{"id":1373,"date":"2025-04-26T18:00:05","date_gmt":"2025-04-26T10:00:05","guid":{"rendered":"https:\/\/www.wunen.com\/index.php\/2025\/04\/26\/%e3%80%90%e5%ae%9e%e6%88%98%e3%80%91ai-%e6%80%8e%e4%b9%88%e6%89%93%e9%ba%bb%e5%b0%86%ef%bc%9f\/"},"modified":"2025-04-26T18:00:05","modified_gmt":"2025-04-26T10:00:05","slug":"%e3%80%90%e5%ae%9e%e6%88%98%e3%80%91ai-%e6%80%8e%e4%b9%88%e6%89%93%e9%ba%bb%e5%b0%86%ef%bc%9f","status":"publish","type":"post","link":"http:\/\/www.wunen.com\/index.php\/2025\/04\/26\/%e3%80%90%e5%ae%9e%e6%88%98%e3%80%91ai-%e6%80%8e%e4%b9%88%e6%89%93%e9%ba%bb%e5%b0%86%ef%bc%9f\/","title":{"rendered":"\u3010\u5b9e\u6218\u3011AI \u600e\u4e48\u6253\u9ebb\u5c06\uff1f"},"content":{"rendered":"
\n \n \n
\n \n \n <\/path>\n <\/svg><\/p>\n

\n \u8bf4\u8d77\u6253\u9ebb\u5c06\u6211\u4e00\u76f4\u662f\u5904\u4e8e\u6bd4\u8f83\u4e1a\u4f59\u5e76\u4e14\u4e0d\u601d\u8fdb\u53d6\u7684\u6c34\u5e73\uff0c\u5404\u4e2a\u5730\u65b9\u7684\u9ebb\u5c06\u89c4\u5219\u4e0d\u4e00\uff0c\u7e41\u7410\u7684\u89c4\u5219\u4e5f\u61d2\u5f97\u653e\u8111\u888b\u91cc\u8bb0\u5fc6\u4e86\uff0c\u4e8e\u662f\u6bcf\u6b21\u8ddf\u670b\u53cb\u6253\u9ebb\u5c06\u90fd\u662f\u73b0\u573a\u4e34\u65f6\u7ea6\u5b9a\u89c4\u5219\uff0c\u600e\u4e48\u7b80\u5355\u600e\u4e48\u6765\uff0c\u5468\u8fb9\u4e5f\u6709\u4e0d\u5c11\u5e74\u8f7b\u7684\u5c0f\u4f19\u4f34\u6211\u4e00\u6837\u3002\n <\/p>\n

\n \u5e74\u524d\u56de\u5bb6\u524d\u8ddf\u670b\u53cb\u805a\u4f1a\u53c8\u6253\u4e86\u51e0\u5708\u9ebb\u5c06\uff0c\u51e0\u4e2a\u4eba\u53c8\u7ecf\u5386\u4e86\u4e00\u904d\u8fb9\u4e0a\u7f51\u67e5\u7b97\u756a\u89c4\u5219\u8fb9\u6253\u724c\uff0c\u751f\u6015\u5c11\u7b97\u756a\u591a\u4e8f\u4e86\u4e94\u6bdb\u94b1\u7684\u8fc7\u7a0b\uff0c\u4e8e\u662f\u840c\u751f\u505a\u4e2a\u9ebb\u5c06\u7b97\u756aAPP\u7684\u60f3\u6cd5\uff0c\u89e3\u51b3\u6211\u4eec\u51e0\u4e2a\u61d2\u4eba\u7684\u6253\u724c\u9700\u6c42\u3002\n <\/p>\n

\n \u5f53\u65f6\u8d81\u7740\u90a3\u51e0\u5929\u60f3\u6cd5\u70ed\u4e4e\uff0c\u82b1\u4e86\u4e00\u5468\u591a\u64b8\u4e86\u4e00\u4e2aiOS App \u53d6\u540d\u53eb\u3010\u5c0f\u756a\u3011\u5c31\u7ed9\u5f04\u4e0a\u67b6\u4e86\uff08\u7b2c\u4e00\u6b21\u5199swift\uff0c\u53d1\u73b0\u5c45\u7136\u6709\u53cc\u611f\u53f9\u53f7!!\u8fd9\u6837\u7684\u8fd0\u7b97\u7b26\uff0c\u5f53\u65f6\u6211\u5c31\u60ca\u5446\u4e86\uff09\u3002\n <\/p>\n

