\u94c1\u7c89\u8fd8\u539f\u6cd5\u7f3a\u70b9<\/a><\/p>\n\u8fd8\u539f\u94c1\u7c89\u677e\u6bd4\u7b97\u6cd5<\/h2>\n
<\/p>\n
\u8fd8\u539f\u94c1funsonity\u7b97\u6cd5\u662f\u4e00\u79cd\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u7b97\u6cd5\uff0c\u4e3b\u8981\u7528\u4e8e\u56fe\u50cf\u5904\u7406\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u3002\u8be5\u7b97\u6cd5\u539f\u672c\u662f\u7531\u65af\u5766\u798f\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u7684\uff0c\u53ef\u4ee5\u5206\u6790\u56fe\u50cf\u3002\u901a\u8fc7\u5904\u7406\uff0c\u989c\u8272\u548c\u7ec6\u8282\u518d\u73b0?\u63d0\u9ad8\uff0c\u83b7\u5f97\u66f4\u9ad8\u8d28\u91cf\u7684\u56fe\u50cf\u662f\u57fa\u7840\u3002<\/p>\n
\u8fd8\u539f\u94c1\u98ce\u6247\u7b97\u6cd5\u4e3b\u8981\u4f7f\u7528\u5377\u79ef\u795e\u7ecf\u7f51\u7edc(CNN)\u548c\u81ea\u7f16\u7801\u5668(autoencoder)\u8fd9\u4e24\u79cd\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u5176\u4e2d\uff0c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4e3b\u8981\u7528\u4e8e\u56fe\u50cf\u7684\u7279\u5f81\u63d0\u53d6\u548c\u5206\u7c7b\uff0c\u81ea\u7f16\u7801\u5668\u7528\u4e8e\u56fe\u50cf\u7684\u538b\u7f29\u548c\u91cd\u6784\u3002<\/p>\n
\u5177\u4f53\u6765\u8bf4\uff0c\u8fd8\u539f\u94c1\u7c89\u677e\u6bd4\u7b97\u6cd5\u9996\u5148\u5c06\u5f85\u5904\u7406\u7684\u56fe\u50cf\u8f93\u5165\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u8fdb\u884c\u591a\u5c42\u5377\u79ef\u548c\u6c60\u5316\uff0c\u63d0\u53d6\u56fe\u50cf\u7279\u5f81\u3002\u5c06\u8fd9\u4e9b\u7279\u5f81\u8f93\u5165\u5230\u81ea\u7f16\u7801\u5668\uff0c\u8fdb\u884c\u538b\u7f29\u548c\u91cd\u5efa\uff0c\u5f97\u5230\u590d\u539f\u7684\u56fe\u50cf\u3002<\/p>\n
\u8fd8\u539f\u94c1\u7c89\u672b\u677e\u4ec1\u88ab\u8ba4\u4e3a\u6bd4\u4ee5\u5f80\u7684\u56fe\u50cf\u5904\u7406\u7b97\u6cd5\u7cbe\u5ea6\u548c\u9c81\u68d2\u6027\u90fd\u9ad8\u3002\u901a\u8fc7\u8bad\u7ec3\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff0c\u7b97\u6cd5\u53ef\u4ee5\u9010\u6e10\u5b66\u4e60\u66f4\u591a\u56fe\u50cf\u7684\u7279\u5f81\u548c\u89c4\u5f8b\uff0c\u63d0\u9ad8\u518d\u73b0\u6027\u548c\u56fe\u50cf\u8d28\u91cf\u3002<\/p>\n
