{"id":1494,"date":"2020-09-03T15:11:26","date_gmt":"2020-09-03T07:11:26","guid":{"rendered":"http:\/\/home.wangjianshuo.com\/cn\/?p=1494"},"modified":"2020-09-03T15:11:26","modified_gmt":"2020-09-03T07:11:26","slug":"%e5%8d%b7%e7%a7%af%e7%bd%91%e7%bb%9c-cnn-%e5%ad%a6%e4%b9%a0%e7%ac%94%e8%ae%b0%e4%b9%8b%e4%b8%89%ef%bc%9a%e5%8d%b7%e7%a7%af%e5%83%8f%e5%8d%b7%e5%9c%b0%e6%af%af","status":"publish","type":"post","link":"https:\/\/home.wangjianshuo.com\/cn\/20200903_%e5%8d%b7%e7%a7%af%e7%bd%91%e7%bb%9c-cnn-%e5%ad%a6%e4%b9%a0%e7%ac%94%e8%ae%b0%e4%b9%8b%e4%b8%89%ef%bc%9a%e5%8d%b7%e7%a7%af%e5%83%8f%e5%8d%b7%e5%9c%b0%e6%af%af.htm","title":{"rendered":"\u5377\u79ef\u7f51\u7edc CNN \u5b66\u4e60\u7b14\u8bb0\u4e4b\u4e09\uff1a\u5377\u79ef\u50cf\u5377\u5730\u6bef"},"content":{"rendered":"<div id=\"wechat\">\n<p style=\"text-align: center;\"><img src=\"http:\/\/home.wangjianshuo.com\/cn\/2020\/09\/picture-23.jpg\"\/><\/p>\n<p><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MjM5NzI0Mjg0MA==&amp;mid=2652371437&amp;idx=1&amp;sn=57a20e87ac2aaed52adfe3b0e6a1e4d8&amp;chksm=bd3fab5a8a48224c62d0ac433d1c7e1336f41f01fdcd060c0123d93f2acabf24519951f77ebf&amp;scene=21#wechat_redirect\" tab=\"innerlink\" target=\"_blank\" rel=\"noopener noreferrer\">\u5b66\u4e60\u7b14\u8bb0\u4e4b\u4e00\uff1a\u6211\u4eec\u662f\u600e\u4e48\u8ba4\u8bc60\u7684<\/a><\/p>\n<p><a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MjM5NzI0Mjg0MA==&amp;mid=2652371505&amp;idx=1&amp;sn=dc38b21c72f119b9d34362791d08cb45&amp;chksm=bd3fa8868a48219016f6dbcc2149eff5128eb2231828a69aaadc152f1426fb05eb26ed95d353&amp;scene=21#wechat_redirect\" tab=\"innerlink\" target=\"_blank\" rel=\"noopener noreferrer\">\u5b66\u4e60\u7b14\u8bb0\u4e4b\u4e8c\uff1a\u7ec6\u8282\u6d88\u5931\uff0c\u62bd\u8c61\u751f\u6210<\/a><\/p>\n<p>\u603b\u7b97\u53ef\u4ee5\u6b63\u5f0f\u5f00\u59cb\u8bb2\u5377\u79ef\u7f51\u7edc\u7684\u5de5\u4f5c\u539f\u7406\u4e86\u3002<\/p>\n<p><strong>\u8fc7\u6ee4\u5668\u50cf\u5377\u5730\u6bef\u4e00\u6837\u5377\u8fc7\u53bb<\/strong><\/p>\n<p style=\"text-align: center;\"><img src=\"http:\/\/home.wangjianshuo.com\/cn\/2020\/09\/picture-24.jpg\"\/><\/p>\n<p>\u4e0a\u9762\u7684\u767d\u7eb8\u5c31\u50cf\u56fe\u50cf\uff0c\u800c\u6211\u4eec\u73b0\u5728\u62ff\u4e00\u4e2a\u7ea2\u989c\u8272\u7684\u683c\u5b50\uff0c\u8fd9\u4e2a\u683c\u5b50\u662f 