\n \u5c0f\u756a\u4f7f\u7528\u56fd\u6807\u89c4\u5219\u6765\u7b97\u756a\uff0c \u6700\u5927\u756a\u657088\u756a\uff0c\u5f53\u4e00\u526f\u724c\u6709\u591a\u79cd\u80e1\u6cd5\u65f6\u53d6\u6700\u5927\u756a\u6570\u7684\u80e1\u6cd5\uff08\u57fa\u672c\u724c\u5212\u5206\u7684\u52a8\u6001\u89c4\u5212\u600e\u4e48\u5199\u6765\u7740\uff1f\uff09\uff0c\u5176\u4e2d\u5404\u79cd\u7279\u6b8a\u89c4\u5219wikipedia\u91cc\u53ef\u4ee5\u5199\u51fa\u6ee1\u6ee1\u51e0\u5c4f\uff0c\u7167\u7740\u5b66\u4e86\u4e00\u904d\u3002\u4e00\u5f00\u59cb\u6211\u4eec\u5c31\u5bf9\u3010\u5c0f\u756a\u3011\u7684\u9700\u6c42\u6bd4\u8f83\u660e\u786e\uff0c\u628a\u5728\u7ebf\u9ebb\u5c06\u6e38\u620f\u7684\u4fbf\u6377\u6027\u878d\u5165\u5230\u7ebf\u4e0b\u670b\u53cb\u95f4\u793e\u4ea4\u6253\u724c\u6b22\u4e50\u91cc\u3002\n <\/p>\n

\n \u6240\u4ee5\u3010\u5c0f\u756a\u3011\u521a\u8bde\u751f\u5c31\u5e26\u4e86\u4e00\u526fAI\u7684\u773c\u775b\uff0c\u4ee5\u4fbf\u66f4\u5feb\u66f4\u597d\u7684\u670d\u52a1\u597d\u5927\u5bb6\u3002\n <\/p>\n<\/p>\n

\n \u521a\u5f00\u59cb\u7684\u3010\u5c0f\u756a\u3011\u8ba4\u8bc6\u9ebb\u5c06\u724c\u7684\u80fd\u529b\u4e00\u822c\uff0c70%\u5de6\u53f3\u3002\u57fa\u672c\u4e0a\u6444\u50cf\u5934\u8bc6\u522b\u5b8c\u8fd8\u9700\u8981\u624b\u52a8\u518d\u8865\u4e0a\u51e0\u5f20\u724c\uff0c\u6240\u8c13\u4eba\u5de5+\u667a\u80fd\u7ed3\u5408\u3002\n <\/p>\n

\n AI\u6a21\u578b\u51c6\u5907\u4e0a\u6211\u53ea\u662f\u505a\u5b8c\u4e00\u6b21\u76ee\u6807\u68c0\u6d4b\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u6570\u636e\u91c7\u96c6\uff0c\u6807\u6ce8\uff0c\u8bad\u7ec3\uff0c\u8bc4\u4f30\u53ca\u79fb\u52a8\u7aef\u63a8\u7406\u7684\u5b9e\u73b0\u6d41\u7a0b\u3002\u4e2d\u95f4\u6ca1\u6709\u592a\u591a\u4f18\u5316\uff0c\u672c\u7740\u5148\u770b\u770b\u6709\u591a\u5c11\u4eba\u613f\u610f\u4e3a\u8fd9\u9879\u529f\u80fd\u4e70\u5355\u7684\u60f3\u6cd5\uff0c\u628aApp\u64b8\u5b8c\u5c31\u4e0a\u67b6\u4e86\ud83d\ude01\u3002\n <\/p>\n

\n App\u51fa\u6765\u540e\u78b0\u4e0a\u75ab\u60c5\u671f\u95f4\u5927\u5bb6\u4e5f\u90fd\u5bb6\u91cc\u5446\u7740\u4e86\uff0cApp\u597d\u4e45\u4e5f\u6ca1\u5b9e\u8df5\u4e0a\uff0c\u4e2d\u95f4\u53bb\u6c5f\u897f\u670b\u53cb\u5bb6\u5446\u4e86\u4e00\u6bb5\u65f6\u95f4\u6253\u724c\u7528\u4e86\u4e00\u6b21\uff0c\u53d1\u73b0\u4e00\u4e9b\u6613\u7528\u6027\u7684\u95ee\u9898\u4fee\u6b63\u4e86\u4e00\u4e0b\uff0c\u5728\u7edf\u4e00\u7b97\u756a\u89c4\u5219\u65b9\u9762\u3010\u5c0f\u756a\u3011\u53d1\u6325\u4e86\u5b9e\u9645\u4f5c\u7528\u8d77\u5230\u4e86\u516c\u5e73\u516c\u6b63\u7684\u6548\u679c\uff08\u8ba9\u6211\u5f53\u665a\u8f93\u4e86100\u5757\u94b1\uff09\u3002\n <\/p>\n

\n App\u4e0a\u67b6\u540e\u5fd9\u522b\u7684\u4e8b\u60c5\u6709\u6bb5\u65f6\u95f4\u4e5f\u6ca1\u591a\u7ba1\u4e86\u3002\u6700\u8fd1\u5404\u5730\u75ab\u60c5\u53cd\u590d\uff0c\u5468\u672b\u770b\u4e86\u4e00\u4e0bApp Store\u6392\u884c\u699c\uff0c\u53d1\u73b0\u5728\u6ca1\u6709\u4efb\u4f55\u63a8\u5e7f\u7684\u60c5\u51b5\u4e0b\uff0c\u5c0f\u756a\u6700\u8fd1\u8fd8\u722c\u5230\u8fc7\u5a31\u4e50\u7248\u524d50\u540d\u5185\uff0c\u6539\u53d8\u4e86\u6211\u5bf9\u76ee\u524d\u7684\u5e94\u7528\u5e02\u573a\u6ca1\u6709\u63a8\u5e7f\u4e0d\u4f1a\u6709\u4eba\u8d2d\u4e70\u7684\u770b\u6cd5\u3002\n <\/p>\n

