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\u5177\u4f53\u5730\u8bf4\uff0c\u5728DFCNN\u57fa\u7840\u4e0a\uff0c\u5c06\u4f20\u7edf\u5377\u79ef\u4f7f\u7528\u6269\u5f20\u5377\u79ef(Dilated conv)\u4ee3\u66ff\uff0c\u8ba9\u6bcf\u4e2a\u5377\u79ef\u8f93\u51fa\u90fd\u5305\u542b\u66f4\u5927\u8303\u56f4\u7684\u4fe1\u606f\uff0c\u4f7f\u5f97\u6a21\u578b\u4e0d\u4f7f\u7528\u6c60\u5316\u5c42(pooling)\u4e5f\u53ef\u4ee5\u770b\u5230\u5f88\u957f\u7684\u8bed\u97f3\u6bb5\u4fe1\u606f\uff0c\u4ece\u800c\u5b9e\u73b0\u5bf9\u8bed\u97f3\u957f\u65f6\u76f8\u5173\u6027\u7684\u66f4\u7cbe\u786e\u7684\u8868\u8fbe\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u8fd8\u5f15\u5165\u4e86\u57fa\u4e8e\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc(Long Short-Term Memory\uff0cLSTM)\u7684\u95e8\u63a7\u673a\u5236(Gated Mechanism\uff0cGM)\uff0c\u4f7f\u5f97Hybrid CNN\u5728\u957f\u65f6\u76f8\u5173\u6027\u5efa\u6a21\u7684\u8fc7\u7a0b\u4e2d\uff0c\u80fd\u5feb\u901f\u7684\u8fc7\u6ee4\u566a\u58f0\u7b49\u5e72\u6270\u4fe1\u606f\uff0c\u5e76\u52a0\u5f3a\u8bed\u5883\u7b49\u957f\u65f6\u4fe1\u606f\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u7684\u6297\u5e72\u6270\u80fd\u529b\uff0c\u4ece\u800c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u80fd\u591f\u4fdd\u969c\u9ad8\u566a\u58f0\u7b49\u590d\u6742\u573a\u666f\u7684\u8bed\u97f3\u8bc6\u522b\u6548\u679c\u3002<\/p>\n
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\u4e5f\u6b63\u56e0\u4e3a\u4e0a\u8ff0\u521b\u65b0\uff0c\u4f7f\u5f97Hybrid CNN\u8fd9\u79cd\u524d\u6cbf\u7684\u8bed\u97f3\u8bc6\u522b\u6846\u67b6\u514b\u670d\u4e86DFCNN\u6a21\u578b\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u590d\u6742\u5ea6\u5927\u7684\u95ee\u9898\u3002\u5728\u4fdd\u8bc1\u8bc6\u522b\u6548\u679c\u4e0d\u635f\u5931\u7684\u60c5\u51b5\u4e0b\uff0c\u7cfb\u7edf\u8d44\u6e90\u5360\u7528\u89c4\u6a21\u548c\u8fd0\u7b97\u91cf\u540c\u6bd4\u4e0b\u964d\u4e8660%\u4ee5\u4e0a\uff0c\u4f7f\u5f97Hybrid CNN\u53ef\u4ee5\u5728\u667a\u80fd\u624b\u673a\u7b49\u79fb\u52a8\u8bbe\u5907\u4e0a\u6d41\u7545\u8fd0\u884c\uff0c\u8fd9\u4e5f\u4f7f\u5f97\u672c\u5730\u5316\u8bed\u97f3\u7684\u8bc6\u522b\u6548\u679c\u66f4\u52a0\u63a5\u8fd1\u4e91\u7aef\u8bc6\u522b\u6548\u679c\u3002<\/p>\n
AI\u5feb\u901f\u53d1\u5c55\u5347\u7ea7\u80fd\u7ed9\u5927\u4f17\u65e5\u5e38\u751f\u6d3b\u4f53\u9a8c\u5e26\u6765\u54ea\u4e9b\u4e0d\u4e00\u6837\u7684\u4f53\u9a8c\u5462\uff1f\u7b80\u5355\u5730\u8bf4\uff0c\u4e0b\u8f7d\u4f7f\u7528\u8baf\u98de\u8f93\u5165\u6cd5\u6700\u65b0\u7248(Android\u548ciOS\u5ba2\u6237\u7aef)\uff0c\u4e0d\u4ec5\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u7528\u6237\u6240\u8bf4\u7684\u666e\u901a\u8bdd\uff0c\u800c\u4e14\u652f\u6301\u4e2d\u82f1\u6df7\u5408\u8bed\u97f3\u8f93\u5165\uff0c\u540c\u65f6\u4e5f\u4f18\u5316\u4e86\u666e\u901a\u8bdd\u4e0e\u4e03\u79cd\u65b9\u8a00\u53e3\u97f3(\u4e1c\u5317\u8bdd\u3001\u5929\u6d25\u8bdd\u3001\u6cb3\u5357\u8bdd\u3001\u7696\u5317\u8bdd\u3001\u5c71\u4e1c\u8bdd\u3001\u6cb3\u5317\u8bdd\u3001\u56db\u5ddd\u8bdd)\u7684\u6df7\u5408\u8bed\u97f3\u8f93\u5165\u6548\u679c\uff0c\u8fdb\u4e00\u6b65\u589e\u5f3a\u8bed\u97f3\u7528\u6237\u7684\u8f93\u5165\u4f53\u9a8c\u3002<\/p>\n
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