u6807\u7b7e\u3002\u4f46\u662f\u8fd9\u5b58\u5728\u51e0\u5904\u9650\u5236\uff1a\u7b2c\u4e00\uff0c\u8bfb\u8005\u5927\u8111\u4e2d\u9605\u8bfb\u7684\u4fe1\u606f\u548c\u773c\u775b\u6b63\u6ce8\u89c6\u7684\u5185\u5bb9\u4e0d\u4e00\u5b9a\u5b9e\u65f6\u5339\u914d\uff1b\u7b2c\u4e8c\uff0c\u773c\u52a8\u4eea\u7684\u6346\u7ed1\u9020\u6210\u4e86\u5f88\u5927\u7684\u4e0d\u4fbf\uff1b\u7b2c\u4e09\uff0c\u6709\u4e9b\u7279\u6b8a\u7fa4\u4f53\uff08\u5982\u6e10\u51bb\u75c7\u60a3\u8005\uff09\u751a\u81f3\u65e0\u6cd5\u4f69\u6234\u773c\u52a8\u4eea\u3002<\/li>\n\n\n\n<li><strong>\u8de8\u88ab\u8bd5\u80fd\u529b\u6781\u5dee\u3002<\/strong>\u5bf9\u4e8e\u540c\u4e00\u4e2a\u5355\u8bcd\uff0c\u4e0d\u540c\u7684\u53d7\u8bd5\u8005\u5728\u9605\u8bfb\u65f6\uff0c\u5927\u8111\u7684\u795e\u7ecf\u6d3b\u52a8\u5dee\u5f02\u5de8\u5927\uff0c\u56e0\u6b64\u5c31\u7b97\u6a21\u578b\u5728\u67d0\u4e00\u4e2a\u53d7\u8bd5\u8005\u8eab\u4e0a\u80fd\u8f83\u597d\u5730\u5b9e\u73b0\u201cEEG to Text\u201d\u4efb\u52a1\uff0c\u4f46\u53ea\u8981\u6362\u53e6\u4e00\u4e2a\u4eba\u6765\uff0c\u6548\u679c\u5c31\u4f1a\u6025\u8f6c\u76f4\u4e0b\u3002\u56e0\u6b64\u8bad\u7ec3\u6210\u672c\u6781\u9ad8\uff0c\u5b8c\u5168\u8c08\u4e0d\u4e0a\u666e\u53ca\u3002<\/li>\n\n\n\n<li><strong>\u65e0\u6cd5\u7ffb\u8bd1\u5b8c\u6574\u7684\u8bed\u4e49\u3002<\/strong>\u4f20\u7edf\u8303\u5f0f\u7684\u5b66\u4e60\u76ee\u6807\u8fd8\u662f\u4e00\u6bb5EEG\u4fe1\u53f7\u5bf9\u5e94\u4e00\u4e2a\u5355\u8bcd\uff08\u6807\u7b7e\uff09\uff0c\u56e0\u6b64\u5de5\u4f5c\u65f6\u8fd8\u662f\u53ea\u80fd\u4e00\u4e2a\u8bcd\u4e00\u4e2a\u8bcd\u5730\u8fdb\u884c\u7ffb\u8bd1\uff0c\u65e0\u6cd5\u5c06\u5355\u8bcd\u8fde\u8d2f\u6210\u53e5\u5b50\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u672c\u8bba\u6587\u6838\u5fc3\u601d\u8def<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u505a\u4e00\u672c<strong>\u901a\u7528\u7684 \u201c\u8111\u7535\u666e\u901a\u8bdd\u5b57\u5178\u201d<\/strong>\uff08\u5373\u8bba\u6587\u4e2d\u7684\u79bb\u6563\u7801\u672c \/ Discrete Codex\uff09\uff0c\u5b57\u5178\u91cc\u6709\u51e0\u5343\u4e2a\u56fa\u5b9a\u7684 \u201c\u6807\u51c6\u8bcd\u6761\u201d\uff0c\u6240\u6709\u8bcd\u6761\u90fd\u662f\u7edf\u4e00\u7684\u3001\u65e0\u53e3\u97f3\u7684 \u201c\u666e\u901a\u8bdd\u201d\u3002 \u4e0d\u7ba1\u4f60\u8f93\u5165\u7684\u662f\u54ea\u4e2a\u4eba\u7684\u3001\u591a\u957f\u7684\u8fde\u7eed\u8111\u7535 \u201c\u65b9\u8a00\u201d\uff0c\u90fd\u5148\u8f6c\u6362\u6210\u8fd9\u672c\u5b57\u5178\u91cc\u7684 \u201c\u666e\u901a\u8bdd\u8bcd\u6761\u5e8f\u5217\u201d\u3002 \u6700\u540e\uff0c\u518d\u628a\u8fd9\u4e2a\u7edf\u4e00\u7684 \u201c\u666e\u901a\u8bdd\u5e8f\u5217\u201d\uff0c\u7ffb\u8bd1\u6210\u901a\u987a\u7684\u6587\u5b57\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a21\u578b\u62c6\u89e3<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Step1. \u628a\u8111\u7535\u4fe1\u53f7\u8f6c\u6362\u6210 \u201c\u53ef\u5904\u7406\u7684\u6570\u5b57\u5e8f\u5217\u201d\uff08EEG \u5411\u91cf\u5316\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u91c7\u96c6\u5230\u7684\u539f\u59cb\u8111\u7535\uff0c\u662f\u4e00\u5806\u8fde\u7eed\u7684\u3001\u6ce2\u52a8\u7684\u7535\u4fe1\u53f7\uff0c\u5c31\u50cf\u4e00\u6bb5 raw \u7684\u5f55\u97f3\uff0c\u7535\u8111\u6ca1\u6cd5\u76f4\u63a5\u5904\u7406\uff0c\u6240\u4ee5\u7b2c\u4e00\u6b65\u8981\u628a\u5b83\u8f6c\u6362\u6210\u7535\u8111\u80fd\u770b\u61c2\u7684\u3001\u56fa\u5b9a\u683c\u5f0f\u7684\u6570\u5b57\u5e8f\u5217\uff08\u5373\u8bba\u6587\u4e2d\u7684\u300c\u5d4c\u5165 \/ Embedding\u300d\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u91cc\u5206\u4e86\u4e24\u79cd\u60c5\u51b5\uff0c\u5bf9\u5e94\u4e24\u79cd\u5904\u7406\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u548c\u4e4b\u524d\u7684\u65b9\u6cd5\u516c\u5e73\u5bf9\u6bd4\uff0c\u7528\u5e26\u773c\u52a8\u6807\u8bb0\u7684\u8bcd\u7ea7\u8111\u7535\u3002\u5c31\u662f\u6309\u773c\u52a8\u4eea\u7684\u8bb0\u5f55\uff0c\u628a\u8111\u7535\u5207\u6210\u5bf9\u5e94\u6bcf\u4e2a\u5b57\u7684\u7247\u6bb5\uff0c\u518d\u63d0\u53d6\u6bcf\u4e2a\u7247\u6bb5\u7684\u7279\u5f81\uff0c\u8f6c\u6210\u56fa\u5b9a\u957f\u5ea6\u7684\u6570\u5b57\u5e8f\u5217\u3002<\/li>\n\n\n\n<li>\u8bba\u6587\u7684\u6838\u5fc3\u521b\u65b0\uff0c<strong>\u65e0\u4efb\u4f55\u6807\u8bb0\u7684\u539f\u59cb\u8fde\u7eed\u8111\u7535<\/strong>\u3002\u8fd9\u91cc\u8bba\u6587\u7528\u4e86\u4e00\u4e2a\u53eb\u300cConformer\u300d\u7684\u7ed3\u6784\uff0c\u5b83\u80fd\u628a\u4e00\u6574\u6bb5\u8fde\u7eed\u7684\u8111\u7535\uff0c\u5207\u6210\u4e00\u5c0f\u6bb5\u4e00\u5c0f\u6bb5\u7684\u6570\u5b57\u5e8f\u5217\uff0c\u6bcf\u4e00\u6bb5\u5bf9\u5e94\u5927\u6982 200ms \u7684\u8111\u7535\uff08\u521a\u597d\u662f\u4eba\u8111\u5904\u7406\u4e00\u4e2a\u5355\u8bcd\u7684\u65f6\u95f4\uff09\uff0c\u4e0d\u7528\u4efb\u4f55\u773c\u52a8\u6807\u8bb0\uff0c\u5b8c\u5168\u81ea\u52a8\u5904\u7406\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Step2. \u628a \u201c\u8111\u7535\u65b9\u8a00\u201d \u8f6c\u6362\u6210 \u201c\u666e\u901a\u8bdd\u5e8f\u5217\u201d\uff08\u79bb\u6563\u7801\u672c\u7f16\u7801\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u6b65\u662f\u6574\u4e2a\u6a21\u578b\u7684\u6838\u5fc3\uff0c\u4e5f\u5c31\u662f\u300c\u67e5\u666e\u901a\u8bdd\u5b57\u5178\u300d\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4f5c\u8005\u5148\u505a\u597d\u4e86\u4e00\u672c\u5b57\u5178\uff08\u79bb\u6563\u7801\u672c\uff09\uff0c\u91cc\u9762\u6709 2048 \u4e2a\u6807\u51c6\u7684 \u201c\u666e\u901a\u8bdd\u8bcd\u6761\u201d\uff08\u5373\u8bba\u6587\u4e2d\u7684\u300c\u7801\u672c\u5411\u91cf\u300d\uff09\uff0c\u6bcf\u4e2a\u8bcd\u6761\u90fd\u662f\u4e00\u4e2a\u56fa\u5b9a\u7684\u6570\u5b57\u5e8f\u5217\u3002<\/li>\n\n\n\n<li>\u4e0a\u4e00\u6b65\u5f97\u5230\u7684\u8111\u7535\u6570\u5b57\u5e8f\u5217\uff0c\u6bcf\u4e00\u6bb5\u90fd\u53bb\u5b57\u5178\u91cc\u627e\uff0c\u548c\u54ea\u4e2a\u8bcd\u6761\u6700\u50cf\uff0c\u5c31\u7528\u8fd9\u4e2a\u8bcd\u6761\u6765\u4ee3\u8868\u8fd9\u6bb5\u8111\u7535\u3002<\/li>\n\n\n\n<li>\u6700\u540e\uff0c\u4e00\u6574\u6bb5\u8111\u7535\uff0c\u5c31\u53d8\u6210\u4e86\u4e00\u4e32\u7531\u5b57\u5178\u91cc\u7684\u8bcd\u6761\u7ec4\u6210\u7684 \u201c\u666e\u901a\u8bdd\u5e8f\u5217\u201d\uff08\u79bb\u6563\u7f16\u7801\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u751f\u6210\u79bb\u6563\u7801\u672c\u65f6\uff0c\u8bba\u6587\u7528\u4e86\u4e24\u4e2a\u5173\u952e\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u81ea\u91cd\u5efa\uff08\u81ea\u5df1\u7f16\u81ea\u5df1\u89e3\uff09<\/strong>\uff1a\u5c31\u50cf\u4f60\u628a\u4e00\u53e5\u8bdd\u8f6c\u6210\u62fc\u97f3\uff0c\u518d\u7528\u62fc\u97f3\u8fd8\u539f\u56de\u539f\u6765\u7684\u8bdd\uff0c\u770b\u770b\u5bf9\u4e0d\u5bf9\u3002\u8fd9\u91cc\u5c31\u662f\uff0c\u628a\u8111\u7535\u8f6c\u6210\u5b57\u5178\u91cc\u7684\u7f16\u7801\uff0c\u518d\u7528\u7f16\u7801\u8fd8\u539f\u56de\u539f\u6765\u7684\u8111\u7535\u4fe1\u53f7\u3002\u5982\u679c\u8fd8\u539f\u5f97\u5f88\u50cf\uff0c\u8bf4\u660e\u8fd9\u4e2a\u7f16\u7801\u6ca1\u6709\u4e22\u6389\u8111\u7535\u7684\u6838\u5fc3\u4fe1\u606f\uff0c\u662f\u9760\u8c31\u7684\u3002\u8be5\u65b9\u6cd5\u5b9e\u73b0\u4e86<strong>\u4e0d\u7528\u4efb\u4f55\u6587\u5b57\u6807\u6ce8<\/strong>\uff0c\u53ea\u7528\u8111\u7535\u672c\u8eab\u5c31\u80fd\u8bad\u7ec3\uff0c\u5b8c\u7f8e\u89e3\u51b3\u4e86\u8111\u7535\u6570\u636e\u5c11\u7684\u95ee\u9898\u3002<\/li>\n\n\n\n<li><strong>\u6587\u672c\u5bf9\u9f50\uff08\u8ba9\u7f16\u7801\u548c\u6587\u5b57\u610f\u601d\u5bf9\u4e0a\uff09<\/strong>\uff1a\u5149\u8fd8\u539f\u8111\u7535\u8fd8\u4e0d\u591f\uff0c\u5f97\u8ba9\u7f16\u7801\u5e26\u4e0a\u6587\u5b57\u7684\u610f\u601d\u3002\u6bd4\u5982\uff0c\u8111\u5b50\u91cc\u60f3 \u201c\u82f9\u679c\u201d \u7684\u8111\u7535\uff0c\u8f6c\u6210\u7684\u7f16\u7801\uff0c\u8981\u548c \u201c\u82f9\u679c\u201d \u8fd9\u4e24\u4e2a\u5b57\u7684\u610f\u601d\u8d34\u5f97\u5f88\u8fd1\uff0c\u548c \u201c\u9999\u8549\u201d \u7684\u610f\u601d\u79bb\u5f97\u5f88\u8fdc\u3002\u8bba\u6587\u7528\u4e86\u4e00\u4e2a\u53eb\u300c\u5bf9\u6bd4\u5b66\u4e60\u300d\u7684\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u80fd\u8ba9\u6a21\u578b\u5b66\u4f1a\uff0c\u5bf9\u5e94\u540c\u4e00\u53e5\u8bdd\u7684\u8111\u7535\u7f16\u7801\u548c\u6587\u5b57\uff0c\u8981 \u201c\u51d1\u5728\u4e00\u8d77\u201d\uff1b\u4e0d\u662f\u540c\u4e00\u53e5\u8bdd\u7684\uff0c\u8981 \u201c\u79bb\u8fdc\u70b9\u201d\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u7f16\u7801\u5c31\u4e0d\u5149\u662f\u8111\u7535\u7684\u4ee3\u8868\uff0c\u8fd8\u5e26\u4e0a\u4e86\u8bed\u4e49\uff0c\u540e\u9762\u7ffb\u8bd1\u5c31\u7b80\u5355\u4e86\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Step3. \u628a \u201c\u666e\u901a\u8bdd\u5e8f\u5217\u201d \u7ffb\u8bd1\u6210\u901a\u987a\u7684\u6587\u5b57\uff08\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u6b65\uff0c\u8bba\u6587\u7528\u4e86\u4e00\u4e2a\u73b0\u6210\u7684\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u300cBART\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8111\u7535 &#8211; \u6587\u5b57\u914d\u5bf9\u7684\u6570\u636e\u96c6\u7279\u522b\u5c11\uff0c\u5982\u540c\u5b66\u7ffb\u8bd1\uff0c\u53ea\u6709\u51e0\u767e\u53e5\u5bf9\u7167\u7684\u53e5\u5b50\uff0c\u6839\u672c\u5b66\u4e0d\u4f1a\u600e\u4e48\u8bf4\u901a\u987a\u7684\u8bdd\u3002\u4f46 BART \u8fd9\u79cd\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u5df2\u7ecf\u770b\u8fc7\u4e86\u4e92\u8054\u7f51\u4e0a\u51e0\u4e4e\u6240\u6709\u7684\u82f1\u6587\u4e66\uff0c\u65e9\u5c31\u5b66\u4f1a\u4e86 \u201c\u600e\u4e48\u8bf4\u901a\u987a\u7684\u8bdd\u201d\u201c\u600e\u4e48\u628a\u4e00\u4e32\u610f\u601d\u7ffb\u8bd1\u6210\u5b8c\u6574\u7684\u53e5\u5b50\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5 DeWave \u6839\u672c\u4e0d\u7528\u8ba9\u6a21\u578b\u4ece\u5934\u5b66 \u201c\u600e\u4e48\u8bf4\u8bdd\u201d\uff0c\u53ea\u9700\u8981\u8ba9\u6a21\u578b\u5b66\u4f1a\u300c\u8fd9\u672c\u666e\u901a\u8bdd\u5b57\u5178\u91cc\u7684\u8bcd\u6761\uff0c\u5bf9\u5e94\u4ec0\u4e48\u610f\u601d\u300d\uff0c\u7136\u540e\u76f4\u63a5\u7528 