\n \u4e8e\u662f\u5468\u672b\u82b1\u4e86\u70b9\u65f6\u95f4\u518d\u597d\u597d\u4f18\u5316\u4e86\u4e00\u628a\u6a21\u578b\uff0c\u628a\u3010\u5c0f\u756a\u3011\u8bc6\u522b\u724c\u7684\u7cbe\u51c6\u5ea6\u63d0\u523098%\u4ee5\u4e0a\u3002
\n \n <\/p>\n

\n \u4f18\u5316\u540e\u7684\u3010\u5c0f\u756a\u3011\uff0c\u5373\u4f7f\u662f\u5e26\u6709\u4e00\u5b9a\u900f\u89c6\u89d2\u5ea6\u7684\uff0c20\u591a\u5f20\u4e0d\u540c\u724c\u540c\u5c4f\u4e5f\u53ef\u4ee5\u4e00\u6b21\u8f7b\u677e\u8bc6\u522b\uff0c\u505a\u5230\u5feb\u901f\u8ba4\u724c\u7b97\u756a\u7684\u6548\u679c\u3002\u884c\u6587\u81f3\u6b64\uff0c\u597d\u73a9\u7684\u4e1c\u897f\u5c31\u4ecb\u7ecd\u5b8c\u4e86\u3002\n <\/p>\n

\n \u5404\u4f4d\u770b\u5b98\uff0c\u76ee\u524d\u3010\u5c0f\u756a\u3011\u65b0\u7248\u672c\u4e0a\u7ebf\uff0c\u7279\u4ef72\u6298\u4f18\u60e0\u6d3b\u52a8\u4e2d\uff0c\u8d76\u7d27App Store\u641c\u7d22\u4e0b\u8f7d\u4e00\u4e2a\u6536\u85cf\u8d77\u6765\uff0c\u4ee5\u5907\u9022\u5e74\u8fc7\u8282\u6253\u724c\u4f7f\u7528\u5427\ud83d\ude01\uff08\u8fd130\u5c42\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u5e73\u5747\u6bcf\u5c42\u4e0d\u52303\u6bdb\u94b1\u54e6\uff09\u3002\n <\/p>\n<\/p>\n

\n \u4e0b\u9762\u8fdb\u5165\u6280\u672f\u5e72\u8d27\u7684\u90e8\u5206\uff0c\u5b9e\u8df5\u4e2d\u600e\u4e48\u63d0\u9ad8\u6a21\u578b\u9ebb\u5c06\u724c\u8bc6\u522b\u7684\u7cbe\u786e\u5ea6\u548c\u53ec\u56de\u7387\uff1f\u884c\u4e1a\u5185\u7684\u4eba\u6e05\u695a\uff0cAI\u6a21\u578b\u662f\u5bb9\u6613\u505a\u51fademo\uff0c\u4f46\u4ea7\u54c1\u5316\u8fc7\u7a0b\u4e2d\u9700\u8981\u6295\u5165\u975e\u5e38\u591a\u7cbe\u529b\u6253\u78e8\u7684\u4e00\u9879\u6280\u672f\u3002\u4ee5\u524d\u505a\u4e2a\u6027\u5316\u63a8\u8350\u548c\u5b9a\u5411\u5e7f\u544a\u63a8\u8350\uff0c\u6df1\u77e5\u6570\u636e\u7684\u4f18\u5316\u5bf9\u6548\u679c\u7684\u4f5c\u7528\u8fdc\u5927\u4e8e\u7b97\u6cd5\u81ea\u8eab\u5f62\u5f0f\u7684\u4f18\u5316\u4f5c\u7528\u3002\u6240\u4ee5\u8fd9\u6b21\u5728\u6a21\u578b\u6548\u679c\u6253\u78e8\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4f18\u5148\u7740\u91cd\u8003\u8651\u6570\u636e\u65b9\u9762\u7684\u4f18\u5316\u3002\n <\/p>\n

\n \u95ee\u9898\u5b9a\u4e49
\n
\n \u9ebb\u5c06\u724c\u8bc6\u522b\u662f\u4e00\u7c7b\u76ee\u6807\u68c0\u6d4b\u95ee\u9898\uff08Object Detection\uff09\uff0c\u76ee\u6807\u68c0\u6d4b\u4e0e\u53ea\u8f93\u51fa\u5355\u4e00\u6807\u7b7e\u7684\u56fe\u50cf\u5206\u7c7b\u95ee\u9898\uff08Image Classification\uff09\u4e0d\u540c\uff0c\u76ee\u6807\u68c0\u6d4b\u95ee\u9898\u7684\u8f93\u51fa\u5305\u542b\u4e24\u4e2a\u4fe1\u606f\uff1a\u56fe\u7247\u4e2d\u53ef\u80fd\u5305\u542b\u7684\u591a\u4e2a\u7269\u4f53\u7684\u4f4d\u7f6e\uff0c\u4ee5\u53ca\u5404\u81ea\u7684\u5206\u7c7b\u6807\u7b7e\u3002\n <\/p>\n

