\u5728Transformer\u5360\u636e\u591a\u6a21\u6001\u5de5\u5177\u534a\u58c1\u6c5f\u5c71\u7684\u65f6\u4ee3\uff0c\u5927\u6838CNN\u53c8\u201c\u6740\u4e86\u56de\u6765\u201d\uff0c\u6210\u4e3a\u4e86\u4e00\u5339\u65b0\u7684\u9ed1\u9a6c\u3002<\/p>\n
\u817e\u8bafAI\u5b9e\u9a8c\u5ba4\u4e0e\u6e2f\u4e2d\u6587\u8054\u5408\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684CNN\u67b6\u6784\uff0c\u56fe\u50cf\u8bc6\u522b\u7cbe\u5ea6\u548c\u901f\u5ea6\u90fd\u8d85\u8fc7\u4e86Transformer\u67b6\u6784\u6a21\u578b\u3002<\/p>\n
\u5207\u6362\u5230\u70b9\u4e91\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u5176\u4ed6\u6a21\u6001\uff0c\u4e5f\u65e0\u9700\u6539\u53d8\u6a21\u578b\u7ed3\u6784\uff0c\u7b80\u5355\u9884\u5904\u7406\u5373\u53ef\u63a5\u8fd1\u751a\u81f3\u8d85\u8d8aSOTA\u3002<\/p>\n
![](\"https:\/\/linguaresources.com\/wp-content\/uploads\/2023\/12\/frc-fed3315093461cfab10803133c820e57.png\")
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\u56e2\u961f\u63d0\u51fa\u4e86\u4e13\u95e8\u7528\u4e8e\u5927\u6838CNN\u67b6\u6784\u8bbe\u8ba1\u7684\u56db\u6761guideline<\/strong>\u548c\u4e00\u79cd\u540d\u4e3aUniRepLKNet<\/strong>\u7684\u5f3a\u529bbackbone\u3002<\/p>\n \u53ea\u8981\u7528ImageNet-22K\u5bf9\u5176\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u7cbe\u5ea6\u548c\u901f\u5ea6\u5c31\u90fd\u80fd\u6210\u4e3aSOTA\u2014\u2014<\/p>\n ImageNet\u8fbe\u523088%\uff0cCOCO\u8fbe\u523056.4 box AP\uff0cADE20K\u8fbe\u523055.6 mIoU\uff0c\u5b9e\u9645\u6d4b\u901f\u4f18\u52bf\u5f88\u5927\u3002<\/p>\n \u5728\u65f6\u5e8f\u9884\u6d4b\u7684\u8d85\u5927\u6570\u636e\u4e0a\u4f7f\u7528UniRepLKNet\uff0c\u4e5f\u80fd\u8fbe\u5230\u6700\u4f73\u6c34\u5e73\u2014\u2014<\/p>\n \u4f8b\u5982\u5728\u5168\u7403\u6c14\u6e29\u548c\u98ce\u901f\u9884\u6d4b\u4e0a\uff0c\u5b83\u5c31\u8d85\u8d8a\u4e86Nature\u5b50\u520a\u4e0a\u57fa\u4e8eTransformer\u7684\u524dSOTA\u3002<\/p>\n \u66f4\u591a\u7ec6\u8282\uff0c\u6211\u4eec\u63a5\u7740\u770b\u4f5c\u8005\u6295\u7a3f\u3002<\/p>\n \u5728\u6b63\u5f0f\u4ecb\u7ecdUniRepLKNet\u7684\u539f\u7406\u4e4b\u524d\uff0c\u4f5c\u8005\u9996\u5148\u89e3\u7b54\u4e86\u4e24\u4e2a\u95ee\u9898\u3002<\/p>\n \u7b2c\u4e00\u4e2a\u95ee\u9898\u662f\uff0c\u4e3a\u4ec0\u4e48\u5728Transformer\u5927\u4e00\u7edf\u5404\u4e2a\u6a21\u6001\u7684\u65f6\u4ee3\u8fd8\u8981\u7814\u7a76CNN<\/strong>\uff1f<\/p>\n \u4f5c\u8005\u8ba4\u4e3a\uff0cTransformer\u548cCNN\u53ea\u4e0d\u8fc7\u662f\u76f8\u4e92\u4ea4\u878d\u7684\u4e24\u79cd\u7ed3\u6784\u8bbe\u8ba1\u601d\u8def\u7f62\u4e86\uff0c\u6ca1\u6709\u7406\u7531\u8ba4\u4e3a\u524d\u8005\u5177\u6709\u672c\u8d28\u7684\u4f18\u8d8a\u6027<\/strong>\u3002<\/p>\n \u201cTransformer\u5927\u4e00\u7edf\u5404\u4e2a\u6a21\u6001\u201d\u6b63\u662f\u7814\u7a76\u56e2\u961f\u8bd5\u56fe\u4fee\u6b63\u7684\u8ba4\u77e5\u3002<\/p>\n \u6b63\u59822022\u5e74\u521dConvNeXt\u3001RepLKNet\u548c\u53e6\u5916\u4e00\u4e9b\u5de5\u4f5c\u95ee\u4e16\u4e4b\u524d\uff0c\u201cTransformer\u5728\u56fe\u50cf\u4efb\u52a1\u4e0a\u540a\u6253CNN\u201d\u662f\u4e3b\u6d41\u8ba4\u77e5\u3002<\/p>\n \u8fd9\u51e0\u9879\u6210\u679c\u51fa\u73b0\u540e\uff0c\u8fd9\u4e00\u8ba4\u77e5\u88ab\u4fee\u6b63\u4e3a\u201cCNN\u548cTransformer\u5728\u56fe\u50cf\u4efb\u52a1\u4e0a\u5dee\u4e0d\u591a\u201d\u3002<\/p>\n \u672c\u7814\u7a76\u56e2\u961f\u7684\u6210\u679c\u5c06\u5176\u8fdb\u4e00\u6b65\u4fee\u6b63\uff1a\u5728\u70b9\u4e91\u3001\u97f3\u9891\u3001\u89c6\u9891\u4e0a\uff0cCNN\u6bd4\u6211\u4eec\u60f3\u8c61\u7684\u5f3a\u592a\u591a\u4e86\u3002<\/p>\n \u5728\u65f6\u5e8f\u9884\u6d4b\u8fd9\u79cd\u5e76\u4e0d\u662fCNN\u4f20\u7edf\u5f3a\u9879\u7684\u9886\u57df\uff08LSTM\u7b49\u66fe\u662f\u4e3b\u6d41\uff0c\u6700\u8fd1\u4e24\u5e74Transformer\u8d8a\u6765\u8d8a\u591a\uff09\uff0cCNN\u90fd\u80fd\u8d85\u8fc7Transformer\uff0c\u6210\u529f\u5c06\u5176\u201c\u5077\u5bb6\u201d\u3002<\/p>\n \u56e0\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u8ba4\u4e3a\uff0cCNN\u5728\u5927\u4e00\u7edf\u8fd9\u4e00\u70b9\u4e0a\u53ef\u80fd\u4e0d\u5f31\u4e8eTransformer<\/strong>\u3002<\/p>\n \u7b2c\u4e8c\u4e2a\u95ee\u9898\u662f\uff0c\u5982\u4f55\u5c06\u4e00\u4e2a\u4e3a\u56fe\u50cf\u4efb\u52a1\u8bbe\u8ba1\u7684CNN\u7528\u4e8e\u97f3\u9891\u3001\u89c6\u9891\u3001\u70b9\u4e91\u3001\u65f6\u5e8f\u6570\u636e<\/strong>\uff1f<\/p>\n \u51fa\u4e8e\u5bf9\u7b80\u6d01\u548c\u901a\u7528\u6027\u7684\u6c38\u6052\u8ffd\u6c42\uff0c\u5c06UniRepLKNet\u7528\u4e8e\u5176\u4ed6\u6a21\u6001\u65f6\uff0c\u4e0d\u5bf9\u6a21\u578b\u67b6\u6784\u4e3b\u4f53\u505a\u4efb\u4f55\u6539\u53d8\uff08\u4ee5\u4e0b\u5b9e\u9a8c\u7528\u7684\u5168\u90fd\u662fUniRepLKNet-Small\uff09\u3002<\/span><\/p>\n \u53ea\u9700\u8981\u5c06\u89c6\u9891\u3001\u97f3\u9891\u3001\u70b9\u4e91\u3001\u65f6\u5e8f\u6570\u636e\u7ed9\u5904\u7406\u6210C\u00d7H\u00d7W\u7684embedding map\uff08\u5bf9\u4e8e\u56fe\u50cf\u6765\u8bf4\uff0cC=3\uff09<\/span>\uff0c\u5c31\u80fd\u5b9e\u73b0\u5230\u5176\u4ed6\u6a21\u6001\u7684\u8fc7\u6e21\uff0c\u4f8b\u5982\uff1a<\/p>\n \u540e\u6587\u5c55\u793a\u7684\u7ed3\u679c\u5c06\u4f1a\u8bc1\u660e\uff0c\u5982\u6b64\u7b80\u5355\u7684\u8bbe\u8ba1\u4ea7\u751f\u7684\u6548\u679c\u662f\u6781\u4e3a\u4f18\u79c0\u7684\u3002<\/p>\n 2022\u5e74\uff0cRepLKNet\u63d0\u51fa\u4e86\u7528\u8d85\u5927\u5377\u79ef\u6838\uff08\u4ece13\u00d713\u523031\u00d731\uff09\u6765\u6784\u5efa\u73b0\u4ee3CNN\u4ee5\u53ca\u6b63\u786e\u4f7f\u7528\u8d85\u5927\u5377\u79ef\u6838\u7684\u51e0\u4e2a\u8bbe\u8ba1\u539f\u5219\u3002<\/p>\n \u4f46\u4ece\u67b6\u6784\u5c42\u9762\u770b\uff0cRepLKNet\u53ea\u662f\u7b80\u5355\u5730\u7528\u4e86Swin Transformer\u7684\u6574\u4f53\u67b6\u6784\uff0c\u5e76\u6ca1\u6709\u505a\u4ec0\u4e48\u6539\u52a8\u3002<\/p>\n \u5f53\u524d\u5927\u6838CNN\u67b6\u6784\u8bbe\u8ba1\u8981\u4e48\u9075\u5faa\u73b0\u6709\u7684CNN\u8bbe\u8ba1\u539f\u5219\uff0c\u8981\u4e48\u9075\u5faa\u73b0\u6709\u7684Transformer\u8bbe\u8ba1\u539f\u5219<\/strong>\u3002<\/p>\n \u5728\u4f20\u7edf\u7684\u5377\u79ef\u7f51\u7edc\u67b6\u6784\u8bbe\u8ba1\u4e2d\uff0c\u5f53\u7814\u7a76\u8005\u5411\u7f51\u7edc\u4e2d\u6dfb\u52a0\u4e00\u4e2a3\u00d73\u62165\u00d75\u5377\u79ef\u5c42\u65f6\uff0c\u5f80\u5f80\u4f1a\u671f\u671b\u5b83\u540c\u65f6\u4ea7\u751f\u4e09\u4e2a\u4f5c\u7528\uff1a<\/p>\n \u90a3\u4e48\uff0c\u8bbe\u8ba1\u5927\u5377\u79ef\u6838CNN\u67b6\u6784\u65f6\uff0c\u5e94\u8be5\u9075\u5faa\u600e\u6837\u7684\u539f\u5219\u5462\uff1f<\/p>\n \u672c\u6587\u6307\u51fa\uff0c\u5e94\u8be5\u89e3\u8026\u4e0a\u8ff0\u4e09\u79cd\u8981\u7d20\uff0c\u9700\u8981\u4ec0\u4e48\u6548\u679c\u5c31\u7528\u5bf9\u5e94\u7684\u7ed3\u6784\u6765\u5b9e\u73b0<\/strong>\uff1a<\/p>\n \u8fd9\u6837\u7684\u89e3\u8026\u4e4b\u6240\u4ee5\u80fd\u591f\u5b9e\u73b0\uff0c\u6b63\u662f\u5927\u5377\u79ef\u6838\u7684\u672c\u8d28\u4f18\u52bf\u6240\u4fdd\u8bc1\u7684\uff0c\u5373\u4e0d\u4f9d\u8d56\u6df1\u5ea6\u5806\u53e0\u7684\u5927\u611f\u53d7\u91ce\u3002<\/p>\n \u7ecf\u8fc7\u7cfb\u7edf\u7814\u7a76\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u5927\u5377\u79ef\u6838CNN\u8bbe\u8ba1\u7684\u56db\u6761Architectural Guidelines\u3002<\/p>\n \u6839\u636e\u8fd9\u4e9bguideline\uff0c\u672c\u6587\u63d0\u51fa\u7684UniRepLKNet\u6a21\u578b\u7ed3\u6784\u5982\u4e0b\u2014\u2014<\/p>\n \u6bcf\u4e2ablock\u4e3b\u8981\u7531depthwise conv\u3001SE Block\u548cFFN\u4e09\u4e2a\u90e8\u5206\u7ec4\u6210\u3002<\/p>\n \u5176\u4e2ddepthwise conv\u53ef\u4ee5\u662f\u5927\u5377\u79ef\u6838\uff08\u56fe\u4e2d\u6240\u793a\u7684Dilated Reparam