\u8fd8\u539f\u94c1\u7c89\u677e\u6bd4\u7b97\u6cd5\u662f\u4e00\u79cd\u975e\u5e38\u6709\u524d\u666f\u7684\u56fe\u50cf\u5904\u7406\u7b97\u6cd5\uff0c\u5c06\u5728\u672a\u6765\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u56fe\u50cf\u8bc6\u522b\u9886\u57df\u53d1\u6325\u8d8a\u6765\u8d8a\u91cd\u8981\u7684\u4f5c\u7528\u3002<\/p>\n
\u8fd8\u539f\u94c1\u7c89\u6bd4\u91cd<\/h2>\n
<\/p>\n
3\u8fd8\u539f\u94c1\u7c89\u6bd4\u91cd\u662f\u4ec0\u4e48?<\/p>\n
\u8fd8\u539f\u94c1\u7c89\u6bd4\u91cd\u662f\u6307\u8fd8\u539f\u94c1\u7c89\u5728\u91cd\u91cf\u5355\u4f4d\u4e2d\u6240\u5360\u7684\u6bd4\u4f8b\u3002\u8fd8\u539f\u94c1\u7c89\u662f\u6307\u7ecf\u8fc7\u8fd8\u539f\u5904\u7406\u7684\u94c1\u77ff\u77f3\u7c89\u672b\uff0c\u901a\u5e38\u7528\u4e8e\u5236\u9020\u91d1\u5c5e\u94c1\u3002<\/p>\n
3\u5982\u4f55\u6d4b\u5b9a\u8fd8\u539f\u94c1\u7c89\u7684\u6bd4\u91cd?<\/p>\n
\u6d4b\u91cf\u8fd8\u539f\u94c1\u7c89\u6bd4\u91cd\u7684\u65b9\u6cd5\u6709\u5f88\u591a\u79cd\uff0c\u5e38\u7528\u7684\u662f\u6bd4\u91cd\u6cd5\u548c\u5bc6\u5ea6\u6cd5\u3002\u6bd4\u91cd\u6cd5\u662f\u5c06\u4e00\u5b9a\u91cf\u7684\u8fd8\u539f\u94c1\u7c89\u653e\u5165\u6c34\u4e2d\uff0c\u6d4b\u91cf\u6c34\u7684\u4f53\u79ef\uff0c\u6c42\u51fa\u6bd4\u91cd\u3002\u6240\u8c13\u5bc6\u5ea6\u5b9a\u5f8b\uff0c\u5c31\u662f\u5c06\u8fd8\u539f\u94c1\u7c89\u653e\u5165\u4e00\u5b9a\u91cf\u7684\u5bc6\u5ea6\u6d4b\u91cf\u5668\u4e2d\uff0c\u6d4b\u91cf\u5176\u5bc6\u5ea6\uff0c\u6c42\u51fa\u6bd4\u91cd\u3002<\/p>\n
3\u8fd8\u539f\u94c1\u7c89\u6bd4\u91cd\u7684\u5f71\u54cd\u56e0\u7d20<\/p>\n
\u8fd8\u539f\u94c1\u7c89\u7684\u6bd4\u91cd\u53d7\u8fd8\u539f\u7089\u7684\u6e29\u5ea6\u3001\u8fd8\u539f\u7089\u7684\u6c14\u6c1b\u3001\u8fd8\u539f\u77ff\u7269\u8d28\u3001\u8fd8\u539f\u65f6\u95f4\u7b49\u5404\u79cd\u56e0\u7d20\u7684\u5f71\u54cd\u3002\u901a\u5e38\uff0c\u8fd8\u539f\u94c1\u7c89\u7684\u6bd4\u91cd\u8d8a\u9ad8\uff0c\u8d8a\u80fd\u5f97\u5230\u4f18\u8d28\u7684\u91d1\u5c5e\u94c1\u3002<\/p>\n
3\u8fd8\u539f\u94c1\u7c89\u6bd4\u91cd\u7684\u5e94\u7528<\/p>\n