\n \u9ebb\u5c06\u724c\u8bc6\u522b\u5728\u76ee\u6807\u68c0\u6d4b\u95ee\u9898\u91cc\u5c5e\u4e8e\u591a\u4e2a\u5c0f\u76ee\u6807\uff08\u76ee\u6807\u76f8\u5bf9\u4e8e\u5b8c\u6574\u56fe\u50cf\u5927\u5c0f\uff09\u7684\u540c\u65f6\u68c0\u6d4b\uff0c\u542b34\u4e2a\u5206\u7c7b\uff08\u4e0d\u8ba1\u82b1\u724c\uff09\uff0c\u9700\u8981\u8003\u8651\u4e0d\u540c\u706f\u5149\u4eae\u5ea6\uff0c\u6295\u5f71\u89d2\u5ea6\uff0c\u684c\u9762\u80cc\u666f\uff0c\u9ebb\u5c06\u724c\u9762\u6837\u5f0f\u53d8\u5316\u4e0b\u7684\u8bc6\u522b\u3002\n <\/p>\n

\n \u7c7b\u4f3c\u7684\uff0c\u81ea\u52a8\u9a7e\u9a76\u7684\u89c6\u89c9\u611f\u77e5\u90e8\u5206\u4e5f\u5305\u542b\u4e86\u4e00\u4e9b\u76ee\u6807\u68c0\u6d4b\uff08\u7ea2\u7eff\u706f\uff0c\u8f66\u8f86\uff0c\u96ea\u7cd5\u7b52\u7b49\uff09\u95ee\u9898\u3002\n <\/p>\n

\n \u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5
\n
\n \u89e3\u51b3\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u7684\u5e38\u89c1\u6a21\u578b\u4e3b\u8981\u5206\u4e3a\u4e24\u7c7b\uff0c\u4ee5R-CNN\/Fast R-CNN\/Faster R-CNN\u4e3a\u4ee3\u8868\u7684\u4e24\u6b65\u6cd5\uff1a\u5148\u7528\u542f\u53d1\u5f0f\u641c\u7d22\uff08R-CNN\/Fast R-CNN\uff09\u7684\u7b97\u6cd5\u6216\u8005\u7279\u5b9a\u7684\u7f51\u7edc\uff08Faster R-CNN\uff09\u627e\u51fa\u56fe\u7247\u4e2d\u53ef\u80fd\u7684\u7269\u4f53\u533a\u57df\uff08region proposals\uff09\uff0c\u7136\u540e\u7528\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5bf9\u5404\u4e2a\u7269\u4f53\u533a\u57df\u505a\u4e00\u6b21\u56fe\u50cf\u5206\u7c7b\u3002\n <\/p>\n

\n Faster R-CNN\u53ef\u4ee5\u505a\u5230\u6bd4\u8f83\u9ad8\u7684\u7cbe\u786e\u5ea6\u68c0\u6d4b\u76ee\u6807\uff0c\u4f46\u68c0\u6d4b\u5ef6\u8fdf\u65b9\u9762\u6bd4\u8f83\u9ad8\uff0c\u4e0d\u9002\u4e8e\u9700\u8981\u89c6\u9891\u5b9e\u65f6\u68c0\u6d4b\u7684\u573a\u666f\u3002
\n \n <\/p>\n

\n \u53e6\u4e00\u7c7b\u7b97\u6cd5\u662f\u4ee5SSD\uff08Single Shot MultiBox Detector\uff09\u548cYOLO\uff08You Only Look Once\uff09\u4e3a\u4ee3\u8868\u7684\u4e00\u6b65\u68c0\u6d4b\u6cd5\uff0c\u8fd9\u7c7b\u7b97\u6cd5\u5c06\u4f4d\u7f6e\u68c0\u6d4b\u7684\u5916\u5305\u77e9\u5f62\u548c\u5206\u7c7b\u6982\u7387\u7edf\u4e00\u7f16\u7801\u5230\u4e00\u4e2a\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u9884\u6d4b\u8f93\u51fa\u91cc\u3002\n <\/p>\n

\n \u5177\u4f53\u7684\uff0c\u56fe\u50cf\u53ef\u4ee5\u4ee5\u4e00\u5b9a\u7684\u6b65\u957f\u5212\u5206\u6210\u683c\u5b50\uff0c\u6bcf\u4e2a\u683c\u5b50\u5173\u8054\u51e0\u4e2a\uff08\u6bd4\u59826\u4e2a\uff09\u4e0d\u540c\u6bd4\u4f8b\u7684Anchor Box\uff08\u6bd4\u59821:1, 1:2, 2:1\u7b49\uff09\uff0c\u6bcf\u4e2a\u683c\u5b50\u7684\u6bcf\u4e2aAnchor Box\u53ef\u4ee5\u9884\u6d4b\u4e00\u4e2a\u4e2d\u5fc3\u70b9(x, y)\u548c\u957f\u5bbd(l, w)\u7684\u504f\u79fb\u91cf\u4ee5\u53ca\u5bf9\u5e94\u533a\u57df\u662f\u67d0\u4e2a\u5206\u7c7b\u7684\u6982\u7387p\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u901a\u8fc7\u68af\u5ea6\u4e0b\u964d\u6765\u8c03\u6574\u6a21\u578b\u53c2\u6570\u6700\u5c0f\u5316\u635f\u5931\u51fd\u6570\u3002\n <\/p>\n