Block\uff0c\u5176\u4f7f\u7528\u81a8\u80c0\u5377\u79ef\u6765\u8f85\u52a9\u5927\u6838\u5377\u79ef\u6765\u6355\u6349\u7a00\u758f\u7684\u7279\u5f81\u800c\u4e14\u53ef\u4ee5\u901a\u8fc7\u7ed3\u6784\u91cd\u53c2\u6570\u5316\u65b9\u6cd5\u7b49\u4ef7\u8f6c\u6362\u4e3a\u4e00\u4e2a\u5377\u79ef\u5c42\uff09\uff0c\u4e5f\u53ef\u4ee5\u53ea\u662fdepthwise 3×3\u3002<\/p>\n \u4f5c\u4e3a\u56fe\u50cf\u6a21\u6001\u4e2d\u7684\u8001\u4e09\u6837\uff0cImageNet\u3001COCO\u3001ADE20K\u4e0a\u7684\u7ed3\u679c\u81ea\u7136\u662f\u4e0d\u80fd\u5c11\u3002\u8bba\u6587\u4e2d\u6700\u591a\u53ea\u7528ImageNet-22K\u9884\u8bad\u7ec3\uff0c\u6ca1\u6709\u7528\u66f4\u5927\u7684\u6570\u636e\u3002<\/p>\n \u867d\u7136\u5927\u6838CNN\u672c\u6765\u4e0d\u662f\u5f88\u91cd\u89c6ImageNet\uff08\u56e0\u4e3a\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u5bf9\u8868\u5f81\u80fd\u529b\u548c\u611f\u53d7\u91ce\u7684\u8981\u6c42\u4e0d\u9ad8\uff0c\u53d1\u6325\u4e0d\u51fa\u5927kernel\u7684\u6f5c\u529b\uff09<\/span>\uff0c\u4f46UniRepLKNet\u8fd8\u662f\u8d85\u8fc7\u4e86\u6700\u65b0\u7684\u8bf8\u591a\u6a21\u578b\uff0c\u5176\u5b9e\u9645\u6d4b\u901f\u7684\u7ed3\u679c\u5c24\u4e3a\u559c\u4eba\u3002<\/p>\n \u4f8b\u5982\uff0cUniRepLKNet-XL\u7684ImageNet\u7cbe\u5ea6\u8fbe\u523088%\uff0c\u800c\u4e14\u5b9e\u9645\u901f\u5ea6\u662fDeiT III-L\u7684\u4e09\u500d\u3002\u91cf\u7ea7\u8f83\u5c0f\u7684UniRepLKNet\u76f8\u5bf9\u4e8eFastViT\u7b49\u4e13\u95e8\u8bbe\u8ba1\u7684\u8f7b\u91cf\u7ea7\u6a21\u578b\u7684\u4f18\u52bf\u4e5f\u975e\u5e38\u660e\u663e\u3002<\/p>\n \u5728COCO\u76ee\u6807\u68c0\u6d4b\u4efb\u52a1\u4e0a\uff0cUniRepLKNet\u6700\u5f3a\u5927\u7684\u7ade\u4e89\u8005\u662fInternImage\uff1a<\/p>\n UniRepLKNet-L\u5728COCO\u4e0a\u4e0d\u53caInternImage-L\uff0c\u4f46\u662fUniRepLKnet-XL\u8d85\u8fc7\u4e86InternImage-XL\u3002<\/p>\n \u8003\u8651\u5230InternImage\u56e2\u961f\u5728\u76ee\u6807\u68c0\u6d4b\u9886\u57df\u7684\u79ef\u6dc0\u975e\u5e38\u6df1\u539a\uff0c\u8fd9\u4e00\u6548\u679c\u4e5f\u7b97\u5f88\u4e0d\u5bb9\u6613\u4e86\u3002<\/p>\n \u5728ADE20K\u8bed\u4e49\u5206\u5272\u4e0a\uff0cUniRepLKNet\u7684\u4f18\u52bf\u76f8\u5f53\u663e\u8457\uff0c\u6700\u9ad8\u8fbe\u523055.6\u7684mIoU\u3002\u4e0eConvNeXt-XL\u76f8\u6bd4\u8d85\u51fa\u4e86\u6574\u65741.6\u3002<\/p>\n \u4e3a\u4e86\u9a8c\u8bc1UniRepLKNet\u5904\u7406\u65f6\u5e8f\u6570\u636e\u7684\u80fd\u529b\uff0c\u672c\u6587\u6311\u6218\u4e86\u4e00\u4e2a\u6570\u636e\u89c4\u6a21\u8d85\u5927\u7684\u300aNature\u300b\u7ea7\u522b\u7684\u4efb\u52a1\uff1a\u5168\u7403\u6c14\u6e29\u548c\u98ce\u901f\u9884\u6d4b\u3002<\/p>\n \u5c3d\u7ba1UniRepLKNet\u672c\u6765\u662f\u4e3a\u9762\u5411\u56fe\u50cf\u4efb\u52a1\u8bbe\u8ba1\u7684\uff0c\u5b83\u5374\u80fd\u8d85\u8fc7\u4e3a\u8fd9\u4e2a\u4efb\u52a1\u800c\u8bbe\u8ba1\u7684CorrFormer\uff08\u524dSOTA\uff09\u3002<\/p>\n \u8fd9\u4e00\u53d1\u73b0\u5c24\u4e3a\u6709\u8da3\uff0c\u56e0\u4e3a\u8fd9\u79cd\u8d85\u5927\u89c4\u6a21\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u542c\u8d77\u6765\u66f4\u9002\u5408LSTM\u3001GNN\u548cTransformer\uff0c\u8fd9\u6b21CNN\u5374\u5c06\u5176\u201c\u5077\u5bb6\u201d\u4e86\u3002<\/p>\n \u5728\u97f3\u9891\u3001\u89c6\u9891\u548c\u70b9\u4e91\u4efb\u52a1\u4e0a\uff0c\u672c\u6587\u7684\u6781\u7b80\u5904\u7406\u65b9\u6cd5\u4e5f\u90fd\u5341\u5206\u6709\u6548\u3002<\/p>\n \u9664\u4e86\u63d0\u51fa\u4e00\u79cd\u5728\u56fe\u50cf\u4e0a\u975e\u5e38\u5f3a\u529b\u7684backbone\u4e4b\u5916\uff0c\u672c\u6587\u6240\u62a5\u544a\u7684\u8fd9\u4e9b\u53d1\u73b0\u4f3c\u4e4e\u8868\u660e\uff0c\u5927\u6838CNN\u7684\u6f5c\u529b\u8fd8\u6ca1\u6709\u5f97\u5230\u5b8c\u5168\u5f00\u53d1\u3002<\/p>\n \u5373\u4fbf\u5728Transformer\u7684\u7406\u8bba\u5f3a\u9879\u2014\u2014\u201c\u5927\u4e00\u7edf\u5efa\u6a21\u80fd\u529b\u201d\u4e0a\uff0c\u5927\u6838CNN\u4e5f\u6bd4\u6211\u4eec\u6240\u60f3\u8c61\u7684\u66f4\u4e3a\u5f3a\u5927\u3002<\/p>\n \u672c\u6587\u4e5f\u62a5\u544a\u4e86\u76f8\u5173\u7684\u8bc1\u636e\uff1a\u5c06kernel size\u4ece13\u51cf\u4e3a11\uff0c\u8fd9\u56db\u4e2a\u6a21\u6001\u4e0a\u7684\u6027\u80fd\u90fd\u53d1\u751f\u4e86\u663e\u8457\u964d\u4f4e\u3002<\/p>\n \u6b64\u5916\uff0c\u4f5c\u8005\u5df2\u7ecf\u653e\u51fa\u4e86\u6240\u6709\u4ee3\u7801\uff0c\u5e76\u5c06\u6240\u6709\u6a21\u578b\u548c\u5b9e\u9a8c\u811a\u672c\u5f00\u6e90\u3002<\/p>\n \u8bba\u6587\u5730\u5740: \u2014\u00a0\u5b8c<\/strong>\u00a0\u2014<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n \n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n \u7279\u522b\u8bf4\u660e\uff1a\u672c\u6587\u4ec5\u4f9b\u5b66\u4e60\u4ea4\u6d41\uff0c\u5982\u6709\u4e0d\u59a5\u6b22\u8fce\u540e\u53f0\u8054\u7cfb\u5c0f\u7f16<\/span><\/p>\n<\/section>\n<\/blockquote>\n – END –<\/span><\/strong><\/span><\/p>\n \n<\/section>\n<\/section>\n<\/section>\n \u8f6c\u8f7d\u6765\u6e90\uff1a\u91cf\u5b50\u4f4d<\/span><\/p>\n \u8f6c\u8f7d\u7f16\u8f91<\/span>\uff1a<\/span>\u6768\u6dde\u5e44<\/span><\/p>\n \n","protected":false},"excerpt":{"rendered":" \u5728Transformer\u5360\u636e\u591a\u6a21\u6001\u5de5\u5177\u534a\u58c1\u6c5f\u5c71\u7684\u65f6\u4ee3\uff0c\u5927\u6838CNN\u53c8\u201c\u6740\u4e86\u56de\u6765\u201d\uff0c\u6210\u4e3a\u4e86\u4e00\u5339\u65b0\u7684\u9ed1\u9a6c\u3002 \u817e\u8bafAI […]<\/p>\n","protected":false},"author":121,"featured_media":24568,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[90,60],"tags":[527,251,528],"class_list":["post-24519","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-90","category-60","tag-cnn","tag-251","tag-528"],"_links":{"self":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts\/24519","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/users\/121"}],"replies":[{"embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=24519"}],"version-history":[{"count":2,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts\/24519\/revisions"}],"predecessor-version":[{"id":24569,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/posts\/24519\/revisions\/24569"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=\/wp\/v2\/media\/24568"}],"wp:attachment":[{"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=24519"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=24519"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/linguaresources.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=24519"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}\u201cTransformer\u65f6\u4ee3\u201d\uff0c\u4e3a\u4ec0\u4e48\u8fd8\u9700\u8981CNN<\/strong><\/h2>\n
![](\"https:\/\/linguaresources.com\/wp-content\/uploads\/2023\/12\/frc-8b0bc16b47b7a16801e8c6ba8759d01b.jpeg\")
<\/p>\n\n
\u5927\u5377\u79ef\u6838CNN\u67b6\u6784\u8bbe\u8ba1<\/strong><\/h2>\n
\n
\n
![](\"https:\/\/linguaresources.com\/wp-content\/uploads\/2023\/12\/frc-7547b6191dd8abcda5e76f117f90f2b7.png\")
<\/p>\n\u591a\u9879\u8868\u73b0\u8d85\u8d8aTransformer<\/strong><\/h2>\n
![](\"https:\/\/linguaresources.com\/wp-content\/uploads\/2023\/12\/frc-02f82d6347f6e4969d5b57d7405cd4e4.png\")
<\/p>\n![](\"https:\/\/linguaresources.com\/wp-content\/uploads\/2023\/12\/frc-50a05de35ff0f0239dbcbbd31b8f9290.png\")
<\/p>\n![](\"https:\/\/linguaresources.com\/wp-content\/uploads\/2023\/12\/frc-246b08bbf0f39d1fd96851f57ece4e5a.png\")
<\/p>\n![](\"https:\/\/linguaresources.com\/wp-content\/uploads\/2023\/12\/frc-e6848da6d3d7021a74047a33ce96c213.png\")
<\/p>\nOne More Thing<\/strong><\/h2>\n
\n<\/span>https:\/\/arxiv.org\/abs\/2311.15599<\/span><\/p>\n\n
\n