\u8fd8\u539f\u94c1\u7c89\u6bd4\u91cd\u5728\u91d1\u5c5e\u94c1\u7684\u5236\u5907\u4e0a\u6709\u91cd\u8981\u7684\u5e94\u7528\u4ef7\u503c\u3002\u901a\u8fc7\u63a7\u5236\u8fd8\u539f\u94c1\u7c89\u7684\u6bd4\u91cd\uff0c\u53ef\u4ee5\u5f97\u5230\u6ee1\u8db3\u4e0d\u540c\u884c\u4e1a\u9700\u6c42\u7684\u9ad8\u54c1\u8d28\u94c1\u91d1\u5c5e\u3002\u8fd8\u539f\u94c1\u7c89\u6bd4\u91cd\uff0c\u5728\u5224\u65ad\u7528\u8fd8\u539f\u7089\u914d\u5236\u7684\u91d1\u5c5e\u94c1\u7684\u8d28\u91cf\u4e0a\u4e5f\u88ab\u5229\u7528\u3002<\/p>\n
3\u7ed3\u8bba<\/p>\n
\u8fd8\u539f\u94c1\u7c89\u6bd4\u91cd\u5728\u91d1\u5c5e\u94c1\u7684\u5236\u5907\u4e2d\u6709\u7740\u91cd\u8981\u7684\u4f5c\u7528\u3002\u6d4b\u91cf\u8fd8\u539f\u94c1\u7c89\u6bd4\u91cd\u7684\u65b9\u6cd5\u6709\u6bd4\u91cd\u6cd5\u548c\u5bc6\u5ea6\u6cd5\u3002\u8fd8\u539f\u94c1\u7c89\u7684\u6bd4\u91cd\u53d7\u5404\u79cd\u5404\u6837\u7684\u56e0\u7d20\u5f71\u54cd\uff0c\u4e0d\u8fc7\uff0c\u6291\u5236\u6bd4\u91cd\u80fd\u5f97\u5230\u9ad8\u54c1\u8d28\u7684\u91d1\u5c5e\u94c1\u3002\u6839\u636e\u8fd8\u539f\u94c1\u7c89\u6bd4\u91cd\u7684\u6d4b\u5b9a\uff0c\u53ef\u4ee5\u5224\u65ad\u5728\u8fd8\u539f\u7089\u4e2d\u914d\u5236\u7684\u91d1\u5c5e\u94c1\u7684\u8d28\u91cf\u3002<\/p>\n
\u8fd8\u539f\u94c1\u7c89\u7684\u7c92\u5f84<\/h2>\n
<\/p>\n
3\u8fd8\u539f\u94c1\u7c89\u7684\u7c92\u5f84\u662f\u4ec0\u4e48?<\/p>\n
\u8fd8\u539f\u94c1\u7c89\u7ecf\u5e38\u88ab\u7528\u4f5c\u91d1\u5c5e\u94c1\u7684\u539f\u6599\uff0c\u7c92\u5f84\u7684\u5927\u5c0f\u5728\u751f\u4ea7\u4e2d\u8d77\u7740\u91cd\u8981\u7684\u4f5c\u7528\u3002\u8fd8\u539f\u94c1\u7c89\u7684\u7c92\u5f84\u662f\u6307\u7c89\u672b\u9897\u7c92\u7684\u5e73\u5747\u76f4\u5f84\uff0c\u901a\u5e38\u4ee5\u5fae\u7c73\u6216\u7eb3\u7c73\u4e3a\u5355\u4f4d\u3002<\/p>\n
3\u8fd8\u539f\u94c1\u7c89\u7684\u7c92\u5f84\u4e3a\u4ec0\u4e48\u91cd\u8981?<\/p>\n
\u8fd8\u539f\u94c1\u7c89\u7684\u7c92\u5f84\u76f4\u63a5\u5f71\u54cd\u91d1\u5c5e\u94c1\u7684\u751f\u4ea7\u8fc7\u7a0b\u3002\u7c92\u5f84\u8fc7\u5927\u7684\u8bdd\uff0c\u8fd8\u539f\u94c1\u7c89\u5728\u9ad8\u6e29\u4e0b\u5bb9\u6613\u7ed3\u5757\uff0c\u5728\u751f\u4ea7\u8fc7\u7a0b\u4e2d\u4f1a\u51fa\u73b0\u4e0d\u5747\u5300\u6216\u505c\u6ede\u7684\u73b0\u8c61\u3002\u7c92\u5f84\u8fc7\u5c0f\u4f1a\u4f7f\u8fd8\u539f\u94c1\u7c89\u96be\u4ee5\u6d41\u52a8\uff0c\u589e\u52a0\u751f\u4ea7\u8fc7\u7a0b\u4e2d\u7684\u6469\u64e6\u529b\uff0c\u4ece\u800c\u63d0\u9ad8\u751f\u4ea7\u6210\u672c\u3002<\/p>\n