\n \u76ee\u6807\u68c0\u6d4b\u7684\u635f\u5931\u51fd\u6570\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff1a\u5206\u7c7b\u635f\u5931\u51fd\u6570\u53ca\u5b9a\u4f4d\u8bef\u5dee\uff0c\u4e3a\u51cf\u5c11\u8fc7\u62df\u5408\u7684\u60c5\u51b5\u4e5f\u4f1a\u52a0\u5165\u6b63\u5219\u5316\u635f\u5931\uff0c3\u8005\u505a\u4e00\u4e2a\u52a0\u6743\u7ebf\u6027\u7ec4\u5408\u3002\n <\/p>\n<\/p>\n

\n SSD\u53caYOLO\u7b97\u6cd5\u5728\u5ef6\u65f6\u548c\u7cbe\u786e\u5ea6\u65b9\u9762\u5e73\u8861\u6bd4\u8f83\u597d\uff0c\u53ef\u4ee5\u6ee1\u8db3\u89c6\u9891\u5b9e\u65f6\u68c0\u6d4b\uff0830FPS\uff09\u7684\u9700\u6c42\u3002\n <\/p>\n

\n \u672c\u8d28\u4e0aSSD\u548cYOLO\u8fd9\u7c7b\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u53ef\u4ee5\u7406\u89e3\u6210\u4e00\u4e2a\u6846\u67b6\uff0c\u5728\u8fd9\u4e2a\u6846\u67b6\u91cc\u6709\u591a\u4e2a\u7ec4\u6210\u90e8\u5206\u6216\u51b3\u7b56\u7b97\u6cd5\uff0c\u4e0d\u540c\u7684\u9009\u62e9\u7ec4\u6210\u5177\u4f53\u7684\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u3002\n <\/p>\n

\n \u6bd4\u5982\u6846\u67b6\u4e2d\u505a\u4e3a\u4e3b\u5e72\u7684\u7279\u5f81\u62bd\u53d6\u7f51\u7edc\u90e8\u5206\uff0cssd\u539f\u59cb\u4f7f\u7528\u7684vgg16\uff0cyolo\u4f7f\u7528\u7684Darknet53\uff0c\u5728\u5e73\u8861\u901f\u5ea6\u548c\u7cbe\u786e\u5ea6\u65f6\uff0c\u4e5f\u53ef\u4ee5\u9009\u62e9\u5176\u4ed6\u7684\u7279\u5f81\u62bd\u53d6\u7f51\u7edc\uff0c\u5982\u4e3a\u79fb\u52a8\u8bbe\u5907\u4f18\u5316\u7684mobilenet v1,v2\uff0c\u6216\u8005inception\u7b49\uff0c\u4e0d\u540c\u7684\u9009\u62e9\u53ef\u4ee5\u7ec4\u5408\u51fa\u591a\u79cd\u4e0d\u540c\u7684\u5177\u4f53\u6a21\u578b\u3002\n <\/p>\n

\n \u4eca\u5e74\u6700\u65b0\u53d1\u5e03\u7684YOLO v4\u6a21\u578b\u5728COCO\u7684\u6570\u636e\u96c6\u4e0a\u901f\u5ea6\u548c\u7cbe\u786e\u5ea6\u90fd\u8fbe\u5230\u4e86\u4e0d\u9519\u7684\u63d0\u5347\u3002\n <\/p>\n<\/p>\n

\n \u9ebb\u5c06\u8bc6\u522b\u6a21\u578b\u8bad\u7ec3
\n
\n \u9996\u5148\u662f\u8bad\u7ec3\u6570\u636e\u51c6\u5907\uff0c\u5c1d\u8bd5\u5728\u7f51\u4e0a\u641c\u4e86\u4e00\u5708\u6ca1\u6709\u627e\u5230\u73b0\u6709\u7684\u9ebb\u5c06\u724c\u76ee\u6807\u68c0\u6d4b\u7684\u6807\u6ce8\u6570\u636e\uff0c\u4e8e\u662f\u5f00\u59cb\u81ea\u5df1\u7684\u6570\u636e\u91c7\u96c6\u548c\u6807\u6ce8\u3002\n <\/p>\n

