{"id":15086,"date":"2024-07-24T02:27:27","date_gmt":"2024-07-24T02:27:27","guid":{"rendered":"https:\/\/myiot.sg\/?p=15086"},"modified":"2024-07-24T08:41:20","modified_gmt":"2024-07-24T08:41:20","slug":"face-detection-and-recognition-using-deep-learning","status":"publish","type":"post","link":"https:\/\/www.myiot.sg\/zh\/solutions\/face-detection-and-recognition-using-deep-learning\/","title":{"rendered":"\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u8fdb\u884c\u7267\u7f8a\u72ac\u8138\u90e8\u68c0\u6d4b\u548c\u8bc6\u522b"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"15086\" class=\"elementor elementor-15086\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2130eb11 e-flex e-con-boxed e-con e-parent\" data-id=\"2130eb11\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6d8f238e elementor-widget elementor-widget-text-editor\" data-id=\"6d8f238e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Collie \u4eba\u8138\u68c0\u6d4b\u548c\u8bc6\u522b\u53ef\u7528\u4e8e\u68c0\u6d4b\u548c\u5206\u6790\u56fe\u50cf\u548c\u89c6\u9891\u4e2d\u7684\u4eba\u8138\u3002\u672c\u8282\u6982\u8ff0\u4e86\u4eba\u8138\u5206\u6790\u7684\u975e\u5b58\u50a8\u64cd\u4f5c\u3002\u8fd9\u4e9b\u64cd\u4f5c\u5305\u62ec\u68c0\u6d4b\u9762\u90e8\u7279\u5f81\u3001\u5206\u6790\u60c5\u7eea\u548c\u6bd4\u8f83\u9762\u90e8\u7b49\u529f\u80fd\u3002<\/p><p>\u8fd9\u6b3e Collie \u89e3\u51b3\u65b9\u6848\u8fd8\u53ef\u4ee5\u8bc6\u522b\u9762\u90e8\u7279\u5f81\uff08\u4f8b\u5982\u773c\u775b\u4f4d\u7f6e\uff09\u3001\u68c0\u6d4b\u60c5\u7eea\uff08\u4f8b\u5982\u5feb\u4e50\u6216\u60b2\u4f24\uff09\u548c\u5176\u4ed6\u5c5e\u6027\uff08\u4f8b\u5982\u662f\u5426\u6234\u773c\u955c\u3001\u9762\u90e8\u906e\u6321\uff09\u3002\u68c0\u6d4b\u5230\u9762\u90e8\u540e\uff0c\u7cfb\u7edf\u4f1a\u5206\u6790\u9762\u90e8\u5c5e\u6027\u5e76\u8fd4\u56de\u6bcf\u4e2a\u5c5e\u6027\u7684\u7f6e\u4fe1\u5ea6\u5206\u6570\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bdeddae elementor-widget elementor-widget-image\" data-id=\"bdeddae\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"828\" height=\"487\" src=\"https:\/\/www.myiot.sg\/wp-content\/uploads\/2024\/07\/face-detection-collie.png\" class=\"attachment-large size-large wp-image-15087\" alt=\"Face Detection\" srcset=\"https:\/\/www.myiot.sg\/wp-content\/uploads\/2024\/07\/face-detection-collie.png 828w, https:\/\/www.myiot.sg\/wp-content\/uploads\/2024\/07\/face-detection-collie-300x176.png 300w, https:\/\/www.myiot.sg\/wp-content\/uploads\/2024\/07\/face-detection-collie-768x452.png 768w, https:\/\/www.myiot.sg\/wp-content\/uploads\/2024\/07\/face-detection-collie-18x12.png 18w\" sizes=\"(max-width: 828px) 100vw, 828px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d2e1f74 elementor-widget elementor-widget-text-editor\" data-id=\"d2e1f74\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Collie \u4eba\u8138\u68c0\u6d4b\u548c\u8bc6\u522b\u529f\u80fd\u8ba9\u7528\u6237\u53ef\u4ee5\u8bbf\u95ee\u5177\u6709\u4eba\u8138\u68c0\u6d4b\u529f\u80fd\u7684\u56fe\u50cf\u7684\u4e3b\u8981\u673a\u5668\u5b66\u4e60\u5e94\u7528\u7a0b\u5e8f\u3002\u5b83\u652f\u6301\u9762\u90e8\u5206\u6790\u548c\u8eab\u4efd\u9a8c\u8bc1\u7b49\u5173\u952e\u529f\u80fd\uff0c\u8fd9\u4e9b\u529f\u80fd\u5bf9\u4e8e\u4ece\u5b89\u5168\u5230\u4e2a\u4eba\u7167\u7247\u6574\u7406\u7b49\u5404\u79cd\u5e94\u7528\u90fd\u81f3\u5173\u91cd\u8981\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b5b1c3a e-flex e-con-boxed e-con e-parent\" data-id=\"b5b1c3a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-466a479 elementor-widget elementor-widget-heading\" data-id=\"466a479\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u4eba\u8138\u68c0\u6d4b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-461bbd2 e-flex e-con-boxed e-con e-parent\" data-id=\"461bbd2\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-022652f elementor-widget elementor-widget-text-editor\" data-id=\"022652f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4eba\u8138\u68c0\u6d4b\u7cfb\u7edf\u89e3\u51b3\u7684\u95ee\u9898\u662f\uff1a\u201c\u8fd9\u5f20\u7167\u7247\u91cc\u6709\u8138\u5417\uff1f\u201d\u4eba\u8138\u68c0\u6d4b\u7684\u5173\u952e\u65b9\u9762\u5305\u62ec\uff1a<\/p><div class=\"itemizedlist\"><ul class=\"itemizedlist\"><li class=\"listitem\"><p><b>\u4f4d\u7f6e\u548c\u65b9\u5411<\/b>\uff1a\u786e\u5b9a\u56fe\u50cf\u6216\u89c6\u9891\u5e27\u4e2d\u9762\u90e8\u7684\u5b58\u5728\u3001\u4f4d\u7f6e\u3001\u6bd4\u4f8b\u548c\u65b9\u5411\u3002<\/p><\/li><li class=\"listitem\"><p><b>\u9762\u5c5e\u6027<\/b>\uff1a\u65e0\u8bba\u6027\u522b\u3001\u5e74\u9f84\u6216\u9762\u90e8\u6bdb\u53d1\u7b49\u5c5e\u6027\u5982\u4f55\uff0c\u5747\u53ef\u68c0\u6d4b\u9762\u90e8\u3002<\/p><\/li><li class=\"listitem\"><p><b>\u9644\u52a0\u4fe1\u606f<\/b>\uff1a\u63d0\u4f9b\u6709\u5173\u9762\u90e8\u906e\u6321\u548c\u76ee\u5149\u6ce8\u89c6\u65b9\u5411\u7684\u8be6\u7ec6\u4fe1\u606f\u3002<\/p><\/li><\/ul><p>\u4eba\u8138\u68c0\u6d4b\u548c\u8bc6\u522b\u7cfb\u7edf\u5229\u7528\u7f6e\u4fe1\u5ea6\u5206\u6570\u3002\u7f6e\u4fe1\u5ea6\u5206\u6570\u8868\u793a\u9884\u6d4b\u7684\u53ef\u80fd\u6027\uff0c\u4f8b\u5982\u4eba\u8138\u7684\u5b58\u5728\u6216\u4eba\u8138\u4e4b\u95f4\u7684\u5339\u914d\u3002\u5206\u6570\u8d8a\u9ad8\uff0c\u53ef\u80fd\u6027\u8d8a\u5927\u3002\u4f8b\u5982\uff0c90% \u7f6e\u4fe1\u5ea6\u8868\u793a\u6b63\u786e\u68c0\u6d4b\u6216\u5339\u914d\u7684\u6982\u7387\u9ad8\u4e8e 60%\u3002<\/p><p>\u5982\u679c\u4eba\u8138\u68c0\u6d4b\u7cfb\u7edf\u65e0\u6cd5\u6b63\u786e\u68c0\u6d4b\u4eba\u8138\uff0c\u6216\u5bf9\u5b9e\u9645\u4eba\u8138\u7684\u9884\u6d4b\u7f6e\u4fe1\u5ea6\u8f83\u4f4e\uff0c\u5219\u4e3a\u6f0f\u68c0\/\u5047\u9634\u6027\u3002\u5982\u679c\u7cfb\u7edf\u9519\u8bef\u5730\u4ee5\u9ad8\u7f6e\u4fe1\u5ea6\u9884\u6d4b\u4eba\u8138\u7684\u5b58\u5728\uff0c\u5219\u4e3a\u8bef\u62a5\/\u5047\u9633\u6027\u3002<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-904fc58 e-flex e-con-boxed e-con e-parent\" data-id=\"904fc58\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0b90ae0 elementor-widget elementor-widget-heading\" data-id=\"0b90ae0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u4eba\u8138\u8bc6\u522b\u5c5e\u6027<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0a0fc39 