BART \u628a\u666e\u901a\u8bdd\u5e8f\u5217\uff0c\u7ffb\u8bd1\u6210\u901a\u987a\u7684\u6587\u5b57\u3002\u8fd9\u5c31\u5927\u5927\u964d\u4f4e\u4e86\u8bad\u7ec3\u96be\u5ea6\uff0c\u8fd8\u8ba9\u7ffb\u8bd1\u51fa\u6765\u7684\u53e5\u5b50\u66f4\u901a\u987a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Step4. \u4e24\u9636\u6bb5\u8bad\u7ec3\uff0c\u8ba9\u6a21\u578b\u6548\u679c\u8d8a\u6765\u8d8a\u597d<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u628a\u8bad\u7ec3\u5206\u6210\u4e86\u4e24\u6b65\uff0c\u5982\u540c\u5b66\u5916\u8bed\u7684\u8fc7\u7a0b\uff0c\u975e\u5e38\u7b26\u5408\u903b\u8f91\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5148\u628a \u201c\u666e\u901a\u8bdd\u5b57\u5178\u201d \u7ec3\u9760\u8c31<\/strong>\uff1a\u5148\u51bb\u7ed3\u7ffb\u8bd1\u7528\u7684 BART \u6a21\u578b\uff0c\u53ea\u8bad\u7ec3<strong>\u8111\u7535\u7f16\u7801\u5668<\/strong>\u548c<strong>\u5b57\u5178<\/strong>\uff0c\u8ba9\u5b57\u5178\u80fd\u628a\u5404\u79cd\u8111\u7535\u65b9\u8a00\uff0c\u90fd\u8f6c\u6362\u6210\u9760\u8c31\u7684\u3001\u5e26\u8bed\u4e49\u7684\u666e\u901a\u8bdd\u5e8f\u5217\u3002\u5c31\u50cf\u5148\u628a\u62fc\u97f3\u5b66\u6807\u51c6\u4e86\uff0c\u518d\u5b66\u7ffb\u8bd1\u3002<\/li>\n\n\n\n<li><strong>\u7aef\u5230\u7aef\u5fae\u8c03\uff0c\u8ba9\u7ffb\u8bd1\u66f4\u51c6<\/strong>\uff1a\u628a\u6574\u4e2a\u7cfb\u7edf\uff08\u8111\u7535\u7f16\u7801\u5668\u3001\u5b57\u5178\u3001BART \u7ffb\u8bd1\u6a21\u578b\uff09\u8fde\u8d77\u6765\uff0c\u4e00\u8d77\u8bad\u7ec3\u4f18\u5316\uff0c\u8ba9\u7ffb\u8bd1\u51fa\u6765\u7684\u53e5\u5b50\uff0c\u548c\u539f\u672c\u60f3\u8868\u8fbe\u7684\u610f\u601d\u8d8a\u6765\u8d8a\u50cf\u3002\u5c31\u50cf\u62fc\u97f3\u5b66\u5b8c\u4e86\uff0c\u518d\u5bf9\u7740\u53cc\u8bed\u53e5\u5b50\u7ec3\u7ffb\u8bd1\uff0c\u8ba9\u7ffb\u8bd1\u66f4\u7cbe\u51c6\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u6df1\u5165\u6a21\u578b\u5b9e\u73b0<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">DeWave \u6574\u4f53\u67b6\u6784\u603b\u89c8<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/heqiwei.cn\/wp-content\/uploads\/2026\/05\/image-1024x315.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"315\" data-original=\"https:\/\/heqiwei.cn\/wp-content\/uploads\/2026\/05\/image-1024x315.