\n \u8bad\u7ec3\u6570\u636e\u5206\u4e3a\u4e24\u90e8\u5206\uff0c\u4e00\u90e8\u5206\u4eba\u5de5\u771f\u5b9e\u6570\u636e\uff0c\u4e00\u90e8\u5206\u751f\u6210\u6570\u636e\uff08\u5927\u91cf\uff09\u3002\u771f\u5b9e\u6570\u636e\u91c7\u96c6\u4f7f\u7528\u89c6\u9891\u5f55\u5236\u7684\u65b9\u5f0f\uff0c\u5206\u4e24\u79cd\u573a\u666f\uff0c\u5355\u4e2a\u9ebb\u5c06\u724c\uff0834\u7c7b\uff09\uff0c\u4ee5\u53ca\u591a\u5f20\u724c\u7ec4\u5408\uff0814\u5f20\uff09\u3002\u6446\u597d\u724c\u540e\u79fb\u52a8\u624b\u673a\u62cd\u6444\u4e0d\u540c\u89d2\u5ea6\u4e0b\u7684\u6210\u50cf\uff0c\u5b8c\u4e86\u7528\u811a\u672c\u4ece\u89c6\u9891\u91cc\u81ea\u52a8\u622a\u53d6\u51fa\u6765x\u5f20\u56fe\u7247\u8fdb\u884c\u6807\u6ce8\u3002\n <\/p>\n

\n \u6807\u6ce8\u5de5\u5177\u4f7f\u7528labelimg\u5de5\u5177\uff0c\u53ef\u4ee5\u6bd4\u8f83\u65b9\u4fbf\u7684\u6846\u51fa\u9ebb\u5c06\u724c\u6253\u4e0a\u6807\u7b7e\uff0c\u51c6\u5907\u5c31\u7eea\u540e\u5c31\u662f\u4e00\u987f\u72c2\u6807\u6ce8\uff0c\u6807\u6ce8\u540e\u7684\u56fe\u7247\u7c7b\u4f3c\u8fd9\u4e2a\u6837\u5b50\uff0c\u751f\u6210\u5bf9\u5e94\u7684PASCAL VOC\u683c\u5f0f\u7684xml\u6587\u4ef6\u3002\n <\/p>\n

\n \u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0!\n <\/p>\n

\n \u7b2c\u4e00\u90e8\u5206\u6570\u636e\u63a5\u8fd1\u771f\u5b9e\u4f7f\u7528\u573a\u666f\uff08\u4e00\u6b21\u68c0\u6d4b\u5927\u4e8e14\u5f20\u724c\uff0c\u724c\u76f8\u5bf9\u4e8e\u56fe\u50cf\u7684\u5927\u5c0f\u4e5f\u63a5\u8fd1\u5b9e\u9645\u60c5\u51b5\uff09\u3002\u4f46\u7531\u4e8e\u53ea\u6709\u4e00\u526f\u9ebb\u5c06\u724c\uff0c\u573a\u666f\u6bd4\u8f83\u5355\u4e00\u6570\u636e\u91cf\u4e5f\u6bd4\u8f83\u5c0f\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u79cd\u5bb9\u6613\u4ea7\u751f\u8fc7\u62df\u5408\u7684\u60c5\u51b5\u4e8e\u662f\u5f15\u5165\u7b2c\u4e8c\u90e8\u5206\u6570\u636e\u3002\n <\/p>\n

\n \u7b2c\u4e8c\u90e8\u5206\u6570\u636e\u662f\u771f\u6b63\u5e2e\u52a9\u63d0\u9ad8\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u751f\u6210\u6570\u636e\uff0c\u8fd9\u90e8\u5206\u6570\u636e\u4f7f\u7528\u4e86\u4e24\u4e2a\u6570\u636e\u6e90\u6765\u5408\u6210\uff0c34\u5f20\u9ebb\u5c06\u724c\u7684\u4e0d\u540c\u6837\u5f0f\u7684\u56fe\u7247\u5171600\u591a\u5f20\uff0c\u4ee5\u53ca4000\u591a\u5f20\u7eb9\u7406\u56fe\u7247\u7684\u6570\u636e\u96c6\u3002\n <\/p>\n

\n \u968f\u673a\u5408\u6210\u751f\u6210\u7684\u573a\u666f\u56fe\u7247\uff1a\u6bcf\u6b21\u6311\u4e24\u5f20\u9ebb\u5c06\u8fdb\u884c\u4e00\u5b9a\u7684\u968f\u673a\u65cb\u8f6c\/\u7f29\u653e\/\u4eae\u5ea6\u53ca\u5bf9\u6bd4\u5ea6\u8c03\u6574\/\u6295\u5f71\u53d8\u6362\u540e\u653e\u5728\u4e00\u5f20\u968f\u673a\u9009\u7684\u7eb9\u7406\u56fe\u4e0a\u4f5c\u4e3a\u80cc\u666f\uff0c\u751f\u6210\u5408\u6210\u56fe\u7247\u4ee5\u53ca\u5bf9\u5e94\u7684\u6807\u6ce8\u6570\u636e\uff08\u9ebb\u5c06\u724c\u7684\u5916\u6846\u4f5c\u4e3a\u6700\u5c0f\u5916\u5305\u77e9\u5f62\u53c2\u4e0e\u968f\u673a\u53d8\u6362\u4f7f\u5f97\u6807\u6ce8\u4fe1\u606f\u9700\u8981\u7684label&bounding box\u90fd\u662f\u5df2\u77e5\u4fe1\u606f\uff0c\u53ef\u4ee5\u6309\u6a21\u7248\u751f\u6210\u6807\u6ce8xml\u6587\u4ef6\u4e0d\u9700\u8981\u4eba\u5de5\u6807\u6ce8\uff09\u3002\u7528\u8fd9\u4e2a\u529e\u6cd5\u53ef\u4ee5\u8f7b\u677e\u751f\u6210\u6570\u4e07\u4e2a\u6807\u6ce8\u56fe\u7247\uff0c\u751f\u6210\u7684\u6570\u636e\u957f\u4e0b\u9762\u8fd9\u4e2a\u6837\u5b50\u3002\n <\/p>\n