3\u5982\u4f55\u63a7\u5236\u8fd8\u539f\u94c1\u7c89\u7684\u7c92\u5f84?<\/p>\n
\u8fd8\u539f\u94c1\u7c89\u7684\u7c92\u5f84\u63a7\u5236\u901a\u5e38\u4f7f\u7528\u673a\u68b0\u7814\u78e8\u3002\u5c06\u8fd8\u539f\u94c1\u7c89\u653e\u5165\u7814\u78e8\u673a\u4e2d\uff0c\u5229\u7528\u7814\u78e8\u673a\u7684\u9ad8\u901f\u65cb\u8f6c\u5747\u5300\u7814\u78e8\uff0c\u4f7f\u7c92\u5f84\u53d8\u5c0f\u3002\u901a\u8fc7\u7b5b\u9664\u7814\u78e8\u540e\u7684\u8fd8\u539f\u94c1\u7c89\uff0c\u53ef\u4ee5\u6539\u53d8\u7c92\u5f84\u7684\u6c34\u5e73\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u63a7\u5236\u3002<\/p>\n
3\u8fd8\u539f\u94c1\u7c89\u7c92\u5f84\u7684\u5e94\u7528<\/p>\n
\u8fd8\u539f\u94c1\u7c89\u7c92\u5f84\u7684\u5927\u5c0f\u5bf9\u91d1\u5c5e\u94c1\u5728\u751f\u4ea7\u8fc7\u7a0b\u4e2d\u7684\u5e94\u7528\u6709\u51b3\u5b9a\u6027\u7684\u5f71\u54cd\u3002\u901a\u5e38\uff0c\u6839\u636e\u5236\u9020\u5de5\u5e8f\u4e2d\u6240\u9700\u8981\u7684\u94c1\u7684\u6210\u5206\u548c\u7eaf\u5ea6\uff0c\u9009\u62e9\u6240\u9700\u8981\u7684\u8fd8\u539f\u94c1\u7c89\u3002\u8fd8\u539f\u94c1\u7c89\u7c92\u5f84\u7684\u5927\u5c0f\u5bf9\u5176\u4ed6\u5de5\u4e1a\u9886\u57df\u7684\u5e94\u7528\u4e5f\u6709\u91cd\u8981\u5f71\u54cd\u3002\u4f8b\u5982\uff0c\u6781\u7ec6\u7c89\u672b\u8fd8\u539f\u94c1\u7c89\u53ef\u7528\u4e8e\u9ad8\u6027\u80fd\u7535\u78c1\u6750\u6599\u548c\u6c22\u6c14\u50a8\u5b58\u6750\u6599\u7684\u5236\u5907\u3002<\/p>\n
3\u7ed3\u8bba<\/p>\n
\u8fd8\u539f\u94c1\u7c89\u7c92\u5f84\u7684\u5927\u5c0f\u76f4\u63a5\u5f71\u54cd\u751f\u4ea7\u8fc7\u7a0b\u7684\u6548\u7387\u548c\u6210\u672c\uff0c\u56e0\u6b64\u9700\u8981\u7cbe\u786e\u7684\u63a7\u5236\u3002\u901a\u8fc7\u673a\u68b0\u7814\u78e8\u548c\u7b5b\u5206\u7b49\u65b9\u6cd5\u53ef\u4ee5\u8fbe\u5230\u8fd8\u539f\u94c1\u7c89\u7c92\u5f84\u7684\u63a7\u5236\uff0c\u786e\u4fdd\u751f\u4ea7\u8fc7\u7a0b\u7684\u7a33\u5b9a\u6027\u548c\u6548\u7387\u3002\u8fd8\u539f\u94c1\u7c89\u7684\u7c92\u5f84\u5927\u5c0f\u5728\u5176\u4ed6\u5de5\u4e1a\u9886\u57df\u7684\u5e94\u7528\u4e0a\u4e5f\u6709\u7740\u91cd\u8981\u7684\u610f\u4e49\u3002<\/p>\n
