從零開始，成為 AI 圖像訓練師! 認證檢定教材

["\u4e8c \u7b97\u529b\u8db3\u5920\u7684\u96fb\u8166\uff1a\u6b64\u985e\u578b\u7684\u96fb\u8166\u901a\u5e38\u5df2\u5099\u59a5\u76f8\u7576\u7a0b\u5ea6\u7684 GPU\uff0c\u4ee5 \u56e0\u61c9\u5404\u7a2e AI \u6a21\u578b\u8a13\u7df4\u554f\u984c\u3002\u9019\u985e\u578b\u7684\u96fb\u8166\u80fd\u8a13\u7df4\u5404\u7a2e\u96e3\u6613\u5ea6\u7684\u984c\u76ee\uff0c \u6311\u9078\u7db2\u8def\u6a21\u578b\u7684\u6b65\u9a5f\u5982\u4e0b\uff1a \u6b65\u9a5f\u4e00 \u5148\u78ba\u8a8d\u984c\u76ee\u7684\u96e3\u6613\u7a0b\u5ea6\uff0c\u82e5\u6a19\u8a18\u5dee\u7570\u6027\u5927\u6216\u4e0d\u9700\u5927\u91cf\u5716\u7247\u7684\u984c\u76ee\uff0c\u5efa \u8b70\u512a\u5148\u4f7f\u7528 40 \u81f3 60 \u5c64 (Xnet-1) \u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u9032\u884c AI \u6a21\u578b\u8a13\u7df4\uff0c \u751f\u6210 AI \u6a21\u578b\u5f8c\u9a57\u8b49\u5176\u7d50\u679c\uff1b\u53cd\u4e4b\uff0c\u6a19\u8a18\u5dee\u7570\u6027\u5c0f\u6216\u9700\u8981\u5927\u91cf\u5716\u7247\u7684\u984c \u76ee\uff0c\u5efa\u8b70\u512a\u5148\u4f7f\u7528 100 \u81f3 110 \u5c64 (Xnet-2) \u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u9032\u884c AI \u6a21 \u578b\u8a13\u7df4\uff0c\u751f\u6210 AI \u6a21\u578b\u5f8c\u9a57\u8b49\u5176\u7d50\u679c\u3002 \u6b65\u9a5f\u4e8c \u6839\u64da\u9a57\u8b49\u7d50\u679c\u5dee\u7570\uff0c\u6703\u518d\u9078\u64c7\u4e0d\u540c\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u5404\u7a2e\u60c5\u6cc1\u8aaa\u660e\u5982\u4e0b\u3002 (1) \u60c5\u6cc1\u4e00\u3001\u9a57\u8b49\u7d50\u679c\u7b26\u5408\u9700\u6c42\uff1a\u7121\u9808\u8abf\u6574\u795e\u7d93\u7db2\u8def\u6a21\u578b\u3002 (2) \u60c5\u6cc1\u4e8c\u3001\u9a57\u8b49\u7d50\u679c\u672a\u7b26\u5408\u9700\u6c42\uff1a\u8868\u793a\u5148\u524d\u6240\u9078\u64c7\u7684\u795e\u7d93\u7db2\u8def\u5c64\u6578\u4e0d \u8db3\uff0c\u5c0e\u81f4 AI \u6a21\u578b\u7121\u6cd5\u8a13\u7df4\u8d77\u4f86\uff0c\u5efa\u8b70\u6311\u9078\u591a\u5c64\u6578\u7684\u795e\u7d93\u7db2\u8def\uff0c\u5982 145 \u81f3 160 \u5c64 (XNet-3) \u7684\u7db2\u8def\u6a21\u578b\u3002 (3) \u60c5\u6cc1\u4e09\u3001\u9a57\u8b49\u7d50\u679c\u70ba\u904e\u64ec\u5408 ( Overfitting ) \uff1a\u904e\u64ec\u5408\u662f\u6307 AI \u6a21\u578b\u5728 \u8a13\u7df4\u7d50\u679c\u8868\u73fe\u5f97\u5f88\u597d\uff0c\u4f46\u7576\u63d0\u4f9b\u65b0\u5716\u7247\u6642\u6703\u8868\u73fe\u4e0d\u4f73\u7684\u73fe\u8c61\u3002\u767c\u751f \u6b64\u60c5\u6cc1\u6642\u5efa\u8b70\u6539\u6311\u9078\u5c11\u5c64 (XNet-2) \u7684\u795e\u7d93\u7db2\u8def\uff0c\u907f\u514d\u904e\u64ec\u5408\u60c5\u5f62 \u767c\u751f\u5f71\u97ff AI \u6a21\u578b\u8a13\u7df4\u7d50\u679c\u3002 \u6b65\u9a5f\u4e09 \u6839\u64da\u4e0d\u540c\u7684 AI \u6a21\u578b\u7d50\u679c\u900f\u904e\u6b65\u9a5f\u4e8c\u7684\u60c5\u6cc1\u9032\u884c\u8abf\u6574\uff0c\u76f4\u5230\u9a57\u8b49\u7d50\u679c\u7b26 \u5408\u9700\u6c42\u3002 151","\u4e8c \u7ad9\u5728\u5de8\u4eba\u7684\u80a9\u8180\u4e0a : \u7269\u4ef6\u5075\u6e2c\u61c9\u7528\u6848\u4f8b \u6848\u4f8b\u4e00\uff1a AI \u5075\u63a2\u2014\u627e\u51fa\u5c45\u5bb6\u5875\u87a8\u3002 \u5875\u87a8\u662f\u570b\u4eba\u5e38\u898b\u7684\u904e\u654f\u6e90\uff0c\u7260\u5011\u4e3b\u8981\u751f\u9577\u5728\u6f6e\u6fd5\u7684\u74b0\u5883\u4e2d\uff0c\u7531\u65bc \u81fa\u7063\u56db\u9762\u74b0\u6d77\u5c6c\u65bc\u6f6e\u6fd5\u5730\u578b\uff0c\u5341\u5206\u9069\u5408\u5875\u87a8\u751f\u9577\u3002\u9762\u5c0d\u5875\u87a8\u554f\u984c\u904e\u53bb \u53ea\u80fd\u900f\u904e\u9664\u6fd5\u6216\u5438\u5875\u5668\u65b9\u5f0f\u675c\u7d55\u5875\u87a8\uff0c\u4e14\u5875\u87a8\u9ad4\u7a4d\u904e\u5c0f\u7121\u6cd5\u7528\u8089\u773c\u78ba \u8a8d\u662f\u5426\u5df2\u6e05\u9664\u4e7e\u6de8\uff0c\u56e0\u6b64\u9700\u8981\u82b1\u8cbb\u8a31\u591a\u7684\u6642\u9593\u8207\u91d1\u9322\u8655\u7406\uff0c\u4f46\u6210\u6548\u537b \u662f\u5f88\u6709\u9650\u3002 \u5176\u5be6\u904b\u7528 AI \u6280\u8853\u5c31\u53ef\u4ee5\u8f15\u9b06\u627e\u51fa\u5c45\u5bb6\u5875\u87a8\uff0c\u5c0e\u5165\u904e\u7a0b\u4e5f\u5341\u5206\u7c21\u55ae\u3002 \u9996\u5148\u5148\u7528\u7279\u6b8a\u76f8\u6a5f\u62cd\u651d\u53d6\u5f97\u5927\u91cf\u5875\u87a8\u7167\u7247\u4e26\u5b8c\u6210\u6a19\u8a18\uff0c\u63a5\u8457\u5c07\u6a19\u8a18\u5b8c \u6210\u7684\u8cc7\u6599\u653e\u5165 AI \u6a21\u578b\u4e2d\u9032\u884c\u8a13\u7df4\uff0c\u7b49\u5f85 AI \u6a21\u578b\u751f\u6210\u3002\u6700\u5f8c\u5c07 AI \u6a21\u578b \u4e32\u63a5\u81f3\u76f8\u95dc\u7a0b\u5f0f\uff0c\u5373\u5b8c\u6210 AI \u5875\u87a8\u6aa2\u6e2c\u6a21\u7d44\u3002 \u5875\u87ce APP 152 \u7b2c\u516b\u7ae0 \u4e0d\u53ea\u5206\u985e\uff0c\u9084\u8981\u77e5\u9053\u4f4d\u7f6e : AI \u7269\u4ef6\u5075\u6e2c","\u900f\u904e\u624b\u6a5f\u8207 AI \u7684\u7d50\u5408\uff0c\u4f7f\u7528\u8005\u958b\u555f\u5875\u87a8 APP \u4fbf\u80fd\u7acb\u5373\u5c07\u5bb6\u4e2d\u5875 \u87a8\u4e00\u89bd\u7121\u907a\uff0c\u4fbf\u80fd\u6709\u6548\u7387\u7684\u9032\u884c\u74b0\u5883\u6e05\u6f54\u6e1b\u5c11\u5875\u87a8\u6240\u9020\u6210\u7684\u4e0d\u9069\u3002\u900f \u904e APP \u6240\u8490\u96c6\u7684\u6240\u6709\u7167\u7247\u4e5f\u80fd\u900f\u904e APP \u50b3\u9001\u81f3\u96fb\u8166\u4e2d\u900f\u904e\u8a13\u7df4\u5f37\u5316 AI \u6a21\u578b\uff0c\u8b93 AI \u8fa8\u8b58\u80fd\u529b\u6301\u7e8c\u5f37\u5316\u3002 \u6848\u4f8b\u4e8c\uff1a AI \u54c1\u6aa2\u54e1\u2014\u628a\u95dc\u7522\u54c1\u54c1\u8cea\u5efa\u7acb\u751f\u7522\u5c65\u6b77 \u8cb7\u8ce3\u96d9\u65b9\u7684\u7522\u54c1\u54c1\u8cea\u662f\u5982\u4f55\u628a\u95dc\u5462\uff1f\u4e3b\u8981\u7531\u8cb7\u8ce3\u96d9\u65b9\u4f9d\u7167\u5408\u7d04\u898f\u7bc4 \u5404\u81ea\u6aa2\u6e2c\u8207\u628a\u95dc\u7522\u54c1\u54c1\u8cea\u3002\u90a3\u70ba\u4f55\u6703\u7522\u751f\u5546\u54c1\u9000\u8ca8\u6216\u6298\u8b93\u5462\uff1f\u5546\u54c1\u51fa \u8ca8\u6642\u6709\u6642\u53d7\u5230\u6c23\u5019\u6216\u5730\u5f62\u5f71\u97ff\uff0c\u8b93\u5546\u54c1\u9001\u9054\u6642\u51fa\u73fe\u554f\u984c\uff0c\u767c\u751f\u9019\u4e9b\u554f \u984c\u6642\u90fd\u662f\u7531\u8ce3\u65b9\u627f\u64d4\uff0c\u624d\u6703\u7522\u751f\u4ee5\u4e0a\u554f\u984c\u3002 ? 153","\u5c0e\u5165 AI \u64d4\u4efb\u54c1\u6aa2\u54e1\uff0c\u4e0d\u50c5\u80fd\u6e1b\u5c11\u57f9\u8a13\u6aa2\u6e2c\u4eba\u54e1\u7684\u6642\u9593\uff0c\u4e5f\u80fd\u6301\u7e8c \u63d0\u5347\u6aa2\u6e2c\u80fd\u529b\uff0c\u66f4\u80fd\u7d93\u7531\u4e32\u63a5\u770b\u5230\u8ce3\u65b9\u51fa\u8ca8\u7684\u6aa2\u6e2c\u904e\u7a0b\u4e26\u5efa\u7acb\u96d9\u65b9\u627f \u8a8d\u7684\u751f\u7522\u5c65\u6b77\uff0c\u4ee5\u4fdd\u969c\u96d9\u65b9\u7522\u54c1\u54c1\u8cea\u8207\u65e5\u5f8c\u6bc0\u640d\u8cac\u4efb\u6b78\u5c6c\uff0c\u4e26\u63d0\u5347\u672a \u4f86\u96d9\u65b9\u7684\u5408\u4f5c\u95dc\u4fc2\u3002 VisDB VisLab NG \u570b\u969b\u7ba1\u7406\u7cfb\u7d71 \u6a19\u8a18 \/ \u8a13\u7df4 \/ \u9a57\u8b49 \u7522\u54c1\u6578\u4f4d\u5316 OK ERP\/MES \u51fa\u8ca8 \u4eba\u6599\u6aa2 \u751f\u7522\u7d00\u9304 \u751f\u7522\u7d00\u9304 \u751f\u7522\u7d00\u9304 \u751f\u7522\u7d00\u9304 \u4eba\u529b\u7d44\u88dd \u6a5f\u68b0\u624b\u81c2\u7d44\u88dd \u51fa\u8ca8\u6aa2 \u751f\u7522 \u751f\u7522\u6d41\u7a0b A \u751f\u7522\u6d41\u7a0b B \u751f\u7522\u6d41\u7a0b C \u751f\u7522\u6d41\u7a0b D (VisCam) (VisCam) (VisCam) (VisCam) \u54c1\u7ba1\u4e0d\u518d\u53d7\u9650\u5834\u57df \u6578\u4f4d\u5316 ( \u76f8\u7247 ) \u6240\u6709\u7522\u54c1\u6709\u8de1\u53ef\u5faa \u8cb7\u8ce3\u96d9\u65b9\u7522\u54c1\u8907\u5224 154 \u7b2c\u516b\u7ae0 \u4e0d\u53ea\u5206\u985e\uff0c\u9084\u8981\u77e5\u9053\u4f4d\u7f6e : AI \u7269\u4ef6\u5075\u6e2c","\u6848\u4f8b\u4e09\uff1a AI \u7d50\u5e33\u54e1\u2014\u5e97\u5bb6\u7d50\u5e33\u7684\u597d\u5e6b\u624b \u5927\u5bb6\u61c9\u8a72\u90fd\u6709\u5230\u5546\u5e97\u6216\u8ce3\u5834\u7d50\u5e33\u7684\u7d93\u9a57\uff0c\u770b\u5230\u5927\u6392\u9577\u9f8d\u7684\u4eba\u7fa4\u662f \u5426\u8b93\u4f60\u5931\u53bb\u4eab\u53d7\u8cfc\u7269\u7684\u6a02\u8da3\u5462\uff1f\u4e5f\u662f\u5426\u6709\u904e\u767c\u751f\u7d50\u5e33\u7684\u5546\u54c1\u6578\u91cf\u6216\u91d1 \u984d\u51fa\u554f\u984c\u5462\uff1f \u50b3\u7d71\u7d50\u5e33\u76f8\u8f03 AI \u7d50\u5e33\u4e0a\u4ecd\u6709\u8af8\u591a\u4e0d\u4fbf\uff0c\u5176\u4e2d\u6bcf\u5e74\u9808\u958b\u92b7\u7684\u54e1\u5de5\u6559 \u80b2\u8a13\u7df4\uff0c\u65b0\u9032\u4eba\u54e1\u8a13\u7df4\u9700\u8981\u7d04 1 \u500b\u6708\u624d\u6703\u5b70\u6089\u5e97\u5bb6\u74b0\u5883\u8207\u6a5f\u53f0\u64cd\u4f5c\u3002 \u518d\u8005\uff0c\u5e97\u5bb6\u5546\u54c1\u8207\u55ae\u50f9\u773e\u591a\uff0c\u4e14\u4e0d\u6642\u6703\u6709\u4fc3\u92b7\u6d3b\u52d5\uff0c\u5e97\u54e1\u6709\u6642\u6703\u4e0d\u5c0f \u5fc3\u51fa\u932f\uff0c\u8b93\u5ba2\u8a34\u60c5\u5f62\u4e0d\u65b7\u767c\u751f\u3002 \u76ee\u524d\u5df2\u6709\u4e0d\u5c11\u5e97\u5bb6\u6216\u8ce3\u5834\u8cfc\u7f6e\u81ea\u52a9\u7d50\u5e33\u6a5f\u53f0\u4ee5\u6539\u5584\u7d50\u5e33\u554f\u984c\uff0c\u4f46 \u6d88\u8cbb\u8005\u4ecd\u9700\u82b1\u6642\u9593\u627e\u5c0b\u5546\u54c1\u689d\u78bc\u624d\u80fd\u7d50\u5e33\u6216\u4e0d\u5b70\u6089\u64cd\u4f5c\uff0c\u8b93\u9019\u4e9b\u5546\u5bb6 \u4ecd\u9808\u914d\u7f6e\u4eba\u54e1\u5728\u81ea\u52a9\u7d50\u5e33\u6a5f\u53f0\u9644\u8fd1\uff0c\u5f9e\u65c1\u5354\u52a9\u6d88\u8cbb\u8005\u6392\u9664\u554f\u984c\u3002 \u5176\u5be6\u5e97\u5bb6\u53ef\u904b\u7528 AI \u5716\u50cf\u8fa8\u8b58\u6280\u8853\u5373\u53ef\u6709\u6548\u6539\u5584\u4e0a\u8ff0\u554f\u984c\uff0c\u5176\u5c0e\u5165 \u6d41\u7a0b\u4e5f\u5341\u5206\u5bb9\u6613\uff0c\u9996\u5148\u5c07\u5404\u985e\u5546\u54c1\u7167\u7247\u62cd\u7167\u5efa\u6a94\uff0c\u5c07\u6a94\u6848\u653e\u5165 AI \u6a21\u578b \u4e2d\u9032\u884c\u8a13\u7df4\uff0c\u751f\u6210\u5c08\u5c6c\u7684 AI \u6a21\u578b\u6a94\u6848\uff0c\u6700\u5f8c\u518d\u8207\u81ea\u5bb6\u7684\u7d50\u5e33\u7cfb\u7d71\u4e32\u63a5 \u5373\u5b8c\u6210 AI \u7d50\u5e33\u7cfb\u7d71\u3002 \u5546\u54c1\u7167\u7247\u5efa\u6a94 \u532f\u5165 AI \u5efa\u7acb\u6a21\u578b \u4e32\u63a5\u7d50\u5e33\u7cfb\u7d71 AI \u7d50\u5e33\u7cfb\u7d71\u5b8c\u6210 155","AI \u7d50\u5e33\u7cfb\u7d71\u5c0e\u5165\u5b8c\u6210\u5f8c\uff0c\u6d88\u8cbb\u8005\u50c5\u9700\u5c07\u5546\u54c1\u653e\u7f6e\u6307\u5b9a\u4f4d\u7f6e\u5f8c\uff0cAI \u5c07\u7acb\u5373\u8fa8\u8b58\u51fa\u5546\u54c1\u6578\u91cf\u53ca\u50f9\u683c\u8207\u512a\u60e0\u8cc7\u8a0a\uff0c\u6d88\u8cbb\u8005\u50c5\u9700\u78ba\u8a8d\u6709\u7121\u554f\u984c\uff0c \u4fbf\u53ef\u7acb\u5373\u5b8c\u6210\u7d50\u5e33\uff0c\u6642\u9593\u53ef\u5f9e 1 \u5206\u9418\u7e2e\u77ed\u81f3 10 \u79d2\u5167\u5b8c\u6210\uff0c\u5927\u5e45\u964d\u4f4e\u7d50 \u5e33\u6642\u9593\u3001\u4eba\u54e1\u57f9\u8a13\u6642\u9593\u53ca\u6210\u672c\u3002AI \u4e0d\u50c5\u80fd\u7e2e\u77ed\u7d50\u5e33\u6642\u9593\uff0c\u4e5f\u80fd\u8a18\u9304\u6d88 \u8cbb\u8cc7\u8a0a\u56de\u994b\u7d66\u5e97\u5bb6\uff0c\u4e26\u5206\u6790\u51fa\u5404\u6642\u6bb5\u7684\u71b1\u9580\u5546\u54c1\uff0c\u4ee5\u63d0\u5347\u5e97\u5bb6\u71df\u696d\u984d \u5ea6\u4e26\u964d\u4f4e\u904e\u5f80\u900f\u904e\u50b3\u7d71\u4eba\u54e1\u5206\u6790\u7684\u6642\u9593\u8207\u6210\u672c\u3002\u5f8c\u7e8c\u5e97\u5bb6\u82e5\u6301\u7e8c\u63d0\u4f9b \u5546\u54c1\u5716\u7247\u8b93 AI \u9032\u884c\u8a13\u7df4\uff0c\u66f4\u80fd\u63d0\u5347 AI \u8fa8\u8b58\u7684\u7cbe\u6e96\u5ea6\u3002 156 \u7b2c\u516b\u7ae0 \u4e0d\u53ea\u5206\u985e\uff0c\u9084\u8981\u77e5\u9053\u4f4d\u7f6e : AI \u7269\u4ef6\u5075\u6e2c","\u5be6 \u6230 \u6642 \u9593 1. \u8a13\u7df4\u81ea\u5df1\u7684\u7269\u4ef6\u5075\u6e2c\u6a21\u578b \u4ee5\u4e0b\u900f\u904e\u5be6\u969b\u7684 AI \u5716\u50cf\u6a21\u578b\u8a13\u7df4\u8edf\u9ad4\u9032\u884c\u64cd\u4f5c\uff0c\u8b93\u5927\u5bb6\u9032\u4e00\u6b65\u8a8d \u8b58 AI \u5716\u50cf\u7269\u4ef6\u5075\u6e2c\uff0c\u6b64\u6b21\u793a\u7bc4\u7684\u8edf\u9ad4\u662f\u7531\u667a\u6cf0\u79d1\u6280\u6240\u958b\u767c\u7684 VisLab\uff0c \u64cd\u4f5c\u8aaa\u660e\u5982\u4e0b\u3002 \u984c\u76ee\u4e00\uff1a\u96f6\u552e\u5546\u54c1 \u8aaa\u660e\uff1aAI \u7269\u4ef6\u5075\u6e2c\u5177\u6709\u5373\u6642\u8fa8\u8b58\u591a\u7a2e\u5f85\u6e2c\u7269\u4ef6\u7684\u7279\u6027\uff0c\u6b64\u7279\u6027\u5f88 \u9069\u5408\u7528\u65bc\u8ce3\u5834\u6216\u8d85\u5546\u4e2d\uff0c\u6709\u52a9\u63d0\u5347\u7d50\u5e33\u901f\u5ea6\u8207\u964d\u4f4e\u4eba\u54e1\u64cd\u4f5c\u6210\u672c\u3002\u63a5 \u4e0b\u4f86\u900f\u904e\u9019\u751f\u6d3b\u4e2d\u5e38\u898b\u7684\u5546\u54c1\u505a\u70ba AI \u984c\u76ee\u4f86\u5efa\u7f6e\u51fa AI \u96f6\u552e\u5546\u54c1\u7684\u7269 \u4ef6\u5075\u6e2c\u6a21\u578b\u3002 \u96e3\u5ea6\uff1a\u7c21\u55ae\u3000 \u6a19\u8a18\u7a2e\u985e\uff1a6\u3000 \u5716\u7247\u7e3d\u6578\uff1a220 \u5f35\u3000 \u7b97\u529b\u9700\u6c42\uff1a\u7121\u9700 GPU \u64cd\u4f5c\u6b65\u9a5f\u5982\u4e0b\uff1a 157","\u6b65\u9a5f\u4e00 \u5728\u96fb\u8166\u684c\u9762\u4e0a\u65b0\u589e\u8cc7\u6599\u593e\uff0c\u8cc7\u6599\u593e\u540d\u7a31 \u70ba\u300c \u96f6 \u552e \u5546 \u54c1 \u300d\uff0c \u63a5 \u8457 \u5728 \u96f6 \u552e \u5546 \u54c1 \u8cc7 \u6599 \u593e \u5167 \u65b0 \u589e \u56db \u500b \u5b50 \u8cc7 \u6599 \u593e\uff0c \u5206 \u5225 \u547d \u540d \u70ba\u300ctrain\u300d\u3001\u300ctest\u300d\u3001\u300cverify\u300d \u8207 \u300coutput\u300d\u3002 \u6b65\u9a5f\u4e8c \u5c07\u5716\u7247\u5206\u5225\u653e\u5165\u300ctrain\u300d\u3001\u300ctest\u300d\u8207\u300cverify\u300d\u8cc7\u6599\u593e\u4e2d\uff0c\u5716\u7247\u5f35\u6578 \u5206\u5225\u662f train \u70ba 150 \u5f35\u3001test \u70ba 50 \u5f35\u8207 verify \u70ba 20 \u5f35\uff0c\u5404\u7a2e\u985e\u5716\u7247\u5f35 \u6578\u76e1\u53ef\u80fd\u5e73\u5747\u3002 \u6b65\u9a5f\u4e09 \u958b\u555f VisLab \u4e26\u9ede\u64ca\u9032\u5165\u7269\u4ef6\u5075\u6e2c\u7684\u300c\u6a19\u8a18\u5de5\u5177\u300d\u958b\u59cb\u9032\u884c\u6a19\u8a18\uff0c\u9806\u5e8f \u5982\u4e0b\uff1a (1) \u9ede\u64ca\u300c\u958b\u65b0\u8a2d\u5b9a\u6a94\u300d\u51fa\u73fe\u76ee\u9304\u5f8c\u9ede\u64ca\u300c\u53c3\u8003\u76ee\u9304\u300d\uff0c\u9078\u53d6\u96f6\u552e\u5546\u54c1 \u8cc7\u6599\u593e\u4e2d\u7684\u300ctrain\u300d\u8cc7\u6599\u593e\u6309\u78ba\u5b9a\uff0c\u5c07\u5716\u7247\u532f\u5165 VisLab \u4e2d\u3002\u6b64\u8655\u9700 \u7559\u610f\u9801\u6578\uff0c\u6bcf\u4e00\u9801\u986f\u793a 100 \u5f35\u5716\u7247\uff0c\u8d85\u904e\u6703\u65b0\u589e\u9801\u6578\u3002 (2) \u6a19\u8a18\u5de5\u5177\u8996\u7a97\u4e0a\u65b9\u6709\u6a19\u8a18\u6240\u7528\u4e4b\u76f8\u95dc\u5de5\u5177\u5f59\u6574\u4e0b\u8868\u8868\u5716\u3002 158 \u7b2c\u516b\u7ae0 \u4e0d\u53ea\u5206\u985e\uff0c\u9084\u8981\u77e5\u9053\u4f4d\u7f6e : AI \u7269\u4ef6\u5075\u6e2c","\u64cd\u4f5c\u6b65\u9a5f\u5982\u4e0b\uff1a \u6b65\u9a5f\u4e00 \u9078\u64c7\u6240\u8981\u6a19\u8a18\u7684\u5716\u7247\u5f8c\uff0c\u9ede\u9078\u65b0\u589e\u6a19\u8a18\u5716\u793a \uff0c\u4e26\u9078\u64c7\u5206\u985e\u6a19\u7c64 ( \u5982\u5716 \u793a\u4e2d\u7684\u6ce1\u9eb5\uff0c\u9078\u64c7\u5206\u985e\u6a19\u7c64\u300c\u6ce1\u9eb5\u300d )\u3002 \u6b65\u9a5f\u4e8c \u6ed1\u9f20\u6e38\u6a19\u9396\u5b9a\u6a19\u8a18\u76ee\u6a19\u7684\u4e00\u89d2\uff0c\u63a5\u8457\u6309\u4f4f\u6ed1\u9f20\u5de6\u9375\uff0c\u4ee5\u62d6\u66f3\u65b9\u5f0f\u5411\u5c0d \u89d2\u7dda\u6846\u4f4f\u76ee\u6a19\u5f8c\uff0c\u653e\u958b\u6ed1\u9f20\u5de6\u9375\u3002 \u6b65\u9a5f\u4e09 \u6b64\u6642\u6a19\u8a18\u6846\u5448\u73fe\u865b\u7dda\u72c0\u614b\uff0c\u53ef\u904b\u7528\u6ed1\u9f20\u8abf\u6574\u6a19\u8a18\u6846\u4f4d\u7f6e\u8207\u5927\u5c0f\u3002\u78ba\u8a8d \u6a19\u8a18\u7121\u554f\u984c\u5f8c\uff0c\u5c07\u6ed1\u9f20\u6e38\u6a19\u79fb\u51fa\u6a19\u8a18\u6846\u5916\uff0c\u6309\u4e00\u4e0b\u6ed1\u9f20\u5de6\u9375\uff0c\u5373\u53ef\u5b8c \u6210\u6a19\u8a18\u3002 \u5099\u8a3b\uff1a\u6a19\u8a18\u904e\u7a0b\u8edf\u9ad4\u6703\u81ea\u52d5\u5132\u5b58\u6a19\u8a18\u904e\u7684\u5716\u7247\uff0c\u53f3\u908a Image List \u7684\u5716 \u7247\u8cc7\u8a0a\u6703\u5f9e\u767d\u8272\u8f49\u70ba\u7da0\u8272\uff0c\u5247\u8868\u793a\u5df2\u6a19\u8a18\u5b8c\u6210\u4e14\u7d00\u9304\u3002 \u6b65\u9a5f\u56db \u5b8c\u6210\u300ctrain\u300d\u8cc7\u6599\u593e\u6a19\u8a18\u5f8c\u518d\u91cd\u8907\u9806\u5e8f 1 \u8207 2 \u5c07\u300ctest\u300d\u8207\u300cverify\u300d \u8cc7\u6599\u593e\u4e2d\u7684\u5716\u7247\u6a19\u8a18\u5b8c\u6210\uff0c\u5b8c\u6210\u6a19\u8a18\u5f8c\u9ede\u64ca\u5de6\u908a\u300c\u56de\u9996\u9801\u300d\uff0c\u9ede\u64ca\u5206 \u985e\u5668\u7684\u300c\u8a13\u7df4\u5de5\u5177\u300d\u3002 \u6b65\u9a5f\u4e94 \u5148\u5c07\u8981\u8a13\u7df4\u4e4b\u8cc7\u6599\u593e\u532f\u5165 VisLab\uff0c\u9996\u5148\u5c07\u300ctrain\u300d\u8cc7\u6599\u593e\u653e\u5165\u300c\u8a13\u7df4 \u96c6\u300d\uff0c\u63a5\u8457\u5c07\u300ctest\u300d\u8cc7\u6599\u593e\u653e\u5165\u300c\u9a57\u8b49\u96c6\u300d\uff0c\u6700\u5f8c\u5c07\u300coutput\u300d\u8cc7\u6599 \u593e\u653e\u5165\u300c\u8f38\u51fa\u4f4d\u7f6e\u300d\uff0c\u5373\u5b8c\u6210\u8cc7\u6599\u532f\u5165\u3002 159","\u6b65\u9a5f\u516d \u8a2d\u5b9a\u300c\u7db2\u8def\u6a21\u578b\u3001\u300c\u5f71\u50cf\u8cc7\u8a0a\u300d\u53ca\u300c\u5b78\u7fd2\u53c3\u6578\u300d\uff0c\u56e0\u984c\u76ee\u6240\u8fa8\u8b58\u7269\u4ef6 \u7279\u5fb5\u660e\u986f\uff0c\u6839\u64da\u524d\u9762\u7db2\u8def\u6a21\u578b\u6311\u9078\u65b9\u5f0f\uff0c\u512a\u5148\u4ee5 40 \u81f3 60 \u5c64 (XNet-1) \u7684\u795e\u7d93\u7db2\u8def\u9032\u884c AI \u6a21\u578b\u8a13\u7df4\uff0c\u5728 VisLab \u8edf\u9ad4\u4e2d\u9078\u64c7\u300cVisNet-D1\u300d\u3002 \u63a5\u8457\uff0c\u6b64\u984c\u76ee\u6240\u4f7f\u7528\u7684\u5716\u7247\u5c3a\u5bf8\u6700\u5927\u70ba 1,920 x 1,080\uff0c\u70ba\u907f\u514d\u8a13\u7df4\u4e0d \u4f73\u8207\u8a13\u7df4\u6642\u9593\u904e\u9577\uff0c\u5c07\u300c\u5f71\u50cf\u5bec\u300d\u8207\u300c\u5f71\u50cf\u9ad8\u300d\u5206\u5225\u8abf\u6574\u70ba 512 \u8207 384\uff0c\u300c\u5f71\u50cf\u6df1\u300d\u8a2d\u70ba 3 ( 3 \u6307\u7684\u662f\u5f69\u8272 ) \u3002\u6700\u5f8c\uff0c\u300c\u5b78\u7fd2\u53c3\u6578\u300d\u8a2d\u5b9a\u300c\u8fed \u4ee3\u300d150 \u6b21\u3001\u300c\u6279\u6578\u91cf\u300d\u8a2d\u70ba 4 \u53ca\u300c\u5b78\u7fd2\u7387\u300d\u8a2d\u70ba 1 x 10-4\uff0c\u63a5\u8457\u9ede\u64ca\u300c\u958b \u59cb\u8a13\u7df4\u300d\uff0c\u8a13\u7df4\u6642\u9593\u8207\u7d50\u679c\u6574\u7406\u5982\u4e0b\u8868\u3002 \u5f85 AI \u6a21\u578b\u751f\u6210\u5b8c\u6210\u5f8c\uff0c\u9ede\u64ca\u300c\u56de\u9996\u9801\u300d\uff0c\u7d50\u675f\u8a13\u7df4\u3002 160 \u7b2c\u516b\u7ae0 \u4e0d\u53ea\u5206\u985e\uff0c\u9084\u8981\u77e5\u9053\u4f4d\u7f6e : AI \u7269\u4ef6\u5075\u6e2c","\u6b65\u9a5f\u4e03 \u9ede\u64ca\u9032\u5165\u7269\u4ef6\u5075\u6e2c\u300c\u9a57\u8b49\u5de5\u5177\u300d\uff0c\u5c07\u300cverify\u300d\u8cc7\u6599\u593e\u653e\u5165\u53c3\u8003\u8cc7\u6599\u4e2d\uff0c \u5c07\u300coutput\u300d\u8cc7\u6599\u593e\u4e2d\u7684 AI \u6a21\u578b\u6a94\u6848 ( .pbz ) \u653e\u5165 AI \u6a21\u578b\u6a94\uff0c\u5206\u985e\u6a19 \u7c64\u7cfb\u7d71\u6703\u81ea\u884c\u5e36\u5165\uff0c\u5373\u5b8c\u6210\u8cc7\u6599\u4f48\u7f72\u5de5\u4f5c\u3002 \u63a5\u8457\u5206\u5225\u5c07\u300c\u9810\u6e2c\u9580\u6abb\u503c\u300d\u3001\u300c\u5408\u4f75\u9580\u6abb\u503c\u300d\u8207\u300c\u6bd4\u5c0d IOU\u300d \u5206\u5225\u66ab \u8a02\u70ba 0.80\u30010.50 \u8207 0.50( \u6578\u503c\u8d8a\u9ad8\u8868\u793a\u8fa8\u8b58\u689d\u4ef6\u8d8a\u56b4\u683c )\uff0c \u76f8\u95dc\u8aaa\u660e \u5f59\u6574\u65bc\u4e0b\u8868\u5716\u3002 \u9ede\u64ca\u300c\u958b\u59cb\u5206\u6790\u300d\u9032\u884c AI \u6a21\u578b\u9a57\u8b49\uff0c\u53f3\u4e0b\u65b9 F \u5ea6\u91cf\u9054 88.00% 161","\u5206\u6790\u5b8c\u6210\u5f8c\uff0c\u6703\u767c\u73fe\u5716\u7247\u7684\u984f\u8272\u6703\u5f9e\u767d\u8272\u8b8a\u6210\u85cd\u8272\u3001\u7d05\u8272\u6216\u9ec3\u8272\uff0c\u4e3b \u8981\u662f\u5c0d\u61c9\u4e0a\u65b9\u7d71\u8a08\u7684\u984f\u8272\uff0c\u5982\u51fa\u73fe\u85cd\u8272\u8868\u793a\u5716\u7247\u8fa8\u8b58\u6b63\u78ba\u3001\u7d05\u8272\u8868\u793a \u5716\u7247\u6709\u6f0f\u6aa2\u60c5\u5f62\u6216\u9ec3\u8272\u8868\u793a\u5716\u7247\u6709\u904e\u6bba\u60c5\u5f62\u3002 \u82e5\u60f3\u77ad\u89e3\u5404\u5206\u985e\u6a19\u7c64\u8fa8\u8b58\u60c5\u5f62\uff0c\u53ef\u9ede\u9078\u5404\u5206\u985e\u6a19\u7c64\u4fbf\u80fd\u660e\u767d\u5404\u6a19\u7c64\u7684 \u8fa8\u8b58\u7d50\u679c\uff0c\u4f7f\u7528\u8005\u53ef\u91dd\u5c0d\u60f3\u5f37\u5316\u7684\u6a19\u7c64\u5716\u7247\u518d\u65b0\u589e\u5716\u7247\u6578\u91cf\u9032\u884c\u8a13\u7df4\u3002 162 \u7b2c\u516b\u7ae0 \u4e0d\u53ea\u5206\u985e\uff0c\u9084\u8981\u77e5\u9053\u4f4d\u7f6e : AI \u7269\u4ef6\u5075\u6e2c","\u5099\u8a3b\uff1a \u53f3\u4e0a\u65b9\u7d71\u8a08\u6709\u56db\u500b\u4e0d\u540c\u984f\u8272\u7684\u8868\u683c\uff0c\u5176\u5167\u5bb9\u6574\u7406\u5982\u4e0b\uff1a \u771f\u503c\uff1a 5 \u6b63\u78ba\u6578\uff1a3 \u6f0f\u6aa2\uff1a 2 \u904e\u6bba\uff1a 3 \u771f\u503c = \u6b63\u78ba\u6578 + \u6f0f\u6aa2\u6578 163","\u900f\u904e\u4e0a\u8ff0\u7684\u64cd\u4f5c\u904e\u7a0b\uff0c\u5927\u5bb6\u662f\u5426\u5df2\u4e86\u89e3\u5982\u4f55\u8a13\u7df4\u51fa AI \u7269\u4ef6\u5075\u6e2c\u6a21 \u578b\u4e86\u5462\uff1f\u5927\u5bb6\u4e5f\u80fd\u61c9\u7528\u6b64\u529f\u80fd\u53bb\u5075\u6e2c\u4eba\u6d41\u3001\u7522\u54c1\u6aa2\u6e2c\u8207\u5546\u54c1\u7d50\u5e33\u7b49\uff0c \u767c\u63ee\u5927\u5bb6\u5275\u610f\u4f86\u88fd\u4f5c\u66f4\u591a AI \u7269\u4ef6\u5075\u6e2c\u7684\u61c9\u7528\u6848\u4f8b\u3002 AI \u6a21\u578b\u8a13\u7df4\u80fd\u5426\u5ef6\u7e8c\u904e\u53bb\u7684 AI \u6a21\u578b\u6301\u7e8c\u8a13\u7df4\u5462\uff1f \u53ef\u4ee5\u7684\uff0c\u5728 VisLab \u8edf\u9ad4\u4e2d\u4f7f\u7528\u8005\u53ef\u9ede\u9078\u5de6\u908a\u300c\u53c3\u6578\u8a2d\u5b9a\u300d \uff0c\u9032\u5165\u5f8c\u5728\u53f3\u4e0a\u65b9\u7684\u300c\u9077\u79fb\u5b78\u7fd2\u300d\u4e26\u9078\u53d6\u300c\u81ea\u52d5\u300d\u6216\u300c\u6307 \u5b9a\u300d\uff0c\u95dc\u9589\u300c\u53c3\u6578\u8a2d\u5b9a\u300d\u8996\u7a97\u5f8c\u9ede\u9078\u958b\u59cb\u8a13\u7df4 \uff0c\u5373\u53ef\u63a5 \u7e8c\u5148\u524d AI \u6a21\u578b\u6210\u679c\u9032\u884c\u8a13\u7df4\u3002 164 \u7b2c\u516b\u7ae0 \u4e0d\u53ea\u5206\u985e\uff0c\u9084\u8981\u77e5\u9053\u4f4d\u7f6e : AI \u7269\u4ef6\u5075\u6e2c","\u5be6 \u6230 \u6642 \u9593 2. \u628a\u6a21\u578b\u5c0e\u5165\u6aa2\u6e2c\u5e73\u53f0 AI \u6a21\u578b\u5982\u540c\u4eba\u7684\u5927\u8166\u8a18\u61b6\uff0c\u5149\u6709\u5927\u8166\u8a18\u61b6\u662f\u4e0d\u5920\u7684\uff0c\u9700\u8981\u642d\u914d\u5176 \u4ed6\u529f\u80fd\u624d\u53ef\u6709\u6548\u767c\u63ee\u5927\u8166\u4e2d\u7684\u8a18\u61b6\u4e26\u61c9\u7528\uff0cAI \u6a21\u578b\u4e5f\u662f\u5982\u6b64\u3002 \u4e0a\u7bc0\u900f\u904e VisLab \u8edf\u9ad4\u4f86\u751f\u6210 AI \u6a21\u578b\uff0c\u672c\u7bc0\u5c07\u904b\u7528\u8207 VisLab \u642d\u914d \u7684 VisCam ( AI \u5f71\u50cf\u5075\u6e2c\u6a21\u7d44 ) \u57f7\u884c\u5be6\u7269\u8fa8\u8b58\u8207\u4e32\u63a5\u3002VisCam \u4e2d\u6709 \u4e09\u5927\u529f\u80fd\u5206\u5225\u662f\u76f8\u6a5f ( camera ) \u3001\u8cc7\u6599\u593e ( folder ) \u53ca\u7db2\u8def ( web ) \uff0c\u5404\u81ea\u529f\u80fd\u4ecb\u7d39\u8207\u64cd\u4f5c\u8aaa\u660e\u5982\u4e0b\uff1a \u4e00 \u76f8\u6a5f\uff1a\u5c07 AI \u6a21\u578b\u5c0e\u5165\u5f8c\uff0c\u4f7f\u7528\u8005\u53ef\u900f\u904e webcam\u3001\u5be6\u7269\u6295\u5f71\u6a5f\u6216 \u7b46\u96fb\u93e1\u982d\u5373\u53ef\u9032\u884c\u5be6\u7269\u8fa8\u8b58\uff0c\u64cd\u4f5c\u65b9\u5f0f\u5982\u4e0b\uff1a (1) \u958b\u555f VisCam \u8edf\u9ad4\uff0c\u900f\u904e\u5de6\u4e0a\u89d2 ( \u9700\u53d6\u5f97\u8207\u555f\u52d5\u7522\u54c1\u91d1\u9470\u624d\u80fd\u958b \u555f ) \u9078\u64c7\u76f8\u6a5f\u529f\u80fd \u3002 (2) \u9ede\u64ca \u958b\u555f\u76f8\u6a5f\u8a2d\u5b9a\uff0c\u7531\u65bc\u4e0a\u7bc0 AI \u6a21\u578b\u7684\u8a13\u7df4\uff0c\u6240\u4f7f\u7528\u7684\u5f71\u50cf\u8cc7 \u8a0a\u70ba 512 x 384\uff0c\u56e0\u6b64\u5f71\u50cf\u683c\u5f0f\u9700\u8981\u76e1\u91cf\u627e\u6700\u63a5\u8fd1\u7684\u70ba\u512a\u5148\uff0c\u6240\u4ee5 \u6b64\u6b21\u9078\u64c7 640 x 480\uff0c\u63a5\u8457\u9ede\u64ca\u4e0b\u65b9\u555f\u52d5\u59cb\u5b8c\u6210\u76f8\u6a5f\u8a2d\u5b9a\u3002 165","\u5099\u8a3b\uff1a \u76f8\u6a5f\u8a2d\u5b9a\u6703\u6839\u64da\u4f7f\u7528\u8005\u6240\u5b89\u88dd\u7684\u76f8\u6a5f\u898f\u683c\u4e0d\u540c\uff0c\u5c0e\u81f4\u6709\u90e8\u5206\u529f\u80fd\u9078\u9805 \u8207\u4f5c\u8005\u4e0d\u540c\u6216\u7121\u6cd5\u4f7f\u7528\u3002 (3) \u63a5\u4e0b\u4f86\uff0c\u9ede\u64ca AI \u53f3\u908a\u7684\u8a2d\u5b9a \uff0c\u5373\u958b\u555f AI \u8a2d\u5b9a\u529f\u80fd\u3002\u9700\u8981\u5c07\u4e0a \u7bc0\u6240\u8a13\u7df4\u7684 AI \u6a21\u578b\u6a94\u532f\u5165\u6b64\u8a2d\u5b9a\u4e2d\uff0c\u624d\u80fd\u8b93\u76f8\u6a5f\u5099\u6709 AI \u7269\u4ef6\u5075\u6e2c \u7684\u5373\u6642\u8fa8\u8b58\u529f\u80fd\u3002\u529f\u80fd\u4ecb\u9762\u6703\u770b\u5230\u540d\u7a31\u3001\u6a21\u5f0f\u3001\u6a21\u578b\u3001\u5206\u985e\u6a19\u7c64\u3001 \u5f71\u50cf\u5bec\u3001\u5f71\u50cf\u9ad8\u3001\u6aa2\u6e2c\u9580\u6abb\u8207\u4f7f\u7528 CPU\uff0c\u5728\u6b64\u6211\u5011\u50c5\u9700\u8f38\u5165\u540d\u7a31 ( \u96f6\u552e\u5546\u54c1 ) \u3001\u6a21\u578b ( \u4e0a\u7bc0\u7684 AI \u6a21\u578b\u6a94 ) \u3001\u6aa2\u6e2c\u9580\u6abb\u66ab\u8a02 0.80( \u6578 \u503c\u8d8a\u9ad8\u8868\u793a\u8d8a\u56b4\u683c ) \u8207\u4f7f\u7528 CPU ( \u82e5\u7121 GPU \u8acb\u52fe\u9078 ) \uff0c\u5176\u9918\u7cfb\u7d71 \u6703\u81ea\u52d5\u532f\u5165\uff0c\u5b8c\u6210\u5f8c\u9ede\u64ca OK \uff0c AI \u6a21\u578b\u4fbf\u65b0\u589e\u5b8c\u6210\uff0c\u63a5\u8457\u9ede\u64ca\u53f3 \u4e0a\u89d2\u7684\u96e2\u958b\u56de\u5230 VisCam \u756b\u9762\u3002 166 \u7b2c\u516b\u7ae0 \u4e0d\u53ea\u5206\u985e\uff0c\u9084\u8981\u77e5\u9053\u4f4d\u7f6e : AI \u7269\u4ef6\u5075\u6e2c","(4)AI \u529f\u80fd\u756b\u9762\u51fa\u73fe\u96f6\u552e\u5546\u54c1 AI \u6a21\u578b\uff0c\u6ed1\u9f20\u5de6\u9375\u5feb\u901f\u9ede\u64ca\u5169\u4e0b ( \u9ede\u64ca \u5f8c AI \u6a21\u578b\u8b8a\u6210\u7d05\u8272 ) \uff0c\u5c07 AI \u6a21\u578b\u4f48\u7f72\u81f3 VisCam \u4e2d\u3002\u6b64\u6642\uff0c\u53ef\u62ff \u9019\u5206\u985e\u6a19\u7c64\u4e2d\u7684\u516d\u9805\u96f6\u552e\u5546\u54c1\u653e\u7f6e\u93e1\u982d\u4e0b\u9032\u884c\u5373\u6642\u8fa8\u8b58\uff0c\u5373\u5b8c\u6210 AI \u76f8\u6a5f\u4f48\u7f72\u8207\u64cd\u4f5c\u3002 167","\u4e8c \u8cc7\u6599\u593e ( \u9700\u5148\u53d6\u5f97\u8207\u555f\u52d5\u7522\u54c1\u91d1\u9470 ) \uff1a\u6709\u6642\u56e0\u984c\u76ee\u95dc\u4fc2\uff0c\u6703\u9700\u8981\u5c07 \u5716\u7247\u653e\u7f6e\u65bc\u8cc7\u6599\u593e\u9032\u884c\u5373\u6642\u8fa8\u8b58\u4ee5\u78ba\u8a8d AI \u6a21\u578b\u6210\u6548\uff0c\u76f8\u95dc\u64cd\u4f5c\u6b65\u9a5f\u8aaa \u660e\u5982\u4e0b\uff1a (1) \u958b\u555f VisCam \u8edf\u9ad4\uff0c\u900f\u904e\u5de6\u4e0a\u89d2 \u9078\u64c7\u8cc7\u6599\u593e\u529f\u80fd \u3002 (2) \u9ede\u64ca \u958b\u555f\u8cc7\u6599\u593e\u8a2d\u5b9a\uff0c\u53ef\u8a2d\u5b9a\u6709\u8cc7\u6599\u593e ( \u5716\u7247\u8def\u5f91 ) \u3001\u5b58\u6a94\u8def\u5f91 ( \u8fa8\u8b58\u8cc7\u6599\u7d50\u679c\u5b58\u653e\u8def\u5f91 ) \u3001Save PDF\u3001OD-save xml ( \u7269\u4ef6\u5075\u6e2c\u5c08 \u7528 ) \u8207 SE-save mask ( \u5206\u5272\u5c08\u7528 ) \uff0c\u672c\u6b21 AI \u6a21\u578b\u4ee5\u7269\u4ef6\u5075\u6e2c\u70ba\u4e3b\uff0c \u6240\u4ee5\u6b64\u6b21\u5148\u52fe\u9078 Save PDF \u8207 OD-save xml\uff0c\u63a5\u8457\u96e2\u958b\u8a2d\u5b9a\u3002 (3) \u63a5\u8457\u5c07\u9700\u8981\u6aa2\u6e2c\u7684\u96f6\u552e\u5546\u54c1\u5716\u7247\u653e\u5165 VisCam \u7684 input \u8cc7\u6599\u593e\u4e2d \u5f8c\uff0c\u96e2\u958b\u8cc7\u6599\u593e\u3002 168 \u7b2c\u516b\u7ae0 \u4e0d\u53ea\u5206\u985e\uff0c\u9084\u8981\u77e5\u9053\u4f4d\u7f6e : AI \u7269\u4ef6\u5075\u6e2c","(4) \u63a5\u4e0b\u4f86\uff0c\u9ede\u64ca AI \u53f3\u908a\u7684\u8a2d\u5b9a \uff0c\u5373\u958b\u555f AI \u8a2d\u5b9a\u529f\u80fd\u3002\u9700\u8981\u5c07\u4e0a \u7bc0\u6240\u8a13\u7df4\u7684 AI \u6a21\u578b\u6a94\u532f\u5165\u6b64\u8a2d\u5b9a\u4e2d\uff0c\u624d\u80fd\u8b93\u76f8\u6a5f\u5099\u6709 AI \u7269\u4ef6\u5075\u6e2c \u7684\u5373\u6642\u8fa8\u8b58\u529f\u80fd\u3002\u529f\u80fd\u4ecb\u9762\u6703\u770b\u5230\u540d\u7a31\u3001\u6a21\u5f0f\u3001\u6a21\u578b\u3001\u5206\u985e\u6a19\u7c64\u3001 \u5f71\u50cf\u5bec\u3001\u5f71\u50cf\u9ad8\u3001\u6aa2\u6e2c\u9580\u6abb\u8207\u4f7f\u7528 CPU\uff0c\u5728\u6b64\u6211\u5011\u50c5\u9700\u8f38\u5165\u540d\u7a31 ( \u96f6\u552e\u5546\u54c1 ) \u3001\u6a21\u578b ( \u4e0a\u7bc0\u7684 AI \u6a21\u578b\u6a94 ) \u3001\u6aa2\u6e2c\u9580\u6abb 0.80( \u6578\u503c\u8d8a\u9ad8 \u8868\u793a\u8d8a\u56b4\u683c ) \u8207\u4f7f\u7528 CPU ( \u82e5\u7121 GPU \u8acb\u52fe\u9078 ) \uff0c\u5176\u9918\u7cfb\u7d71\u6703\u81ea\u52d5 \u532f\u5165\uff0c\u5b8c\u6210\u5f8c\u9ede\u64ca OK\uff0cAI \u6a21\u578b\u4fbf\u65b0\u589e\u5b8c\u6210\uff0c\u63a5\u8457\u9ede\u64ca\u53f3\u4e0a\u89d2\u7684\u96e2 \u958b\u56de\u5230 VisCam \u756b\u9762\u3002 169","(5)AI \u529f\u80fd\u756b\u9762\u51fa\u73fe\u96f6\u552e\u5546\u54c1 AI \u6a21\u578b\uff0c\u6ed1\u9f20\u5de6\u9375\u5feb\u901f\u9ede\u64ca\u5169\u4e0b ( \u9ede\u64ca \u5f8c AI \u6a21\u578b\u8b8a\u6210\u7d05\u8272 ) \uff0c\u5c07 AI \u6a21\u578b\u4f48\u7f72\u81f3 VisCam \u4e2d\u3002 (6) \u63a5\u8457\u9ede\u64ca\u555f\u52d5\uff0cAI \u6a21\u578b\u5c07\u81ea\u52d5\u8fa8\u8b58\u9019\u4e9b\u5716\u7247\uff0c\u8fa8\u8b58\u7d50\u675f\u5f8c\u9ede\u64ca\u505c\u6b62\uff0c \u5426\u5247\u6709\u5176\u4ed6\u5716\u7247\u532f\u5165 input \u8cc7\u6599\u593e\u6642\uff0c\u7cfb\u7d71\u4ecd\u6703\u5373\u6642\u8fa8\u8b58\u3002 170 \u7b2c\u516b\u7ae0 \u4e0d\u53ea\u5206\u985e\uff0c\u9084\u8981\u77e5\u9053\u4f4d\u7f6e : AI \u7269\u4ef6\u5075\u6e2c","(7) \u6700\u5f8c\uff0c\u9032\u5165 VisCam \u7684 output \u8cc7\u6599\u593e\u4e2d\uff0c\u4fbf\u53ef\u770b\u5230\u525b\u624d\u5716\u7247\u900f\u904e AI \u6a21\u578b\u6240\u8fa8\u8b58\u7684\u7d50\u679c\u5c07\u4ee5 PDF \u6a94\u6848\u5448\u73fe\uff0c\u9ede\u5165\u5373\u53ef\u770b\u8fa8\u8b58\u8a73\u7d30\u5167 \u5bb9\u3002 171","\u4e09 \u7db2\u8def ( \u9700\u5148\u53d6\u5f97\u8207\u555f\u52d5\u7522\u54c1\u91d1\u9470 ) \uff1a\u7db2\u8def\u529f\u80fd\u53ef\u5c07 AI \u6a21\u578b\u6240\u8fa8\u8b58 \u7684\u7d50\u679c\u4e32\u63a5\u81f3\u5176\u4ed6\u7a0b\u5f0f\u9032\u884c AI \u61c9\u7528\uff0c\u64cd\u4f5c\u6b65\u9a5f\u5982\u4e0b\uff1a (1) \u958b\u555f VisCam \u8edf\u9ad4\uff0c\u900f\u904e\u5de6\u4e0a\u89d2 \u9078\u64c7\u7db2\u8def\u529f\u80fd \u3002 (2) \u9ede\u64ca \u958b\u555f\u7db2\u8def\u8a2d\u5b9a\uff0c\u53ef\u8a2d\u5b9a\u6700\u5927\u4f7f\u7528\u8005\u8207\u8abf\u6574\u5141\u8a31 IP \u540d\u55ae\u3002 \u5099\u8a3b\uff1a \u5efa\u8b70\u6700\u5927\u4f7f\u7528\u8005\u5225\u8a2d\u5b9a\u8d85\u904e 5 \u4f4d\uff0c\u5426\u5247\u57f7\u884c\u8d77\u4f86\u8fa8\u8b58\u901f\u5ea6\u6703\u9072\u7de9\u3002 (3) \u96e2 \u958b \u7db2 \u8def \u8a2d \u5b9a \uff0c \u958b \u555f W i n d o w s \u7684 \u300c \u547d \u4ee4 \u63d0 \u793a \u5b57 \u5143 \u300d \uff0c \u8f38 \u5165 \u300cipconfig\u300d\u641c\u5c0b\u76ee\u524d\u96fb\u8166\u7684 IP4 \u4f4d\u5740\uff0c\u78ba\u8a8d IP \u4f4d\u5740\u5f8c\u5728 VisCam \u4e0a\u7684 IP \u8f38\u5165 ( \u5982\u4e0b\u5716 192.168.1.192) \u4e14\u4e0b\u65b9 Port \u8f38\u5165 8080\uff0c\u5373\u5b8c \u6210\u7db2\u8def\u8a2d\u5b9a\u3002 172 \u7b2c\u516b\u7ae0 \u4e0d\u53ea\u5206\u985e\uff0c\u9084\u8981\u77e5\u9053\u4f4d\u7f6e : AI \u7269\u4ef6\u5075\u6e2c","(4) \u63a5\u4e0b\u4f86\uff0c\u9ede\u64ca AI \u53f3\u908a\u7684\u8a2d\u5b9a \uff0c\u5373\u958b\u555f AI \u8a2d\u5b9a\u529f\u80fd\u3002\u9700\u8981\u5c07\u4e0a\u7bc0 \u6240\u8a13\u7df4\u7684 AI \u6a21\u578b\u6a94\u532f\u5165\u6b64\u8a2d\u5b9a\u4e2d\uff0c\u624d\u80fd\u8b93\u76f8\u6a5f\u5099\u6709 AI \u7269\u4ef6\u5075\u6e2c\u7684 \u5373\u6642\u8fa8\u8b58\u529f\u80fd\u3002\u529f\u80fd\u4ecb\u9762\u6703\u770b\u5230\u540d\u7a31\u3001\u6a21\u5f0f\u3001\u6a21\u578b\u3001\u5206\u985e\u6a19\u7c64\u3001\u5f71 \u50cf\u5bec\u3001\u5f71\u50cf\u9ad8\u3001\u6aa2\u6e2c\u9580\u6abb\u8207\u4f7f\u7528 CPU\uff0c\u5728\u6b64\u6211\u5011\u50c5\u9700\u8f38\u5165\u540d\u7a31 ( \u96f6 \u552e\u5546\u54c1 ) \u3001\u6a21\u578b ( \u4e0a\u7bc0\u7684 AI \u6a21\u578b\u6a94 ) \u3001\u6aa2\u6e2c\u9580\u6abb\u66ab\u8a02 0.80( \u6578\u503c\u8d8a \u9ad8\u8868\u793a\u8d8a\u56b4\u683c ) \u8207\u4f7f\u7528 CPU ( \u82e5\u7121 GPU \u8acb\u52fe\u9078 ) \uff0c\u5176\u9918\u7cfb\u7d71\u6703\u81ea \u52d5\u532f\u5165\uff0c\u5b8c\u6210\u5f8c\u9ede\u64ca OK\uff0cAI \u6a21\u578b\u4fbf\u65b0\u589e\u5b8c\u6210\uff0c\u63a5\u8457\u9ede\u64ca\u53f3\u4e0a\u89d2\u7684 \u96e2\u958b\u56de\u5230 VisCam \u756b\u9762\u3002 (5)AI \u529f\u80fd\u756b\u9762\u51fa\u73fe\u96f6\u552e\u5546\u54c1 AI \u6a21\u578b\uff0c\u6ed1\u9f20\u5de6\u9375\u5feb\u901f\u9ede\u64ca\u5169\u4e0b ( \u9ede\u64ca\u5f8c AI \u6a21\u578b\u8b8a\u6210\u7d05\u8272 ) \uff0c\u5c07 AI \u6a21\u578b\u4f48\u7f72\u81f3 VisCam \u4e2d\u3002 173","(6) \u9ede\u64ca\u300c\u958b\u555f\u7db2\u9801\u300d\uff0c\u9032\u5165\u5230\u5206\u985e\u5c55\u793a\u6548\u679c\u7db2\u9801\uff0c\u9ede\u64ca\u4e0b\u65b9\u300c\u9078\u64c7\u5716 \u7247\u300d\uff0c\u9078\u53d6\u6240\u8981\u653e\u7f6e\u7684\u5716\u7247\u5f8c\uff0c\u9ede\u64ca\u300cAI \u63a8\u8ad6\u300d\u7acb\u5373\u51fa\u73fe AI \u6a21\u578b \u8fa8\u8b58\u7d50\u679c\uff0c\u4e14 VisCam \u4e5f\u6703\u540c\u6b65\u51fa\u73fe AI \u6a21\u578b\u8fa8\u8b58\u7d50\u679c\u3002 174 \u7b2c\u516b\u7ae0 \u4e0d\u53ea\u5206\u985e\uff0c\u9084\u8981\u77e5\u9053\u4f4d\u7f6e : AI \u7269\u4ef6\u5075\u6e2c","(7) \u9664\u4e86\u7269\u4ef6\u5075\u6e2c\u6548\u679c\u5c55\u793a\u5916\uff0c\u4e5f\u6709 Web API \u8207\u7bc4\u4f8b\u7a0b\u5f0f\u4f9b\u4f7f\u7528\u8005\u9032 \u884c\u4e32\u63a5\u3002\u5176\u4e2d\u7bc4\u4f8b\u7a0b\u5f0f\u5171\u6709 python\u3001javascript \u8207 C++ \u8b93\u5927\u5bb6\u53c3 \u8003\u4e26\u4e32\u63a5\u81f3\u76f8\u95dc\u61c9\u7528\u7a0b\u5f0f\u3002 \u7269\u4ef6\u5075\u6e2c 175","NOT E 176 \u7b2c\u516b\u7ae0 \u4e0d\u53ea\u5206\u985e\uff0c\u9084\u8981\u77e5\u9053\u4f4d\u7f6e : AI \u7269\u4ef6\u5075\u6e2c","NOT E 177","9\u7b2c \u7ae0 \u6bcf\u4e00\u500b\u50cf\u7d20\u90fd\u8981\u6aa2\u6e2c : AI \u5f71\u50cf\u5206\u5272 \u4e00\u3001\u54ea\u4e9b\u6a21\u578b\u53ef\u4ee5\u7528\u5462 ? \u5e38\u898b\u7684\u5f71\u50cf\u5206\u5272\u6a21\u578b -------180 \u4e8c\u3001\u7ad9\u5728\u5de8\u4eba\u7684\u80a9\u8180\u4e0a : \u5f71\u50cf\u5206\u5272\u61c9\u7528\u6848\u4f8b ----------184 \u4e09\u3001\u5be6\u6230\u6642\u9593 1 : \u8a13\u7df4\u81ea\u5df1\u7684\u5f71\u50cf\u5206\u5272\u6a21\u578b -----------185 \u56db\u3001\u5be6\u6230\u6642\u9593 2 : \u628a\u6a21\u578b\u5c0e\u5165\u6aa2\u6e2c\u5e73\u53f0 ---------------192 178 \u7b2c\u4e5d\u7ae0 \u6bcf\u4e00\u500b\u50cf\u7d20\u90fd\u8981\u6aa2\u6e2c : AI \u5716\u50cf\u5206\u5272","\u4ec0\u9ebc\u662f\u5206\u5272\uff1f\u5f71\u50cf\u5206\u5272\u662f\u6307\u5c07\u4e00\u5f35\u5716\u50cf\u5206\u70ba\u591a\u500b\u5340\u57df\u6216\u90e8\u5206\u7684\u904e \u7a0b\uff0c\u4f7f\u5f97\u6bcf\u500b\u5340\u57df\u90fd\u5305\u542b\u5177\u6709\u76f8\u4f3c\u7279\u5fb5\u7684\u50cf\u7d20\u3002\u9019\u4e9b\u5340\u57df\u53ef\u4ee5\u662f\u7269\u9ad4\u3001 \u80cc\u666f\u6216\u7269\u9ad4\u7684\u90e8\u5206\u7b49\uff0c\u5176\u76ee\u7684\u662f\u4f7f\u5716\u50cf\u66f4\u5bb9\u6613\u88ab\u7406\u89e3\u548c\u8655\u7406\u3002\u5f71\u50cf\u5206 \u5272\u5728\u8a31\u591a\u61c9\u7528\u9818\u57df\u4e2d\u90fd\u975e\u5e38\u91cd\u8981\uff0c\u4f8b\u5982\uff1a\u91ab\u5b78\u5716\u50cf\u5206\u6790\u3001\u81ea\u52d5\u99d5\u99db\u3001 \u7269\u9ad4\u8b58\u5225\u3001\u5716\u50cf\u6aa2\u7d22\u7b49\u3002 Segmentation \u5206\u5272 179","\u4e00 \u54ea\u4e9b\u6a21\u578b\u53ef\u4ee5\u7528\u5462 ? \u5e38\u898b\u7684\u5f71\u50cf\u5206\u5272\u6a21\u578b AI \u8a13\u7df4\u6240\u9700\u8981\u7684\u6a21\u578b\uff0c\u4e26\u975e\u8d8a\u6df1\u8d8a\u597d\uff0c\u800c\u662f\u61c9\u8996\u4f7f\u7528\u8005\u6240\u9078\u7684\u984c \u76ee\u96e3\u6613\u5ea6\u800c\u5b9a\u3002\u7c21\u55ae\u5bb9\u6613\u7684\u984c\u76ee\u901a\u5e38\u662f\u5dee\u7570\u6027\u8f03\u5927\uff0c\u5982\uff1a\u8c93\u8207\u72d7\u3001\u860b \u679c\u8207\u9999\u8549\u6216\u98db\u6a5f\u8207\u6c7d\u8eca\u7b49\uff0c\u5176\u7279\u5fb5\u5bb9\u6613\u8b58\u5225\uff0c\u6240\u4ee5\u901a\u5e38\u5efa\u8b70\u9078\u7528\u8f03\u5c11 \u5c64\u6578\u7684\u795e\u7d93\u7db2\u8def\u9032\u884c\u6a21\u578b\u8a13\u7df4\u3002\u53cd\u4e4b\uff0c\u56f0\u96e3\u8907\u96dc\u7684\u984c\u76ee\u901a\u5e38\u662f\u6307\u5dee\u7570 \u6027\u8f03\u5c0f\uff0c\u5982\uff1a\u79cb\u7530\u72ac\u8207\u67f4\u72ac\u3001\u871c\u860b\u679c\u8207\u5bcc\u58eb\u860b\u679c\u6216\u7a3b\u7c73\u7a2e\u985e\u7b49\uff0c\u5176\u7279 \u5fb5\u4e0d\u6613\u8b58\u5225\uff0c\u6240\u4ee5\u5efa\u8b70\u9078\u7528\u8f03\u591a\u5c64\u6578\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\u9032\u884c\u6a21\u578b\u8a13\u7df4\u3002 \u9078\u64c7\u6240\u9700\u8981\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\u662f\u5c0d AI \u6a21\u578b\u751f\u6210\u81f3\u95dc\u91cd\u8981\u7684\u6b65\u9a5f\uff0c\u4e0a \u8ff0\u96d6\u8aaa\u660e\u4e86\u6839\u64da\u6240\u9078\u7684\u984c\u76ee\u96e3\u6613\u5ea6\u6311\u9078\u795e\u7d93\u7db2\u8def\uff0c\u4f46\u73fe\u4eca\u795e\u7d93\u7db2\u8def\u5982 \u6b64\u591a\uff0c\u61c9\u8981\u5982\u4f55\u6311\u9078\u5462\uff1f\u4ee5\u4e0b\u70ba\u5927\u5bb6\u4ecb\u7d39\u5982\u4f55\u6311\u9078\u9069\u5408\u7684\u795e\u7d93\u7db2\u8def\uff0c \u6709\u52a9\u5927\u5bb6\u8a13\u7df4 AI \u6a21\u578b\u80fd\u4e8b\u534a\u529f\u500d\u3002 180 \u7b2c\u4e5d\u7ae0 \u6bcf\u4e00\u500b\u50cf\u7d20\u90fd\u8981\u6aa2\u6e2c : AI \u5716\u50cf\u5206\u5272","\u795e\u7d93\u7db2\u8def\u6a21\u578b\u6703\u4ee5\u5c64\u6578\u8868\u793a\u7db2\u8def\u6a21\u578b\u7684\u8907\u96dc\u5ea6\uff0c\u96a8\u8457\u5c64\u6578\u7684\u589e\u52a0\uff0c \u5176\u7db2\u8def\u6a21\u578b\u8d8a\u80fd\u6355\u6349\u5230\u66f4\u62bd\u8c61\u548c\u8907\u96dc\u7684\u7279\u5fb5\uff1b\u4f46\u5c64\u6578\u8d8a\u591a\u7684\u7db2\u8def\u6a21\u578b \u6703\u9700\u8981\u66f4\u9ad8\u968e\u7684\u904b\u7b97\u96fb\u8166\u3001\u8a13\u7df4\u9700\u8981\u66f4\u9577\u7684\u6642\u9593\u3001\u5716\u7247\u7684\u756b\u8cea\u9700\u8981\u66f4 \u9ad8\u8207\u5bb9\u6613\u7522\u751f\u904e\u64ec\u5408\uff0c\u90fd\u5c07\u63d0\u9ad8 AI \u6a21\u578b\u8a13\u7df4\u7684\u96e3\u5ea6\u3002 \u6211\u5011\u5c07\u6240\u6709\u7684\u795e\u7d93\u7db2\u8def\u5340\u5206\u6210\u4e09\u5927\u985e\uff0c\u5206\u5225\u70ba\u908a\u7de3\u904b\u7b97\u3001\u4e00\u822c\u6cdb \u7528\u4ee5\u53ca\u6df1\u5c64\u8a08\u7b97\uff0c\u5176\u4e2d\u908a\u7de3\u904b\u7b97\uff0c\u9019\u985e\u7db2\u8def\u6a21\u578b\u662f\u5c64\u6578\u6700\u5c11\u901a\u5e38\u662f\u5c11 \u65bc 18 \u5c64\u7684\u795e\u7d93\u7db2\u8def\uff0c\u4e3b\u8981\u7528\u65bc\u7b97\u529b\u6709\u9650\u6216\u9700\u8981\u9ad8\u901f\u6aa2\u6e2c\u7684\u61c9\u7528\u5834\u666f\u3002 \u518d\u8005\uff0c\u4e00\u822c\u6cdb\u7528\u9019\u985e\u7db2\u8def\u6a21\u578b\u5176\u5c64\u6578\u7d04\u5728 40 \u81f3 160 \u5c64\u7684\u795e\u7d93\u7db2\u8def\uff0c \u80fd\u61c9\u7528\u5728\u5927\u90e8\u5206\u7684\u6aa2\u6e2c\u9700\u6c42\uff0c\u4e26\u4e14\u5728\u4e00\u822c\u96fb\u8166\u7b97\u529b\u4e0b\u80fd\u5c07\u6aa2\u6e2c\u7cbe\u5ea6\u6700 \u5927\u5316\u3002\u6700\u5f8c\uff0c\u6df1\u5c64\u8a08\u7b97\u9019\u985e\u7db2\u8def\u6a21\u578b\u5176\u5c64\u6578\u901a\u5e38\u662f\u8d85\u904e 221 \u5c64\u7684\u795e\u7d93 \u7db2\u8def\uff0c\u9069\u5408\u61c9\u7528\u5728\u8f03\u70ba\u8907\u96dc\u7684\u6aa2\u6e2c\u554f\u984c\uff0c\u5176\u6240\u9700\u8981\u7684\u96fb\u8166\u7b97\u529b\u8981\u6c42\u4e5f \u8f03\u9ad8\u3002 181","\u5927\u5bb6\u82e5\u60f3\u5617\u8a66\u81ea\u884c\u8a13\u7df4 AI \u6a21\u578b\uff0c\u4ee5\u4e0b\u91dd\u5c0d\u521d\u7d1a\u4f7f\u7528\u8005\u7684\u76f8\u95dc\u5efa\u8b70\uff1a \u4e00 \u7b97\u529b\u4e0d\u8db3\u7684\u96fb\u8166\uff1a\u8981\u900f\u904e AI \u9032\u884c\u6a21\u578b\u8a13\u7df4\u6700\u4f4e\u7684 GPU\uff08\u5716\u50cf\u986f\u793a \u5668\uff09\u81f3\u5c11\u8981\u5177\u5099 6GB \u7684\u8a18\u61b6\u9ad4\uff0c\u5982\uff1aNVIDIA GTX 1060 ( 6GB ) \u4ee5\u4e0a\uff0c \u4f4e\u65bc\u6b64\u914d\u5099\u7684 GPU \u6216\u672a\u914d\u7f6e GPU \u7684\u96fb\u8166\u90fd\u6b78\u985e\u5728\u7b97\u529b\u4e0d\u8db3\u7684\u96fb\u8166\u3002 \u9019\u985e\u578b\u7684\u96fb\u8166\u56e0\u7b97\u529b\u53d7\u9650\uff0c\u6240\u4ee5\u5728\u795e\u7d93\u7db2\u8def\u7684\u9078\u64c7\u4e0a\uff0c\u4e0d\u5efa\u8b70\u9078\u7528\u6df1 \u5c64\u8a08\u7b97\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\u9032\u884c\u8a13\u7df4\uff0c\u4e14\u984c\u76ee\u61c9\u4ee5\u6a19\u8a18\u5dee\u7570\u6027\u5927\u8207\u4e0d\u9700\u5927 \u91cf\u5716\u7247\u70ba\u4e3b\u3002\u6311\u9078\u7db2\u8def\u6a21\u578b\u7684\u6b65\u9a5f\u5982\u4e0b\uff1a \u6b65\u9a5f\u4e00 \u512a\u5148\u9078\u64c7 40 \u81f3 60 \u5c64 (XNet-1) \u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u9032\u884c AI \u6a21\u578b\u8a13\u7df4\uff0c \u751f\u6210 AI \u6a21\u578b\u5f8c\u9a57\u8b49\u5176\u7d50\u679c\u3002 \u6b65\u9a5f\u4e8c \u6839\u64da\u9a57\u8b49\u7d50\u679c\u5dee\u7570\uff0c\u6703\u518d\u9078\u64c7\u4e0d\u540c\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u5404\u7a2e\u60c5\u6cc1\u8aaa\u660e\u5982\u4e0b\u3002 (1) \u60c5\u6cc1\u4e00\u3001\u9a57\u8b49\u7d50\u679c\u7b26\u5408\u9700\u6c42\uff1a\u7121\u9808\u8abf\u6574\u795e\u7d93\u7db2\u8def\u6a21\u578b\u3002 (2) \u60c5\u6cc1\u4e8c\u3001\u9a57\u8b49\u7d50\u679c\u672a\u7b26\u5408\u9700\u6c42\uff1a\u8868\u793a\u5148\u524d\u6240\u9078\u64c7\u7684\u795e\u7d93\u7db2\u8def\u5c64\u6578\u4e0d \u8db3\uff0c\u5c0e\u81f4 AI \u6a21\u578b\u7121\u6cd5\u8a13\u7df4\u8d77\u4f86\uff0c\u5efa\u8b70\u6311\u9078\u591a\u5c64\u6578\u7684\u795e\u7d93\u7db2\u8def\uff0c\u5982 