\n \u6ce8\u610f\u751f\u6210\u6570\u636e\u65f6\u76f4\u63a5\u751f\u6210\u6a21\u578b\u8f93\u5165\u9700\u8981\u7684\u5206\u8fa8\u7387\uff0c\u51cf\u5c11\u6a21\u578b\u9884\u5904\u7406\u7684resize\u6b65\u9aa4\u548c\u52a0\u8f7d\u56fe\u7247\u6570\u636e\u4e0d\u5fc5\u8981\u7684\u5185\u5b58\u5f00\u9500\u3002\n <\/p>\n<\/p>\n

\n \u50cfSSD\u548cYOLO\u7b49\u7b97\u6cd5\u90fd\u5e26\u6709\u4e00\u5b9a\u7684\u6570\u636e\u589e\u5f3a\uff08Data Augmentation\uff09\u9884\u5904\u7406\u529f\u80fd\uff0c\u6bd4\u5982\u968f\u673a\u7684\u7684\u5bf9\u8bad\u7ec3\u6570\u636e\u8fdb\u884c\u5782\u76f4\/\u6c34\u5e73\u7ffb\u8f6c\u6216\u8005\u968f\u673a\u622a\u53d6\u533a\u57df\u653e\u5927\u7b49\u64cd\u4f5c\uff0c\u4e00\u65b9\u9762\u63d0\u5347\u6a21\u578b\u7684\u901a\u7528\u80fd\u529b\uff0c\u4e5f\u51cf\u5c11\u5bf9\u8bad\u7ec3\u6570\u636eoverfitting\u7684\u95ee\u9898\u3002\u7531\u4e8e\u6211\u5728\u81ea\u52a8\u5316\u751f\u6210\u6570\u636e\u65b9\u9762\u8003\u8651\u4e86\u4e0d\u540c\u60c5\u51b5\u7684\u56fe\u50cf\u53d8\u6362\u5e76\u4e14\u751f\u6210\u4e86\u5927\u91cf\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u5bf9\u6a21\u578b\u81ea\u5e26\u7684\u6570\u636e\u589e\u5f3a\u529f\u80fd\u5e76\u4e0d\u592a\u4f9d\u8d56\u3002\n <\/p>\n

\n \u6570\u636e\u96c6\u51c6\u5907\u597d\u540e\uff0880%\u6570\u636e\u505a\u8bad\u7ec3\uff0c20%\u505a\u6d4b\u8bd5\uff09\uff0c\u4f7f\u7528tensorflow\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\uff0c\u57fa\u4e8e\u4e00\u4e2a\u9884\u5148\u8bad\u7ec3\u597d\u7684\u56fe\u50cf\u7279\u5f81\u62bd\u53d6\u6a21\u578b\uff08\u6bd4\u5982ssd_mobilenet_v1_coco\uff09\u8fdb\u884c\u8fc1\u79fb\u5b66\u4e60\uff0c\u51cf\u5c11\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u6a21\u578b\u9700\u8981\u7684\u5b66\u4e60\u56fe\u50cf\u7279\u5f81\u62bd\u53d6\uff08\u5b66\u4e60\u57fa\u672c\u7684\u56fe\u50cf\u7406\u89e3\u80fd\u529b\uff0c\u6bd4\u5982\u8fb9\u7f18\u68c0\u6d4b\uff0c\u57fa\u672c\u5f62\u72b6\u68c0\u6d4b\u7b49\u57fa\u7840\u529f\uff09\u7684\u65f6\u95f4\uff0c\u4e5f\u51cf\u5c11\u9700\u8981\u7684\u8bad\u7ec3\u56fe\u7247\u6570\u636e\u91cf\u3002\n <\/p>\n