\u94c1\u7c89\u8fd8\u539f\u6cd5\u7f3a\u70b9<\/h2>\n
<\/p>\n
3\u94c1\u7c89\u8fd8\u539f\u6cd5\u662f\u4ec0\u4e48?<\/p>\n
\u94c1\u7c89\u8fd8\u539f\u6cd5\u662f\u4e00\u79cd\u5e38\u7528\u7684\u6c61\u67d3\u7269\u5904\u7406\u65b9\u6cd5\uff0c\u4e3b\u8981\u7528\u4e8e\u5904\u7406\u5730\u4e0b\u6c34\u548c\u571f\u58e4\u4e2d\u7684\u6c2f\u5316\u78b3\u6c22\u5316\u5408\u7269\u3001\u94ec\u7b49\u6709\u673a\u3001\u65e0\u673a\u6c61\u67d3\u7269\u3002\u8fd9\u79cd\u65b9\u6cd5\u662f\u6839\u636e\u94c1\u7c89\u548c\u6c61\u67d3\u7269\u7684\u5316\u5b66\u53cd\u5e94\uff0c\u901a\u8fc7\u8fd8\u539f\u548c\u5438\u9644\u4f5c\u7528\u5206\u89e3\u6c61\u67d3\u7269\u3002<\/p>\n
3\u94c1\u7c89\u8fd8\u539f\u6cd5\u7684\u4f18\u70b9<\/p>\n
\u94c1\u7c89\u8fd8\u539f\u6cd5\u5177\u6709\u64cd\u4f5c\u7b80\u5355\u3001\u6210\u672c\u4f4e\u3001\u53cd\u5e94\u901f\u5ea6\u5feb\u7684\u4f18\u70b9\u3002\u540c\u65f6\uff0c\u8be5\u65b9\u6cd5\u9002\u7528\u4e8e\u591a\u79cd\u6c61\u67d3\u7269\uff0c\u5177\u6709\u8f83\u9ad8\u7684\u5206\u89e3\u6548\u7387\uff0c\u53ef\u6709\u6548\u51cf\u8f7b\u5730\u4e0b\u6c34\u548c\u571f\u58e4\u6c61\u67d3\u95ee\u9898\u3002<\/p>\n
3\u94c1\u7c89\u8fd8\u539f\u6cd5\u7684\u7f3a\u70b9<\/p>\n
\u94c1\u7c89\u8fd8\u539f\u6cd5\u4e5f\u6709\u51e0\u4e2a\u7f3a\u70b9\u3002\u672c\u65b9\u6cd5\u53ea\u9002\u7528\u4e8e\u5730\u4e0b\u6c34\u548c\u571f\u58e4\u6c61\u67d3\u6cbb\u7406\uff0c\u4e0d\u9002\u7528\u4e8e\u5176\u4ed6\u73af\u5883\u6c61\u67d3\u95ee\u9898\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u5904\u7406\u8fc7\u7a0b\u4e2d\u4f1a\u4ea7\u751f\u5927\u91cf\u7684\u5e9f\u5f03\u7269\uff0c\u9700\u8981\u8fdb\u884c\u5904\u7406\u548c\u5904\u7f6e\uff0c\u589e\u52a0\u4e86\u5904\u7406\u6210\u672c\u548c\u73af\u5883\u98ce\u9669\u3002\u8be5\u65b9\u6cd5\u5bf9\u4e00\u4e9b\u96be\u5206\u89e3\u6027\u6709\u673a\u6c61\u67d3\u7269\u6548\u679c\u4e0d\u4f73\uff0c\u9700\u8981\u4e0e\u5176\u4ed6\u65b9\u6cd5\u7ed3\u5408\u6cbb\u7406\u3002<\/p>\n
3\u7ed3\u8bba<\/p>\n
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