100 \u81f3 110 \u5c64 (XNet-2) \u7684\u7db2\u8def\u6a21\u578b\u3002 (3) \u60c5\u6cc1\u4e09\u3001\u9a57\u8b49\u7d50\u679c\u70ba\u904e\u64ec\u5408 (Overfitting) \uff1a\u904e\u64ec\u5408\u662f\u6307 AI \u6a21\u578b\u5728 \u8a13\u7df4\u7d50\u679c\u8868\u73fe\u5f97\u5f88\u597d\uff0c\u4f46\u7576\u63d0\u4f9b\u65b0\u5716\u7247\u6642\u6703\u8868\u73fe\u4e0d\u4f73\u7684\u73fe\u8c61\u3002\u767c\u751f \u6b64\u60c5\u6cc1\u6642\u5efa\u8b70\u6539\u6311\u9078\u5c11\u5c64\u7684\u795e\u7d93\u7db2\u8def\uff0c\u907f\u514d\u904e\u64ec\u5408\u60c5\u5f62\u767c\u751f\u5f71\u97ff AI \u6a21\u578b\u8a13\u7df4\u7d50\u679c\u3002 \u6b65\u9a5f\u4e09 \u6839\u64da\u4e0d\u540c\u7684 AI \u6a21\u578b\u7d50\u679c\u900f\u904e\u6b65\u9a5f\u4e8c\u7684\u60c5\u6cc1\u9032\u884c\u8abf\u6574\uff0c\u76f4\u5230\u9a57\u8b49\u7d50\u679c\u7b26 \u5408\u9700\u6c42\u3002 182 \u7b2c\u4e5d\u7ae0 \u6bcf\u4e00\u500b\u50cf\u7d20\u90fd\u8981\u6aa2\u6e2c : AI \u5716\u50cf\u5206\u5272","\u4e8c \u7b97\u529b\u8db3\u5920\u7684\u96fb\u8166\uff1a\u6b64\u985e\u578b\u7684\u96fb\u8166\u901a\u5e38\u5df2\u5099\u59a5\u76f8\u7576\u7a0b\u5ea6\u7684 GPU\uff0c\u4ee5 \u56e0\u61c9\u5404\u7a2e AI \u6a21\u578b\u8a13\u7df4\u554f\u984c\u3002\u9019\u985e\u578b\u7684\u96fb\u8166\u80fd\u8a13\u7df4\u5404\u7a2e\u96e3\u6613\u5ea6\u7684\u984c\u76ee\uff0c \u6311\u9078\u7db2\u8def\u6a21\u578b\u7684\u6b65\u9a5f\u5982\u4e0b\uff1a \u6b65\u9a5f\u4e00 \u5148\u78ba\u8a8d\u984c\u76ee\u7684\u96e3\u6613\u7a0b\u5ea6\uff0c\u82e5\u6a19\u8a18\u5dee\u7570\u6027\u5927\u6216\u4e0d\u9700\u5927\u91cf\u5716\u7247\u7684\u984c\u76ee\uff0c\u5efa \u8b70\u512a\u5148\u4f7f\u7528 40 \u81f3 60 \u5c64 (XNet-1) \u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u9032\u884c AI \u6a21\u578b\u8a13\u7df4\uff0c \u751f\u6210 AI \u6a21\u578b\u5f8c\u9a57\u8b49\u5176\u7d50\u679c\uff1b\u53cd\u4e4b\uff0c\u6a19\u8a18\u5dee\u7570\u6027\u5c0f\u6216\u9700\u8981\u5927\u91cf\u5716\u7247\u7684\u984c \u76ee\uff0c\u5efa\u8b70\u512a\u5148\u4f7f\u7528 100 \u81f3 110 \u5c64 (XNet-2) \u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u9032\u884c AI \u6a21 \u578b\u8a13\u7df4\uff0c\u751f\u6210 AI \u6a21\u578b\u5f8c\u9a57\u8b49\u5176\u7d50\u679c\u3002 \u6b65\u9a5f\u4e8c \u6839\u64da\u9a57\u8b49\u7d50\u679c\u5dee\u7570\uff0c\u6703\u518d\u9078\u64c7\u4e0d\u540c\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u5404\u7a2e\u60c5\u6cc1\u8aaa\u660e\u5982\u4e0b\u3002 (1) \u60c5\u6cc1\u4e00\u3001\u9a57\u8b49\u7d50\u679c\u7b26\u5408\u9700\u6c42\uff1a\u7121\u9808\u8abf\u6574\u795e\u7d93\u7db2\u8def\u6a21\u578b\u3002 (2) \u60c5\u6cc1\u4e8c\u3001\u9a57\u8b49\u7d50\u679c\u672a\u7b26\u5408\u9700\u6c42\uff1a\u8868\u793a\u5148\u524d\u6240\u9078\u64c7\u7684\u795e\u7d93\u7db2\u8def\u5c64\u6578\u4e0d \u8db3\uff0c\u5c0e\u81f4 AI \u6a21\u578b\u7121\u6cd5\u8a13\u7df4\u8d77\u4f86\uff0c\u5efa\u8b70\u6311\u9078\u591a\u5c64\u6578\u7684\u795e\u7d93\u7db2\u8def\uff0c\u5982 145 \u81f3 160 \u5c64 (XNet-3) \u7684\u7db2\u8def\u6a21\u578b\u3002 (3) \u60c5\u6cc1\u4e09\u3001\u9a57\u8b49\u7d50\u679c\u70ba\u904e\u64ec\u5408 (Overfitting) \uff1a\u904e\u64ec\u5408\u662f\u6307 AI \u6a21\u578b\u5728 \u8a13\u7df4\u7d50\u679c\u8868\u73fe\u5f97\u5f88\u597d\uff0c\u4f46\u7576\u63d0\u4f9b\u65b0\u5716\u7247\u6642\u6703\u8868\u73fe\u4e0d\u4f73\u7684\u73fe\u8c61\u3002\u767c\u751f \u6b64\u60c5\u6cc1\u6642\u5efa\u8b70\u6539\u6311\u9078\u5c11\u5c64 (XNet-2) \u7684\u795e\u7d93\u7db2\u8def\uff0c\u907f\u514d\u904e\u64ec\u5408\u60c5\u5f62\u767c \u751f\u5f71\u97ff AI \u6a21\u578b\u8a13\u7df4\u7d50\u679c\u3002 \u6b65\u9a5f\u4e09 \u6839\u64da\u4e0d\u540c\u7684 AI \u6a21\u578b\u7d50\u679c\u900f\u904e\u6b65\u9a5f\u4e8c\u7684\u60c5\u6cc1\u9032\u884c\u8abf\u6574\uff0c\u76f4\u5230\u9a57\u8b49\u7d50\u679c\u7b26 \u5408\u9700\u6c42\u3002 183","\u4e8c \u7ad9\u5728\u5de8\u4eba\u7684\u80a9\u8180\u4e0a : \u5f71\u50cf\u5206\u5272\u61c9\u7528\u6848\u4f8b AI \u8a13\u7df4\u6240\u9700\u8981\u7684\u6a21\u578b\uff0c\u4e26\u975e\u8d8a\u6df1\u8d8a\u597d\uff0c\u800c\u662f\u61c9\u8996\u4f7f\u7528\u8005\u6240\u9078\u7684\u984c \u76ee\u96e3\u6613\u5ea6\u800c\u5b9a\u3002\u7c21\u55ae\u5bb9\u6613\u7684\u984c\u76ee\u901a\u5e38\u662f\u5dee\u7570\u6027\u8f03\u5927\uff0c\u5982\uff1a\u8c93\u8207\u72d7\u3001\u860b \u679c\u8207\u9999\u8549\u6216\u98db\u6a5f\u8207\u6c7d\u8eca\u7b49\uff0c\u5176\u7279\u5fb5\u5bb9\u6613\u8b58\u5225\uff0c\u6240\u4ee5\u901a\u5e38\u5efa\u8b70\u9078\u7528\u8f03\u5c11 \u5c64\u6578\u7684\u795e\u7d93\u7db2\u8def\u9032\u884c\u6a21\u578b\u8a13\u7df4\u3002\u53cd\u4e4b\uff0c\u56f0\u96e3\u8907\u96dc\u7684\u984c\u76ee\u901a\u5e38\u662f\u6307\u5dee\u7570 \u6027\u8f03\u5c0f\uff0c\u5982\uff1a\u79cb\u7530\u72ac\u8207\u67f4\u72ac\u3001\u871c\u860b\u679c\u8207\u5bcc\u58eb\u860b\u679c\u6216\u7a3b\u7c73\u7a2e\u985e\u7b49\uff0c\u5176\u7279 \u5fb5\u4e0d\u6613\u8b58\u5225\uff0c\u6240\u4ee5\u5efa\u8b70\u9078\u7528\u8f03\u591a\u5c64\u6578\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\u9032\u884c\u6a21\u578b\u8a13\u7df4\u3002 \u6848\u4f8b\u4e00\uff1a AI \u91ab\u7642\u5c0f\u5e6b\u624b\u2014\u6aa2\u8996\u75be\u75c5\u60c5\u5f62 \u5927\u578b\u91ab\u7642\u9662\u6240\u88e1\u7684\u91ab\u751f\u5011\u6bcf\u5929\u90fd\u9700\u8981\u96c6\u4e2d\u7cbe\u795e\u70ba\u6c11\u773e\u8a3a\u65b7\u8207\u6cbb \u7642\uff0c\u4f46\u6709\u6642\u56e0\u70ba\u75b2\u52de\u8b93\u96c6\u4e2d\u529b\u4e0b\u964d\uff0c\u4f7f\u5f97\u8aa4\u8a3a\u60c5\u5f62\u767c\u751f\uff0c\u8f15\u5fae\u7684\u53ef\u80fd \u50c5\u50c5\u662f\u7d66\u932f\u85e5\uff0c\u56b4\u91cd\u7684\u8a71\u60a3\u8005\u53ef\u80fd\u6703\u5931\u53bb\u751f\u547d\u3002 \u5c0e\u5165 AI \u5206\u5272\u80fd\u6709\u6548\u5206\u64d4\u91ab\u5e2b\u5011\u7684\u5de5\u4f5c\uff0c\u5c0e\u5165\u904e\u7a0b\u5341\u5206\u5bb9\u6613\uff0c\u9996\u5148 \u8acb\u91ab\u5e2b\u5011\u8490\u96c6\u4e26\u6a19\u8a18\u5927\u91cf\u75c5\u5146\u5716\u7247\uff0c\u63a5\u8457\u8a2d\u5b9a\u597d AI \u53c3\u6578\u4e26\u57f7\u884c\u6a21\u578b\u8a13 \u7df4\uff0c\u7b49\u5f85 AI \u6a21\u578b\u751f\u6210\u5f8c\uff0c\u8207\u91ab\u9662\u770b\u8a3a\u7cfb\u7d71\u4e32\u63a5\uff0c\u5373\u53ef\u5b8c\u6210 AI \u770b\u8a3a\u7cfb\u7d71\u3002 \u5c0e\u5165 AI \u5f71\u50cf\u5206\u5272\u8b93 AI \u6210\u70ba\u91ab\u751f\u7684\u5c0f\u5e6b\u624b\uff0c \u60a3\u8005\u85c9\u7531 X \u5149\u3001MRI\u3001CT \u6383\u63cf\u7b49\u5f71\u50cf\u8b93 AI \u7acb \u5373\u5206\u6790\u8207\u5224\u65b7\u521d\u6b65\u75c5\u5146\u4e26\u56de\u50b3\u7d66\u4e3b\u6cbb\u91ab\u5e2b\u78ba \u8a8d\uff0c\u5c07\u5927\u5e45\u63d0\u5347\u8a3a\u65b7\u7cbe\u6e96\u5ea6\u8207\u7e2e\u6e1b\u5019\u8a3a\u6642\u9593\u3002 184 \u7b2c\u4e5d\u7ae0 \u6bcf\u4e00\u500b\u50cf\u7d20\u90fd\u8981\u6aa2\u6e2c : AI \u5716\u50cf\u5206\u5272","\u5be6 \u6230 \u6642 \u9593 1. \u8a13\u7df4\u81ea\u5df1\u7684\u5f71\u50cf\u5206\u5272\u6a21\u578b \u4ee5\u4e0b\u900f\u904e\u5be6\u969b\u7684 AI \u5716\u50cf\u6a21\u578b\u8a13\u7df4\u8edf\u9ad4\u9032\u884c\u64cd\u4f5c\uff0c\u8b93\u5927\u5bb6\u9032\u4e00\u6b65\u8a8d \u8b58 AI \u5206\u5272\uff0c\u6b64\u6b21\u793a\u7bc4\u7684\u8edf\u9ad4\u662f\u7531\u667a\u6cf0\u79d1\u6280\u6240\u958b\u767c\u7684 VisLab\uff0c\u64cd\u4f5c\u8aaa\u660e \u5982\u4e0b\u3002 \u984c\u76ee\u4e00\uff1a\u5f62\u72c0 \u8aaa\u660e\uff1aAI \u5f71\u50cf\u5206\u5272\u8207\u5176\u4ed6\u529f\u80fd\u4e3b\u8981\u7684\u96e3\u5ea6\u5728\u65bc\u6a19\u8a18\uff0c\u9700\u8981\u5c07\u7269\u4ef6 \u8f2a\u5ed3\u6a19\u8a18\u5b8c\u6574\uff0cAI \u8a13\u7df4\u8207\u8fa8\u8b58\u624d\u80fd\u5b8c\u6574\u3002\u56e0\u6b64\u5efa\u8b70\u521d\u5b78\u8005\u5148\u5f9e\u300c\u7c21\u55ae\u300d \u5f62\u72c0\u958b\u59cb\u5b70\u6089\u5206\u5272\u6a19\u8a18\u64cd\u4f5c\uff0c\u518d\u5ef6\u4f38\u5f80\u591a\u89d2\u5ea6\u7684\u5f62\u72c0\u767c\u5c55\u3002 \u7269\u4ef6\u539f\u5716 \u5206\u5272\u6a19\u8a18 \u96e3\u5ea6\uff1a\u7c21\u55ae\u3000 \u6a19\u8a18\u7a2e\u985e\uff1a3\u3000 \u5716\u7247\u7e3d\u6578\uff1a206 \u5f35\u3000 \u7b97\u529b\u9700\u6c42\uff1a\u7121\u9700 GPU \u64cd\u4f5c\u6b65\u9a5f\u5982\u4e0b\uff1a 185","\u6b65\u9a5f\u4e00 \u5728\u96fb\u8166\u684c\u9762\u4e0a\u65b0\u589e\u8cc7\u6599\u593e\uff0c\u8cc7\u6599\u593e\u540d\u7a31\u70ba\u300c\u5f62 \u72c0\u300d\uff0c\u63a5\u8457\u5728\u5f62\u72c0\u8cc7\u6599\u593e\u5167\u65b0\u589e\u56db\u500b\u5b50\u8cc7\u6599\u593e\uff0c \u5206 \u5225 \u547d \u540d \u70ba\u300ctrain\u300d\u3001\u300ctest\u300d\u3001\u300cverify\u300d \u8207 \u300coutput\u300d\u3002 \u6b65\u9a5f\u4e8c \u5c07\u5716\u7247\u5206\u5225\u653e\u5165\u300ctrain\u300d\u3001\u300ctest\u300d\u8207\u300cverify\u300d\u8cc7\u6599\u593e\u4e2d\uff0c\u5716\u7247\u5f35\u6578 \u5206\u5225\u662f train \u70ba 146 \u5f35\u3001test \u70ba 30 \u5f35\u8207 Verify \u70ba 30 \u5f35\uff0c\u5404\u7a2e\u985e\u5716\u7247\u5f35 \u6578\u76e1\u53ef\u80fd\u5e73\u5747\u3002 \u6b65\u9a5f\u4e09 \u958b\u555f VisLab \u4e26\u9ede\u64ca\u9032\u5165\u5206\u5272\u7684\u300c\u6a19\u8a18\u5de5\u5177\u300d\u958b\u59cb\u9032\u884c\u6a19\u8a18\uff0c\u9806\u5e8f\u5982\u4e0b\uff1a (1) \u9ede\u64ca\u300c\u958b\u65b0\u8a2d\u5b9a\u6a94\u300d\u51fa\u73fe\u76ee\u9304\u5f8c\u9ede\u64ca\u53c3\u8003\u76ee\u9304\uff0c\u9078\u53d6\u5f62\u72c0\u8cc7\u6599\u593e\u4e2d \u7684\u300ctrain\u300d\u8cc7\u6599\u593e\u6309\u78ba\u5b9a\uff0c\u5c07\u5716\u7247\u532f\u5165 VisLab \u4e2d\u3002\u6b64\u8655\u9700\u7559\u610f\u9801\u6578\uff0c \u6bcf\u4e00\u9801\u986f\u793a 100 \u5f35\u5716\u7247\uff0c\u8d85\u904e\u6703\u65b0\u589e\u9801\u6578\u3002 (2) \u6a19\u8a18\u5de5\u5177\u8996\u7a97\u4e0a\u65b9\u6709\u6a19\u8a18\u6240\u7528\u4e4b\u76f8\u95dc\u5de5\u5177\u5f59\u6574\u4e0b\u8868\u3002 186 \u7b2c\u4e5d\u7ae0 \u6bcf\u4e00\u500b\u50cf\u7d20\u90fd\u8981\u6aa2\u6e2c : AI \u5716\u50cf\u5206\u5272","\u6a19\u8a18\u5de5\u5177\u64cd\u4f5c\u6b65\u9a5f\u5982\u4e0b\uff1a \u6b65\u9a5f\u4e00 \u9078\u64c7\u6240\u8981\u6a19\u8a18\u7684\u5716\u7247\u5f8c\uff0c\u9ede\u9078\u6240\u9700\u8981\u4f7f\u7528\u7684\u6a19\u8a18\u5de5\u5177 \uff0c\u4e26\u9078\u64c7\u5206\u985e \u6a19\u7c64 ( \u5982\u5716\u793a\u4e2d\u7684\u77e9\u5f62\uff0c\u9078\u64c7\u5206\u985e\u6a19\u7c64\u300c\u77e9\u5f62\u300d )\u3002 \u6b65\u9a5f\u4e8c \u5c07\u6ed1\u9f20\u6e38\u6a19\u79fb\u81f3\u77e9\u5f62\u7684\u908a\u7de3\u4e26\u6309\u4e0b\u6ed1\u9f20\u5de6\u9375\uff0c\u63a5\u8457\u6cbf\u8457\u500b\u8f49\u6298\u8655\u6309\u4e0b \u6ed1\u9f20\u5de6\u9375\uff0c\u6700\u5f8c\u5c07\u77e9\u5f62\u5916\u570d\u9023\u63a5\u8d77\u4f86\u3002 \u6b65\u9a5f\u4e09 \u6b64\u6642\u6a19\u8a18\u6846\u5448\u73fe\u865b\u7dda\u72c0\u614b\uff0c\u53ef\u904b\u7528\u6ed1\u9f20\u8abf\u6574\u6a19\u8a18\u6846\u4f4d\u7f6e\u8207\u5927\u5c0f\u3002\u78ba\u8a8d \u6a19\u8a18\u7121\u554f\u984c\u5f8c\uff0c\u5c07\u6ed1\u9f20\u6e38\u6a19\u79fb\u51fa\u6a19\u8a18\u6846\u5916\uff0c\u6309\u4e00\u4e0b\u6ed1\u9f20\u5de6\u9375\uff0c\u5373\u53ef\u5b8c \u6210\u6a19\u8a18\u3002 187","\u5099\u8a3b\uff1a \u6a19\u8a18\u904e\u7a0b\u8edf\u9ad4\u6703\u81ea\u52d5\u5132\u5b58\u6a19\u8a18\u904e\u7684\u5716\u7247\u3002 \u6b65\u9a5f\u56db \u5b8c\u6210\u300ctrain\u300d\u8cc7\u6599\u593e\u6a19\u8a18\u5f8c\u518d\u91cd\u8907\u6b65\u9a5f\u4e00\u81f3\u4e09\u5c07\u300ctest\u300d\u8207\u300cverify\u300d \u8cc7\u6599\u593e\u4e2d\u7684\u5716\u7247\u6a19\u8a18\u5b8c\u6210\uff0c\u5b8c\u6210\u6a19\u8a18\u5f8c\u9ede\u64ca\u5de6\u908a\u300c\u56de\u9996\u9801\u300d\uff0c\u9ede\u64ca\u5206 \u5272\u7684\u300c\u8a13\u7df4\u5de5\u5177\u300d\u3002 \u6b65\u9a5f\u4e94 \u5148\u5c07\u6b32\u8a13\u7df4\u4e4b\u8cc7\u6599\u593e\u532f\u5165 VisLab\uff0c\u9996\u5148\u5c07\u300ctrain\u300d\u8cc7\u6599\u593e\u653e\u5165\u300c\u8a13\u7df4 \u96c6\u300d\uff0c\u63a5\u8457\u5c07\u300ctest\u300d\u8cc7\u6599\u593e\u653e\u5165\u300c\u9a57\u8b49\u96c6\u300d\uff0c\u6700\u5f8c\u5c07\u300coutput\u300d\u8cc7\u6599 \u593e\u653e\u5165\u300c\u8f38\u51fa\u4f4d\u7f6e\u300d\uff0c\u5373\u5b8c\u6210\u8cc7\u6599\u532f\u5165\u3002 188 \u7b2c\u4e5d\u7ae0 \u6bcf\u4e00\u500b\u50cf\u7d20\u90fd\u8981\u6aa2\u6e2c : AI \u5716\u50cf\u5206\u5272","\u6b65\u9a5f\u516d \u8a2d\u5b9a\u300c\u7db2\u8def\u6a21\u578b\u300d\u3001\u300c\u5f71\u50cf\u8cc7\u8a0a\u300d\u53ca\u300c\u5b78\u7fd2\u53c3\u6578\u300d\uff0c\u56e0\u984c\u76ee\u6240\u8fa8\u8b58\u7269 \u4ef6\u7279\u5fb5\u660e\u986f\uff0c\u6839\u64da\u524d\u9762\u7db2\u8def\u6a21\u578b\u6311\u9078\u65b9\u5f0f\uff0c\u512a\u5148\u4ee5 40 \u81f3 60 \u5c64 (Xnet-1) \u7684\u795e\u7d93\u7db2\u8def\u9032\u884c AI \u6a21\u578b\u8a13\u7df4\uff0c\u5728 VisLab \u8edf\u9ad4\u4e2d\u9078\u64c7 VisNet-S1\u3002\u63a5\u8457\uff0c \u6b64\u984c\u76ee\u6240\u4f7f\u7528\u7684\u5716\u7247\u5c3a\u5bf8\u6700\u5927\u70ba 200 X 200\uff0c\u70ba\u907f\u514d\u8a13\u7df4\u4e0d\u4f73\u8207\u8a13\u7df4 \u6642\u9593\u904e\u9577\uff0c\u5c07\u300c\u5f71\u50cf\u5bec\u300d\u8207\u300c\u5f71\u50cf\u9ad8\u300d\u5747\u8abf\u70ba 200\uff0c\u300c\u5f71\u50cf\u6df1\u300d\u8a2d\u70ba 3 ( 3 \u6307\u7684\u662f\u5f69\u8272 ) \u3002\u6700\u5f8c\uff0c\u5b78\u7fd2\u53c3\u6578\u8a2d\u5b9a\u300c\u8fed\u4ee3\u300d 150 \u6b21\u3001\u300c\u6279\u6578\u91cf\u300d \u8a2d\u70ba 2 \u53ca\u300c\u5b78\u7fd2\u7387\u300d\u8a2d\u70ba 1 X 10-4\uff0c\u63a5\u8457\u9ede\u64ca\u958b\u59cb\u8a13\u7df4\uff0c\u8a13\u7df4\u6642\u9593\u8207 \u7d50\u679c\u6574\u7406\u5982\u4e0b\u8868\u5716\u3002 \u5f85 AI \u6a21\u578b\u751f\u6210\u5b8c\u6210\u5f8c\uff0c\u9ede\u64ca\u300c\u56de\u9996\u9801\u300d\uff0c\u7d50\u675f\u8a13\u7df4\u3002 189","\u6b65\u9a5f\u4e03 \u9ede\u64ca\u9032\u5165\u5206\u985e\u5668\u300c\u9a57\u8b49\u5de5\u5177\u300d\uff0c \u5c07\u300cverify\u300d\u8cc7\u6599\u593e\u653e\u5165\u53c3\u8003\u8cc7\u6599\u4e2d\uff0c \u63a5\u8457\u5c07\u300coutput\u300d\u8cc7\u6599\u593e\u4e2d\u7684 AI \u6a21\u578b\u6a94\u6848 ( .pbz ) \u653e\u5165 AI \u6a21\u578b\u6a94\uff0c \u5206\u985e\u6a19\u7c64\u7cfb\u7d71\u6703\u81ea\u884c\u5e36\u5165\uff0c\u5373\u5b8c\u6210\u8cc7\u6599\u4f48\u7f72\u5de5\u4f5c\u3002\u9ede\u64ca\u300c\u958b\u59cb\u5206\u6790\u300d \u9032\u884c AI \u6a21\u578b\u9a57\u8b49\uff0c\u53f3\u4e0b\u65b9\u6e96\u78ba\u7387\u9054 94.97% \u82e5\u60f3\u77ad\u89e3\u5404\u5206\u985e\u6a19\u7c64\u8fa8\u8b58\u60c5\u5f62\uff0c\u53ef\u9ede\u9078\u55ae\u985e\u5206\u985e\u6a19\u7c64\u4fbf\u80fd\u660e\u767d\u5404\u6a19\u7c64 \u7684\u8fa8\u8b58\u7d50\u679c\uff0c\u4f7f\u7528\u8005\u53ef\u91dd\u5c0d\u9700\u52a0\u5f37\u7684\u5206\u985e\u6a19\u7c64\u65b0\u589e\u5716\u7247\u518d\u9032\u884c\u8a13\u7df4\u3002 190 \u7b2c\u4e5d\u7ae0 \u6bcf\u4e00\u500b\u50cf\u7d20\u90fd\u8981\u6aa2\u6e2c : AI \u5716\u50cf\u5206\u5272","\u5099\u8a3b\uff1a \u53f3\u4e0a\u65b9\u7d71\u8a08\u6709\u56db\u500b\u4e0d\u540c\u984f\u8272\u7684\u8868\u683c\uff0c\u5176\u5167\u5bb9\u6574\u7406\u5982\u4e0b\uff1a \u5176\u4e2d\u771f\u503c = \u6b63\u78ba\u6578 + \u6f0f\u6aa2\u6578 AI \u6a21\u578b\u6210\u7e3e\u4e0d\u5982\u9810\u671f\u8981\u5982\u4f55\u63d0\u9ad8\u5462\uff1f \u5148\u900f\u904e\u9a57\u8b49\u5de5\u5177\u4e86\u89e3\u54ea\u7a2e\u5206\u985e\u6a19\u7c64\u8fa8\u8b58\u6210\u7e3e\u8f03\u4f4e\uff0c\u6709\u5e7e \u7a2e\u65b9\u5f0f\u53ef\u6539\u5584 AI \u6a21\u578b\u6210\u7e3e\uff1a 1. \u5716\u7247\u904e\u5c11\uff1a\u91dd\u5c0d\u6210\u7e3e\u8f03\u4f4e\u5206\u985e\u6a19\u7c64\u8490\u96c6\u5927\u91cf\u5716\u7247\u3002 2. \u6a19\u8a18\u6709\u8aa4\uff1a\u9032\u5165\u6a19\u8a18\u5de5\u5177\u91cd\u65b0\u4fee\u6b63\u6a19\u8a18\u518d\u9032\u884c AI \u6a21\u578b \u8a13\u7df4\u5373\u53ef\u3002 3. \u8a13\u7df4\u6b21\u6578\u4e0d\u8db3\uff1a\u589e\u52a0\u8fed\u4ee3\u3002 4. \u5f71\u50cf\u8a2d\u5b9a\uff1a\u78ba\u8a8d\u5716\u7247\u5be6\u969b\u50cf\u7d20\u518d\u4fee\u6b63\u5f71\u50cf\u5bec\u8207\u9ad8\u3002 191","\u5be6 \u6230 \u6642 \u9593 2. \u628a\u6a21\u578b\u5c0e\u5165\u6aa2\u6e2c\u5e73\u53f0 AI \u6a21\u578b\u5982\u540c\u4eba\u7684\u5927\u8166\u8a18\u61b6\uff0c\u5149\u6709\u5927\u8166\u8a18\u61b6\u662f\u4e0d\u5920\u7684\uff0c\u9700\u8981\u642d\u914d\u5176 \u4ed6\u529f\u80fd\u624d\u53ef\u6709\u6548\u767c\u63ee\u5927\u8166\u4e2d\u7684\u8a18\u61b6\u4e26\u61c9\u7528\uff0cAI \u6a21\u578b\u4e5f\u662f\u5982\u6b64\u3002 \u4e0a\u7bc0\u900f\u904e VisLab \u8edf\u9ad4\u4f86\u751f\u6210 AI \u6a21\u578b\uff0c\u672c\u7bc0\u5c07\u904b\u7528\u8207 VisLab \u642d\u914d \u7684 VisCam ( AI \u5f71\u50cf\u5075\u6e2c\u6a21\u7d44 ) \u57f7\u884c\u5be6\u7269\u8fa8\u8b58\u8207\u4e32\u63a5\u3002VisCam \u4e2d\u6709\u4e09 \u5927\u529f\u80fd\u5206\u5225\u662f\u76f8\u6a5f ( camera ) \u3001\u8cc7\u6599\u593e ( folder ) \u53ca\u7db2\u8def ( web ) \uff0c\u5404 \u81ea\u529f\u80fd\u4ecb\u7d39\u8207\u64cd\u4f5c\u8aaa\u660e\u5982\u4e0b\uff1a \u4e00 \u76f8\u6a5f\uff1a\u5c07 AI \u6a21\u578b\u5c0e\u5165\u5f8c\uff0c\u4f7f\u7528\u8005\u53ef\u900f\u904e webcam\u3001\u5be6\u7269\u6295\u5f71\u6a5f\u6216 \u7b46\u96fb\u93e1\u982d\u5373\u53ef\u9032\u884c\u5be6\u7269\u8fa8\u8b58\uff0c\u64cd\u4f5c\u65b9\u5f0f\u5982\u4e0b\uff1a (1) \u958b\u555f VisCam \u8edf\u9ad4\uff0c\u900f\u904e\u5de6\u4e0a\u89d2 ( \u9700\u53d6\u5f97\u8207\u555f\u52d5\u7522\u54c1\u91d1\u9470\u624d\u80fd \u958b\u555f ) \u9078\u64c7\u76f8\u6a5f\u529f\u80fd \u3002 (2) \u9ede\u64ca \u958b\u555f\u76f8\u6a5f\u8a2d\u5b9a\uff0c\u7531\u65bc\u4e0a\u7bc0 AI \u6a21\u578b\u7684\u8a13\u7df4\uff0c\u6240\u4f7f\u7528\u7684\u5f71\u50cf\u8cc7 \u8a0a\u70ba 200 X 200\uff0c\u56e0\u6b64\u5f71\u50cf\u683c\u5f0f\u9700\u8981\u76e1\u91cf\u627e\u6700\u63a5\u8fd1\u7684\u70ba\u512a\u5148\uff0c\u6240\u4ee5 \u6b64\u6b21\u9078\u64c7 320 X 240\uff0c\u63a5\u8457\u9ede\u64ca\u4e0b\u65b9\u555f\u52d5\u59cb\u5b8c\u6210\u76f8\u6a5f\u8a2d\u5b9a\u3002 \u5099\u8a3b\uff1a \u76f8\u6a5f\u8a2d\u5b9a\u6703\u6839\u64da\u4f7f\u7528\u8005\u6240\u5b89\u88dd\u7684\u76f8\u6a5f\u898f\u683c\u4e0d\u540c\uff0c\u5c0e\u81f4\u6709\u90e8\u5206\u529f\u80fd\u9078\u9805 \u8207\u4f5c\u8005\u4e0d\u540c\u6216\u7121\u6cd5\u4f7f\u7528\u3002 192 \u7b2c\u4e5d\u7ae0 \u6bcf\u4e00\u500b\u50cf\u7d20\u90fd\u8981\u6aa2\u6e2c : AI \u5716\u50cf\u5206\u5272","(3) \u63a5\u4e0b\u4f86\uff0c\u9ede\u64ca AI \u53f3\u908a\u7684\u8a2d\u5b9a \uff0c\u5373\u958b\u555f AI \u8a2d\u5b9a\u529f\u80fd\u3002\u9700\u8981\u5c07\u4e0a\u7bc0 \u6240\u8a13\u7df4\u7684 AI \u6a21\u578b\u6a94\u532f\u5165\u6b64\u8a2d\u5b9a\u4e2d\uff0c\u624d\u80fd\u8b93\u76f8\u6a5f\u5099\u6709 AI \u5206\u5272\u7684\u5373\u6642 \u8fa8\u8b58\u529f\u80fd\u3002\u529f\u80fd\u4ecb\u9762\u6703\u770b\u5230\u540d\u7a31\u3001\u6a21\u5f0f\u3001\u6a21\u578b\u3001\u5206\u985e\u6a19\u7c64\u3001\u5f71\u50cf\u5bec\u3001 \u5f71\u50cf\u9ad8\u3001\u6aa2\u6e2c\u9580\u6abb\u8207\u4f7f\u7528 CPU\uff0c\u5728\u6b64\u6211\u5011\u50c5\u9700\u8f38\u5165\u540d\u7a31 ( \u5f62\u72c0 ) \u3001 \u6a21\u578b ( \u4e0a\u7bc0\u7684 AI \u6a21\u578b\u6a94 ) \u3001\u6aa2\u6e2c\u9580\u6abb\u66ab\u8a02 0.70( \u6578\u503c\u8d8a\u9ad8\u8868\u793a\u8d8a\u56b4 \u683c ) \u8207\u4f7f\u7528 CPU ( \u82e5\u7121 GPU \u8acb\u52fe\u9078 ) \uff0c\u5176\u9918\u7cfb\u7d71\u6703\u81ea\u52d5\u532f\u5165\uff0c\u5b8c \u6210\u5f8c\u9ede\u64ca OK\uff0cAI \u6a21\u578b\u4fbf\u65b0\u589e\u5b8c\u6210\uff0c\u63a5\u8457\u9ede\u64ca\u53f3\u4e0a\u89d2\u7684\u96e2\u958b\u56de\u5230 VisCam \u756b\u9762\u3002 193","(4)AI \u529f\u80fd\u756b\u9762\u51fa\u73fe\u5f62\u72c0 AI \u6a21\u578b\uff0c\u6ed1\u9f20\u5de6\u9375\u5feb\u901f\u9ede\u64ca\u5169\u4e0b ( \u9ede\u64ca\u5f8c AI \u6a21\u578b\u8b8a\u6210\u7d05\u8272 ) \uff0c\u5c07 AI \u6a21\u578b\u4f48\u7f72\u81f3 VisCam \u4e2d\u3002\u6b64\u6642\uff0c\u53ef\u62ff\u9019\u5206\u985e \u6a19\u7c64\u4e2d\u7684\u4e09\u7a2e\u5f62\u72c0\u653e\u7f6e\u93e1\u982d\u4e0b\u9032\u884c\u5373\u6642\u8fa8\u8b58\uff0c\u5373\u5b8c\u6210 AI \u76f8\u6a5f\u4f48\u7f72\u8207 \u64cd\u4f5c\u3002 194 \u7b2c\u4e5d\u7ae0 \u6bcf\u4e00\u500b\u50cf\u7d20\u90fd\u8981\u6aa2\u6e2c : AI \u5716\u50cf\u5206\u5272","\u4e8c \u8cc7\u6599\u593e ( \u9700\u5148\u53d6\u5f97\u8207\u555f\u52d5\u7522\u54c1\u91d1\u9470 ) \uff1a\u6709\u6642\u56e0\u984c\u76ee\u95dc\u4fc2\uff0c\u6703\u9700\u8981\u5c07 \u5716\u7247\u653e\u7f6e\u65bc\u8cc7\u6599\u593e\u9032\u884c\u5373\u6642\u8fa8\u8b58\u4ee5\u78ba\u8a8d AI \u6a21\u578b\u6210\u6548\uff0c\u76f8\u95dc\u64cd\u4f5c\u6b65\u9a5f\u8aaa \u660e\u5982\u4e0b\uff1a (1) \u958b\u555f VisCam \u8edf\u9ad4\uff0c\u900f\u904e\u5de6\u4e0a\u89d2 \u9078\u64c7\u8cc7\u6599\u593e\u529f\u80fd \u3002 (2) \u9ede\u64ca \u958b\u555f\u8cc7\u6599\u593e\u8a2d\u5b9a\uff0c\u53ef\u8a2d\u5b9a\u6709\u8cc7\u6599\u593e ( \u5716\u7247\u8def\u5f91 ) \u3001\u5b58\u6a94\u8def\u5f91 ( \u8fa8\u8b58\u8cc7\u6599\u7d50\u679c\u5b58\u653e\u8def\u5f91 ) \u3001Save PDF\u3001OD-save xml ( \u7269\u4ef6\u5075\u6e2c\u5c08 \u7528 ) \u8207 SE-save mask ( \u5206\u5272\u5c08\u7528 ) \uff0c\u672c\u6b21 AI \u6a21\u578b\u4ee5\u5206\u5272\u70ba\u4e3b\uff0c\u6240 \u4ee5\u6b64\u6b21\u5148\u52fe\u9078 Save PDF \u8207\u5c07 SE-save mask\uff0c\u63a5\u8457\u96e2\u958b\u8a2d\u5b9a\u3002 (3) \u63a5\u8457\u5c07\u9700\u8981\u6aa2\u6e2c\u7684\u5f62\u72c0\u5716\u7247\u653e\u5165 VisCam \u7684 input \u8cc7\u6599\u593e\u4e2d\u5f8c\uff0c\u96e2 \u958b\u8cc7\u6599\u593e\u3002 195","(4) \u63a5\u4e0b\u4f86\uff0c\u9ede\u64ca AI \u53f3\u908a\u7684\u8a2d\u5b9a \uff0c\u5373\u958b\u555f AI \u8a2d\u5b9a\u529f\u80fd\u3002\u9700\u8981\u5c07\u4e0a \u7bc0\u6240\u8a13\u7df4\u7684 AI \u6a21\u578b\u6a94\u532f\u5165\u6b64\u8a2d\u5b9a\u4e2d\uff0c\u624d\u80fd\u8b93\u76f8\u6a5f\u5099\u6709 AI \u5206\u5272\u7684\u5373 \u6642\u8fa8\u8b58\u529f\u80fd\u3002\u529f\u80fd\u4ecb\u9762\u6703\u770b\u5230\u540d\u7a31\u3001\u6a21\u5f0f\u3001\u6a21\u578b\u3001\u5206\u985e\u6a19\u7c64\u3001\u5f71\u50cf \u5bec\u3001\u5f71\u50cf\u9ad8\u3001\u6aa2\u6e2c\u9580\u6abb\u8207\u4f7f\u7528 CPU\uff0c\u5728\u6b64\u6211\u5011\u50c5\u9700\u8f38\u5165\u540d\u7a31 ( \u5f62\u72c0 ) \u3001\u6a21\u578b ( \u4e0a\u7bc0\u7684 AI \u6a21\u578b\u6a94 ) \u3001\u6aa2\u6e2c\u9580\u6abb\u66ab\u8a02 0.70( \u6578\u503c\u8d8a\u9ad8\u8868\u793a \u8d8a\u56b4\u683c ) \u8207\u4f7f\u7528 CPU ( \u82e5\u7121 GPU \u8acb\u52fe\u9078 ) \uff0c\u5176\u9918\u7cfb\u7d71\u6703\u81ea\u52d5\u532f\u5165\uff0c \u5b8c\u6210\u5f8c\u9ede\u64ca OK\uff0cAI \u6a21\u578b\u4fbf\u65b0\u589e\u5b8c\u6210\uff0c\u63a5\u8457\u9ede\u64ca\u53f3\u4e0a\u89d2\u7684\u96e2\u958b\u56de\u5230 VisCam \u756b\u9762\u3002 196 \u7b2c\u4e5d\u7ae0 \u6bcf\u4e00\u500b\u50cf\u7d20\u90fd\u8981\u6aa2\u6e2c : AI \u5716\u50cf\u5206\u5272","(5)AI \u529f\u80fd\u756b\u9762\u51fa\u73fe\u5f62\u72c0 AI \u6a21\u578b\uff0c\u6ed1\u9f20\u5de6\u9375\u5feb\u901f\u9ede\u64ca\u5169\u4e0b ( \u9ede\u64ca\u5f8c AI \u6a21\u578b\u8b8a\u6210\u7d05\u8272 ) \uff0c\u5c07 AI \u6a21\u578b\u4f48\u7f72\u81f3 VisCam \u4e2d\u3002 (6) \u63a5\u8457\u9ede\u64ca\u555f\u52d5\uff0cAI \u6a21\u578b\u5c07\u81ea\u52d5\u8fa8\u8b58\u9019\u4e9b\u5716\u7247\uff0c\u8fa8\u8b58\u7d50\u675f\u5f8c\u9ede\u64ca\u505c\u6b62\uff0c \u5426\u5247\u6709\u5176\u4ed6\u5716\u7247\u532f\u5165 input \u8cc7\u6599\u593e\u6642\uff0c\u7cfb\u7d71\u4ecd\u6703\u5373\u6642\u8fa8\u8b58\u3002 197","(7) \u6700\u5f8c\uff0c\u9032\u5165 VisCam \u7684 output \u8cc7\u6599\u593e\u4e2d\uff0c\u4fbf\u53ef\u770b\u5230\u525b\u624d\u5716\u7247\u900f\u904e AI \u6a21\u578b\u6240\u8fa8\u8b58\u7684\u7d50\u679c\u5c07\u4ee5 PDF \u6a94\u6848\u5448\u73fe\uff0c\u9ede\u5165\u5373\u53ef\u770b\u8fa8\u8b58\u8a73\u7d30\u5167 \u5bb9\u3002 198 \u7b2c\u4e5d\u7ae0 \u6bcf\u4e00\u500b\u50cf\u7d20\u90fd\u8981\u6aa2\u6e2c : AI \u5716\u50cf\u5206\u5272","199","\u4e09 \u7db2\u8def ( \u9700\u5148\u53d6\u5f97\u8207\u555f\u52d5\u7522\u54c1\u91d1\u9470 ) \uff1a\u7db2\u8def\u529f\u80fd\u53ef\u5c07 AI \u6a21\u578b\u6240\u8fa8\u8b58 \u7684\u7d50\u679c\u4e32\u63a5\u81f3\u5176\u4ed6\u7a0b\u5f0f\u9032\u884c AI \u61c9\u7528\uff0c\u64cd\u4f5c\u6b65\u9a5f\u5982\u4e0b\uff1a (1) \u958b\u555f VisCam \u8edf\u9ad4\uff0c\u900f\u904e\u5de6\u4e0a\u89d2 \u9078\u64c7\u7db2\u8def\u529f\u80fd \u3002 (2) \u9ede\u64ca \u958b\u555f\u7db2\u8def\u8a2d\u5b9a\uff0c\u53ef\u8a2d\u5b9a\u6700\u5927\u4f7f\u7528\u8005\u8207\u8abf\u6574\u5141\u8a31 IP \u540d\u55ae\u3002 \u5099\u8a3b\uff1a \u5efa\u8b70\u6700\u5927\u4f7f\u7528\u8005\u5225\u8a2d\u5b9a\u8d85\u904e 5 \u4f4d\uff0c\u5426\u5247\u57f7\u884c\u8d77\u4f86\u8fa8\u8b58\u901f\u5ea6\u6703\u9072\u7de9\u3002 (3) \u96e2 \u958b \u7db2 \u8def \u8a2d \u5b9a \uff0c \u958b \u555f W i n d o w s \u7684 \u300c \u547d \u4ee4 \u63d0 \u793a \u5b57 \u5143 \u300d \uff0c \u8f38 \u5165 \u300cipconfig\u300d\u641c\u5c0b\u76ee\u524d\u96fb\u8166\u7684 IP4 \u4f4d\u5740\uff0c\u78ba\u8a8d IP \u4f4d\u5740\u5f8c\u5728 VisCam \u4e0a\u7684 IP \u8f38\u5165 ( \u5982\u4e0b\u5716 192.168.1.192) \u4e14\u4e0b\u65b9 Port \u8f38\u5165 8080\uff0c\u5373\u5b8c \u6210\u7db2\u8def\u8a2d\u5b9a\u3002 200 \u7b2c\u4e5d\u7ae0 \u6bcf\u4e00\u500b\u50cf\u7d20\u90fd\u8981\u6aa2\u6e2c : AI \u5716\u50cf\u5206\u5272"]