3 x 3 \uff0c\u91cc\u9762\u5199\u77409\u4e2a\u6570\u5b57\u3002\u8fd9 9 \u4e2a\u6570\u5b57\u5f00\u59cb\u662f\u968f\u673a\u6570\uff0c\u7ecf\u8fc7\u5927\u91cf\u7684\u8bad\u7ec3\u4ee5\u540e\u5f00\u59cb\u4e0d\u65ad\u7684\u53d8\u5f97\u6709\u610f\u4e49\u3002<\/p>\n<p>\u8fd9\u4e2a\u7ea2\u8272\u7684\u5c0f\u7eb8\u7247\uff0c\u4f1a\u5148\u4ece\u56fe\u50cf\u7684<span style=\"color: rgb(255, 76, 0);\"><strong>\u5de6\u4e0a\u89d2<\/strong><\/span>\u5f00\u59cb\uff0c\u548c\u6700\u5de6\u4e0a\u89d2\u7684 3 x 3 \u7684\u90a3\u4e00\u5c0f\u7247\u91cd\u5408\uff0c\u5c31\u5f97\u5230\u4e86<strong><span style=\"color: rgb(255, 76, 0);\">\u4e5d\u5bf9\u6570\u5b57<\/span><\/strong>\uff0c\u5c31\u662f\u6bcf\u4e00\u4e2a\u4f4d\u7f6e\u7684\u7ea2\u7eb8\u7247\u4e0a \u548c\u00a0\u5b83\u538b\u4f4f\u7684\u90a3\u4e2a\u4f4d\u7f6e\u7684\u767d\u7eb8\u7247\u4e0a\u7684\u6570\u5b57 \u5f62\u6210\u4e86\u4e00\u5bf9\u3002<\/p>\n<p>\u6211\u4eec\u628a\u8fd9\u4e5d\u5bf9\u6570\u5b57<span style=\"color: rgb(255, 76, 0);\"><strong>\u4e24\u4e24\u76f8\u4e58<\/strong><\/span>\uff0c\u7136\u540e\u628a<span style=\"color: rgb(255, 76, 0);\"><strong>\u4e58\u79ef\u76f8\u52a0<\/strong><\/span>\uff0c\u6700\u540e\u5f62\u6210 <span style=\"color: rgb(255, 76, 0);\"><strong>1<\/strong><\/span> \u4e2a\u6570\u3002\u628a\u8fd9\u4e2a\u6570\u586b\u5199\u5728\u53e6\u5916\u4e00\u4e2a\u7a7a\u767d\u7684\u683c\u5b50\u7684\u6700\u5de6\u4e0a\u89d2\u3002<\/p>\n<p>\u7136\u540e\u8fd9\u4e2a\u5c0f\u7ea2\u65b9\u5757\u5411<strong><span style=\"color: rgb(255, 76, 0);\">\u53f3\u79fb\u52a8\u4e00\u683c<\/span><\/strong>\uff0c\u518d\u505a\u540c\u6837\u7684\u64cd\u4f5c\uff0c\u7136\u540e\u63a5\u7740\u5411\u53f3\u79fb\u4e00\u683c\u3002\u5230\u5934\u4e86\u518d\u56de\u5230\u6700\u5de6\u8fb9\uff0c\u518d\u5411\u4e0b\u79fb\u52a8\u4e00\u884c\uff0c\u518d\u5982\u6b64\u79fb\u52a8\u3002\u5c31\u8fd9\u6837\u7528\u4e00\u4e2a\u5c0f\u7ea2\u7eb8\u7247\u628a\u8fd9\u4e2a\u767d\u7eb8\u4e0a\u7684\u6240\u6709\u7684\u4f4d\u7f6e\u90fd\u626b\u63cf\u4e00\u904d\uff0c\u4ece\u800c\u628a\u8fd9\u5f20\u5927\u767d\u7eb8\u7684\u6570\u5b57\u53d8\u6210\u53e6\u5916\u4e00\u5f20\u5927\u767d\u7eb8\u7684\u6570\u5b57\u3002<\/p>\n<p><img