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-1672\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">DeWave \u662f\u4e00\u4e2a<strong>\u7aef\u5230\u7aef\u7684\u5e8f\u5217\u5230\u5e8f\u5217\uff08Seq2Seq\uff09\u6a21\u578b<\/strong>\uff0c\u6838\u5fc3\u8bbe\u8ba1\u601d\u60f3\u662f &#8220;<strong>\u5148\u7edf\u4e00\u8868\u793a\uff0c\u518d\u8bed\u4e49\u7ffb\u8bd1<\/strong>&#8220;\u2014\u2014 \u5148\u5c06\u5f02\u6784\u3001\u9ad8\u566a\u58f0\u3001\u4e2a\u4f53\u5dee\u5f02\u5927\u7684 EEG \u4fe1\u53f7\uff0c\u8f6c\u6362\u4e3a\u7edf\u4e00\u3001\u7a33\u5b9a\u3001\u8bed\u4e49\u5bf9\u9f50\u7684\u79bb\u6563\u8868\u793a\uff0c\u518d\u5229\u7528\u9884\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u5b8c\u6210\u6587\u672c\u751f\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u4e2a\u6a21\u578b\u7684\u6570\u636e\u6d41\u53ef\u4ee5\u7528\u4e00\u53e5\u8bdd\u6982\u62ec\uff1a<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u539f\u59cb EEG \u4fe1\u53f7 \u2192 \u5411\u91cf\u5316\u6a21\u5757 \u2192 \u8fde\u7eed\u9690\u8868\u793a \u2192 \u79bb\u6563\u7801\u672c\u91cf\u5316 \u2192 \u79bb\u6563\u8bed\u4e49\u5e8f\u5217 \u2192 \u9884\u8bad\u7ec3 BART \u89e3\u7801\u5668 \u2192 \u81ea\u7136\u8bed\u8a00\u6587\u672c<\/mark><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u94fe\u63a5\uff1a[2309.14030] DeWave: Discrete EEG Waves Encoding f [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[24],"tags":[],"class_list":["post-1640","post","type-post","status-publish","format-standard","hentry","category-24"],"_links":{"self":[{"href":"https:\/\/heqiwei.cn\/index.php\/wp-json\/wp\/v2\/posts\/1640","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/heqiwei.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/heqiwei.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/heqiwei.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/heqiwei.cn\/index.php\/wp-json\/wp\/v2\/comments?post=1640"}],"version-history":[{"count":27,"href":"https:\/\/heqiwei.cn\/index.php\/wp-json\/wp\/v2\/posts\/1640\/revisions"}],"predecessor-version":[{"id":1678,"href":"https:\/\/heqiwei.cn\/index.php\/wp-json\/wp\/v2\/posts\/1640\/revisions\/1678"}],"wp:attachment":[{"href":"https:\/\/heqiwei.cn\/index.php\/wp-json\/wp\/v2\/media?parent=1640"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/heqiwei.cn\/index.php\/wp-json\/wp\/v2\/categories?post=1640"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/heqiwei.cn\/index.php\/wp-json\/wp\/v2\/tags?post=1640"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}