\n \u7531\u4e8e\u751f\u6210\u7684\u6a21\u578b\u6700\u7ec8\u662f\u5728\u624b\u673a\u4e0a\u505a\u63a8\u7406\uff0c\u6211\u5728\u624b\u673a\u4e0a\u4f7f\u7528Tensorflow Lite\u6846\u67b6\uff0c\u8bad\u7ec3\u540e\u5bfc\u51fa\u7684\u6a21\u578b\u9700\u8981\u8f6c\u6210tflite\u683c\u5f0f\u3002tflite\u76f8\u5bf9\u4e8etensorflow\u6a21\u578b\u5c11\u4e86\u4e0d\u5c11\u8fd0\u7b97\u7b26\u7684\u652f\u6301\uff0c\u6bd4\u5982ssd\u6a21\u578b\u7684\u9884\u5904\u7406\u6b65\u9aa4\u9700\u8981\u653e\u5230\u6a21\u578b\u5916\u6765\u505a\uff0c\u5904\u7406\u65f6\u9700\u8981\u6ce8\u610f\u6839\u636e\u6a21\u578b\u8f93\u5165\u56fe\u7247RGB\u4fe1\u606f\u63a5\u53d7\u7684\u6d6e\u70b9\u6570\u8303\u56f4\uff08\u6709\u6a21\u578b\u7528[-1,1]\uff0c\u4e5f\u6709\u6a21\u578b\u7528[0, 1]\uff09\u505a\u76f8\u5e94\u7684\u6b63\u5219\u5316\uff0c\u53e6\u5916\u4e5f\u9700\u8981\u68c0\u6d4b\u63a8\u7406\u65f6\u8f93\u5165\u56fe\u7247\u6216\u8005\u89c6\u9891\u7684RGB\u901a\u9053\u987a\u5e8f\u548c\u6a21\u578b\u9700\u6c42\u662f\u4e00\u6837\u7684\uff0c\u4efb\u4f55\u4e00\u4e2a\u5c0f\u5730\u65b9\u7684\u6570\u636e\u4e0d\u4e00\u81f4\u90fd\u4f1a\u4f7f\u4f60\u7684\u6a21\u578b\u6548\u679c\u5927\u6253\u6298\u6263\u3002\n <\/p>\n

\n \u5728\u9ebb\u5c06\u7b97\u756a\u8fd9\u4e2a\u5e94\u7528\u573a\u666f\u4e0b\uff0c\u7531\u4e8e\u6d6e\u70b9\u7c7b\u578b\u7684tflite\u6a21\u578b\u5728\u624b\u673a\u4e0a\u7684\u6027\u80fd\u5df2\u7ecf\u4e0d\u9519\uff0c\u6ca1\u6709\u8fdb\u4e00\u6b65\u518d\u5bf9\u6a21\u578b\u7684\u6d6e\u70b9\u6570\u8fdb\u884cint8\u79bb\u6563\u5316\u5904\u7406\uff08quantization\uff09\u3002\u6027\u80fd\u65b9\u9762\u5728iOS\u4e0a\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\uff1a\u53ef\u4ee5\u4f7f\u7528Tensorflow Lite\u7684CoreML delegate\u6765\u505a\u63a8\u7406\uff0c\u5229\u7528\u624b\u673a\u5185\u7f6eAI\u82af\u7247\u7684\u5e76\u884c\u5904\u7406\u80fd\u529b\u6765\u65e0\u635f\u7684\u63d0\u5347\u63a8\u7406\u901f\u5ea6\u3002\n <\/p>\n

\n AI\u6a21\u578b\u6027\u80fd\u7684\u63d0\u5347\u4f7f\u5f97\u6df1\u5ea6\u5b66\u4e60\u5728\u624b\u673a\u53caIOT\u8bbe\u5907\u4e0a\u7684\u5e94\u7528\u8d8a\u6765\u8d8a\u591a\uff0cTensorflow Lite\u5728\u5d4c\u5165\u5f0f\u8bbe\u5907\u751a\u81f3\u5fae\u63a7\u5236\u5668\u4e0a\u4e5f\u63d0\u4f9b\u4e86\u8fd0\u884c\u65f6\u73af\u5883\uff0c\u4e3a\u4e0d\u540c\u5e94\u7528\u573a\u666f\u5728\u901f\u5ea6\u4e0e\u7cbe\u786e\u5ea6\u65b9\u9762\u7684\u5e73\u8861\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u9009\u62e9\uff0c\u76f8\u4fe1\u540e\u7eed\u4f1a\u6709\u8d8a\u6765\u8d8a\u591a\u4fbf\u6377\u751f\u6d3b\u7684AI\u5e94\u7528\u4ea7\u751f\u3002Life\u2019s getting better.\n <\/p>\n

\n \u60f3\u6df1\u5165\u5b9e\u6218\u76ee\u6807\u68c0\u6d4b\uff0c\u505a\u505a\u4f18\u5316\uff0c\u6253\u6253\u6bd4\u8d5b\uff0c\u6b22\u8fce\u770b\u8fd9\u8fb9~:
\n
\n
\n https:\/\/blog.csdn.net\/qq_46098574
\n <\/a>\n <\/p>\n

\n \u60f3\u4e0e\u5927\u91cf\u7b97\u6cd5\u5de5\u7a0b\u5e08\u4ea4\u6d41\u6280\u672f\u65b9\u6848\uff0c\u5de5\u7a0b\u843d\u5730\uff0c\u6b22\u8fce\u6765\u77e5\u8bc6\u661f\u7403~\uff1a
\n \n <\/p>\n

\n \u200b\n <\/p>\n<\/p><\/div>\n\n \n<\/div>\n","protected":false},"excerpt":{"rendered":"

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