src=\"http:\/\/home.wangjianshuo.com\/cn\/2020\/09\/picture-25.jpg\"\/><\/p>\n<p>\u8fd9\u4e2a\u64cd\u4f5c\uff0c\u5c31\u8ddf\u5377\u5730\u6bef\u4e00\u6837\uff0c\u6570\u5b66\u4e0a\u6210\u4e3a\u5377\u79ef\u3002<\/p>\n<p><strong>\u8fd9\u6709\u4ec0\u4e48\u7528\u5462\uff1f<\/strong><\/p>\n<p><strong><\/strong><\/p>\n<p>\u8fd9\u662f\u4e2a\u597d\u95ee\u9898\u3002\u5927\u5bb6\u7559\u610f\u4e00\u4e0b\u8fd9\u4e2a\u7ea2\u683c\u5b50\u91cc\u9762\u7684\u6570\u5b57\uff0c\u6211\u7528\u4e86\u5de6\u4fa7\u90fd\u662f 1 \uff0c\u00a0\u4e2d\u95f4\u4e00\u5217\u662f 0 \uff0c\u53f3\u4fa7\u90fd\u662f -1 \u7684\u77e9\u9635\u3002\u5927\u5bb6\u60f3\u8c61\u8fd9\u4e2a\u77e9\u9635\u653e\u5728\u4ec0\u4e48\u6837\u7684\u6570\u5b57\u4e0a\u9762\u4ea7\u751f\u7684\u503c\u4f1a\u6700\u5927\u5462\uff1f<strong><\/strong><\/p>\n<p>\u5982\u679c\u5b83\u653e\u5728<span style=\"color: rgb(255, 76, 0);\"><strong>\u7eaf\u8272<\/strong><\/span>\u4e0a\u9762\u5377\u79ef\u51fa\u6765\u7684\u6570\u5b57\u4e00\u5b9a\u662f0\uff0c\u6bd4\u5982\u653e\u5728\u7eaf\u9ed1\u8272\u7684\u90e8\u5206\u3002\u56e0\u4e3a\u5de6\u8fb9\u7684\u6570\u5b57\u548c\u53f3\u8fb9\u7684\u6570\u5b57\u76f8\u7b49\u800c\u4e14\u4e00\u4e2a\u4e3a\u6b63\u4e00\u4e2a\u4e3a\u8d1f\u3002\u6240\u4ee5\u8fd9\u4e2a\u5c0f\u65b9\u5757\u6ed1\u8fc7\u7eaf\u8272\u7684\u5730\u65b9\u5c31\u662f0\u3002<\/p>\n<p>\u5982\u679c\u5b83\u653e\u5728\u4e00\u4e2a\u548c\u5b83\u5f88\u7c7b\u4f3c\u7684\u6a21\u5f0f\u4e0a\uff0c\u5f97\u5230\u7684\u6570\u5b57\u4f1a\u53d8\u7684\u5f02\u5e38\u7684\u5927\u3002\u6bd4\u5982\u8bf4\u5b83\u653e\u5230\u4e86\u4e00\u4e2a\u4e5f\u662f\u548c\u5b83\u4e00\u6837\u5de6\u8fb9\u90fd\u662f 1 \uff0c\u53f3\u9762\u90fd\u662f -1 \u7684\u5730\u65b9\uff0c\u8fd9\u4e2a\u5377\u79ef\u7684\u7ed3\u679c\u5c06\u4f1a\u662f 6 \u00a0( 1 x 1 + 1 x 1 + 1 x 1 + -1 x -1 + -1 x -1 + -1 x -1)\u3002<\/p>\n<p>\u5176\u5b9e\uff0c\u8fd9\u4e2a\u56fe\u50cf\u5c31\u662f\u4e00\u4e2a<strong><span style=\"color: rgb(255, 76, 0);\">\u7ad6\u7ebf\u7684\u68c0\u6d4b\u5668<\/span><\/strong>\u3002\u5b83\u672c\u8eab\u4ee3\u8868\u7740\u4e00\u4e2a\u7ad6\u7ebf\uff08\u5de6\u4fa7\u767d\u8272\uff0c\u53f3\u4fa7\u9ed1\u8272\uff09\uff0c\u5b83\u5728\u6ed1\u8fc7\u56fe\u50cf\u7684\u683c\u5b50\u7684\u65f6\u5019\uff0c\u53ea\u6709\u53d1\u73b0\u548c\u5b83\u7c7b\u4f3c\u7684\u6a21\u5f0f\u7684\u65f6\u5019\uff0c\u5c31\u4f1a<span style=\"color: rgb(255, 76, 0);\"><strong>\u70b9\u4eae<\/strong><\/span>\uff08\u8fd4\u56de\u5f88\u5927\u7684\u6570\u5b57\uff09\uff0c\u800c\u9047\u5230\u5176\u4ed6\u7684\u6a21\u5f0f\u7684\u65f6\u5019\u5c31\u4f1a\u6697\u6de1\uff08\u63a5\u8fd1\u96f6\u6216\u8005\u8d1f\u6570\uff09\uff0c\u8fd9\u6837\u4ee5\u6765\uff0c\u7ecf\u8fc7\u6ed1\u52a8\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u68c0\u6d4b\u8fb9\u6cbf\u4e86\u3002\u8fd9\u4e2a\u53eb\u505a\u8fb9\u6cbf\u68c0\u6d4b\uff08Edge Detection\uff09\u3002<\/p>\n<p><strong>\u591a\u4e2aFilter\uff0c\u6765\u68c0\u6d4b\u540c\u4e00\u4e2a\u56fe\u50cf<\/strong><\/p>\n<p>\u6211\u4eec\u4f8b\u5b50\u91cc\u9762\u7684\u8fd9\u4e2a\u7ea2\u65b9\u5757\u4ec5\u4ec5\u68c0\u6d4b<span style=\"color: rgb(255, 76, 0);\"><strong>\u7ad6\u7ebf<\/strong><\/span>\uff0c\u751a\u81f3\u5b83\u4ec5\u4ec5\u68c0\u6d4b\u5de6\u8fb9\u662f\u767d\u8272\uff0c\u53f3\u8fb9\u662f\u9ed1\u8272\u7684\u7ad6\u7ebf\uff0c\u800c\u53cd\u8fc7\u6765\u7684<strong><span style=\"color: rgb(255, 76, 0);\">\u5de6\u9ed1\u53f3\u767d<\/span><\/strong>\u7684\u7ad6\u7ebf\u5b83\u90fd\u4e0d\u611f\u5174\u8da3\u3002\u90a3\u5982\u4f55\u628a\u5176\u4ed6\u7684\u6a21\u5f0f\u4e5f\u68c0\u6d4b\u51fa\u6765\u5462\uff1f<\/p>\n<p>\u6ca1\u5173\u7cfb\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong><span style=\"color: rgb(255, 76, 0);\">\u5927\u91cf<\/span><\/strong>\u7684\u68c0\u6d4b\u6a21\u5757\u3002\u6bd4\u5982\u53ef\u4ee5\u6709\u53e6\u5916\u4e00\u4e2a\u3002\u5728\u6211\u6628\u5929\u7684\u4f8b\u5b50\u91cc\u9762\uff0c\u6211\u7528\u4e86 32 \u4e2a\u8fd9\u6837\u7684\u5c0f\u7ea2\u65b9\u5757\uff0c\u5206\u522b\u72ec\u7acb\u8d1f\u8d23\u68c0\u6d4b 32 \u79cd\u4e0d\u540c\u7684\u6a21\u5f0f\u3002\u6bd4\u5982\u4e0b\u9762\u6211\u53c8\u627e\u4e86\u4e00\u4e2a\u68c0\u6d4b\u5de6\u4e0a\u767d\u8272\uff0c\u53f3\u4e0b\u9ed1\u8272\u7684\u4ece\u53f3\u4e0a\u5230\u5de6\u4e0b45\u5ea6\u7684\u659c\u7ebf\u7684\u68c0\u6d4b\u6a21\u5757\u3002<\/p>\n<p style=\"text-align: center;\"><img src=\"http:\/\/home.wangjianshuo.com\/cn\/2020\/09\/picture-26.jpg\"\/><\/p>\n<p>\u7ecf\u8fc7 32 \u4e2a\u4e0d\u540c\u7684\u68c0\u6d4b\u6a21\u5757\uff0c\u6211\u4eec\u53eb\u505a filter \uff0c\u6211\u4eec\u4f1a\u628a\u4e00\u526f\u56fe\u7247\u62c6\u89e3\u6210\u6210 32 \u5f20\u65b0\u7684\u56fe\u7247\u3002<\/p>\n<p><img src=\"http:\/\/home.wangjianshuo.com\/cn\/2020\/09\/picture-27.jpg\"\/><\/p>\n<p>\u4f46\u8fd9\u91cc\u6ce8\u610f\uff0c\u5982\u679c\u539f\u56fe\u7684\u6bcf\u4e00\u4e2a\u50cf\u7d20\u91cc\u9762\u7684\u6570\u636e\u662f\u4ee3\u8868\u4e86\u5728\u7070\u5ea6\u8fd9\u4e2a\u7ef4\u5ea6\u7684\u00a0\u9ed1\u767d\u7a0b\u5ea6 \u7684\u8bdd\uff0c\u90a3\u4e48\u751f\u6210\u768432\u5f20\u65b0\u7684\u56fe\u50cf\u91cc\u9762\u7684\u6bcf\u4e2a\u50cf\u7d20\u4ee3\u8868\u7684\u662f\u5728\u5bf9\u5e94\u7684 filter \u4e0b\u7684\u548c filter \u7684\u7a0b\u5ea6\u3002<\/p>\n<p>\u8fd9\u79cd 32 \u5c42\u7684\u56fe\u50cf\u6211\u4eec\u5176\u5b9e\u5e94\u8be5\u5f88\u719f\u6089\u3002\u6240\u6709\u7684\u5f69\u8272\u56fe\u50cf\u90fd\u662f\u4e09\u5c42\u8868\u793a\u7684\uff0c\u5206\u522b\u662fRGB\uff0c\u4ee3\u8868\u7740\u8fd9\u4e2a\u50cf\u7d20\u5728\u4e09\u4e2a\u4e0d\u540c\u7ef4\u5ea6\u7684\u503c\uff0c\u5982\u679c\u628a\u8fd9\u4e09\u5c42\u5206\u522b\u53eb\u505a Red-ness, Green-ness, Blue-ness\uff0c\u8fd9 32 \u4e2a\u53ef\u80fd\u5e94\u8be5\u5206\u522b\u53eb\u505a \u5782\u7ebf\u5ea6 \uff08vertical-ness\uff09,\u6a2a\u7ebf\u5ea6\uff08 horizontal-ness\uff09, \u659c\u7ebf\u5ea6\uff08diagnal-ness\uff09,\u53c9\u5ea6\uff08 cross-ness\uff09 \u7b49\u7b49\u7b49\u7b49\u3002\u4e0d\u7528\u53bb\u67e5\u4e86\uff0c\u8fd9\u4e9b\u8bcd\uff0c\u65e0\u8bba\u4e2d\u6587\u8fd8\u662f\u82f1\u6587\u90fd\u662f\u6211\u778e\u7f16\u7684\u3002<\/p>\n<p><strong>\u7b2c\u4e00\u5c42\u62bd\u8c61\u5b8c\u6210<\/strong><\/p>\n<p>\u4e0b\u9762\u5c31\u662f\u771f\u5b9e\u7684\u5b9e\u9a8c\u7ed3\u679c\u4e86\u3002\u5982\u4e0b\u5c31\u662f MNIST \u6570\u636e\u96c6\u91cc\u9762\u968f\u673a\u7684\u4e00\u4e2a\u6570\u5b57\uff0c\u6211\u76ee\u6d4b\u662f\u4e2a 2 \u3002<\/p>\n<p style=\"text-align: center;\"><img src=\"http:\/\/home.wangjianshuo.com\/cn\/2020\/09\/picture-28.jpg\"\/><\/p>\n<p style=\"text-align: left;\">\u5982\u4e0b\u7684\u4e0a\u9762\u56db\u884c\u5c31\u662f\u8bad\u7ec3\u4ee5\u540e\u751f\u6210\u7684 32 \u4e2a filter 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href=\"https:\/\/home.wangjianshuo.com\/cn\/20200903_%e5%8d%b7%e7%a7%af%e7%bd%91%e7%bb%9c-cnn-%e5%ad%a6%e4%b9%a0%e7%ac%94%e8%ae%b0%e4%b9%8b%e4%b8%89%ef%bc%9a%e5%8d%b7%e7%a7%af%e5%83%8f%e5%8d%b7%e5%9c%b0%e6%af%af.htm\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">\u5377\u79ef\u7f51\u7edc CNN \u5b66\u4e60\u7b14\u8bb0\u4e4b\u4e09\uff1a\u5377\u79ef\u50cf\u5377\u5730\u6bef<\/span> <span 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