e-flex e-con-boxed e-con e-parent\" data-id=\"0a0fc39\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0db8bd2 elementor-widget elementor-widget-text-editor\" data-id=\"0db8bd2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4ee5\u4e0b\u662f\u6709\u5173 Collie Face Recognition \u5982\u4f55\u5904\u7406\u548c\u8fd4\u56de\u9762\u90e8\u5c5e\u6027\u7684\u5177\u4f53\u4fe1\u606f\u3002<\/p><div class=\"itemizedlist\"><ul class=\"itemizedlist\"><li class=\"listitem\"><p><b>FaceDetail \u5bf9\u8c61<\/b>\uff1a\u5bf9\u4e8e\u6bcf\u4e2a\u68c0\u6d4b\u5230\u7684\u8138\u90e8\uff0c\u90fd\u4f1a\u8fd4\u56de\u4e00\u4e2a FaceDetail \u5bf9\u8c61\u3002\u6b64 FaceDetail \u5305\u542b\u6709\u5173\u8138\u90e8\u7279\u5f81\u70b9\u3001\u8d28\u91cf\u3001\u59ff\u52bf\u7b49\u7684\u6570\u636e\u3002<\/p><\/li><li class=\"listitem\"><p><b>\u5c5e\u6027\u9884\u6d4b<\/b>\uff1a\u9884\u6d4b\u60c5\u7eea\u3001\u6027\u522b\u3001\u5e74\u9f84\u7b49\u5c5e\u6027\u3002\u4e3a\u6bcf\u4e2a\u9884\u6d4b\u5206\u914d\u4e00\u4e2a\u7f6e\u4fe1\u5ea6\uff0c\u5e76\u8fd4\u56de\u5e26\u6709\u76f8\u5e94\u7f6e\u4fe1\u5ea6\u5206\u6570\u7684\u9884\u6d4b\u3002\u5bf9\u4e8e\u654f\u611f\u7528\u4f8b\uff0c\u5efa\u8bae\u4f7f\u7528 99% \u7f6e\u4fe1\u5ea6\u9608\u503c\u3002\u5bf9\u4e8e\u5e74\u9f84\u4f30\u8ba1\uff0c\u9884\u6d4b\u5e74\u9f84\u8303\u56f4\u7684\u4e2d\u70b9\u53ef\u63d0\u4f9b\u6700\u4f73\u8fd1\u4f3c\u503c\u3002<\/p><\/li><\/ul><\/div><p>\u8bf7\u6ce8\u610f\uff0c\u6027\u522b\u548c\u60c5\u7eea\u9884\u6d4b\u57fa\u4e8e\u5916\u8868\uff0c\u4e0d\u5e94\u5c06\u5176\u7528\u4e8e\u786e\u5b9a\u5b9e\u9645\u7684\u6027\u522b\u8ba4\u540c\u6216\u60c5\u7eea\u72b6\u6001\u3002\u6027\u522b\u4e8c\u5143\uff08\u7537\u6027\/\u5973\u6027\uff09\u9884\u6d4b\u57fa\u4e8e\u7279\u5b9a\u56fe\u50cf\u4e2d\u4eba\u8138\u7684\u5916\u8868\u3002\u5b83\u5e76\u4e0d\u8868\u660e\u4e00\u4e2a\u4eba\u7684\u6027\u522b\u8ba4\u540c\uff0c\u60a8\u4e0d\u5e94\u4f7f\u7528 Collie \u4eba\u8138\u68c0\u6d4b\u548c\u8bc6\u522b\u6765\u505a\u51fa\u8fd9\u6837\u7684\u5224\u65ad\u3002\u6211\u4eec\u4e0d\u5efa\u8bae\u4f7f\u7528\u6027\u522b\u4e8c\u5143\u9884\u6d4b\u6765\u505a\u51fa\u5f71\u54cd\u4e2a\u4eba\u6743\u5229\u3001\u9690\u79c1\u6216\u670d\u52a1\u8bbf\u95ee\u7684\u51b3\u5b9a\u3002\u540c\u6837\uff0c\u60c5\u7eea\u9884\u6d4b\u5e76\u4e0d\u8868\u660e\u4e00\u4e2a\u4eba\u7684\u5b9e\u9645\u5185\u90e8\u60c5\u7eea\u72b6\u6001\uff0c\u60a8\u4e0d\u5e94\u4f7f\u7528 Rekognition \u6765\u505a\u51fa\u8fd9\u6837\u7684\u5224\u65ad\u3002\u7167\u7247\u4e2d\u5047\u88c5\u7b11\u8138\u7684\u4eba\u53ef\u80fd\u770b\u8d77\u6765\u5f88\u5f00\u5fc3\uff0c\u4f46\u53ef\u80fd\u5e76\u6ca1\u6709\u611f\u53d7\u5230\u5feb\u4e50\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-41b011b e-flex e-con-boxed e-con e-parent\" data-id=\"41b011b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-50029c0 elementor-widget elementor-widget-heading\" data-id=\"50029c0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5e94\u7528\u7a0b\u5e8f\u548c\u7528\u4f8b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6a44425 e-flex e-con-boxed e-con e-parent\" data-id=\"6a44425\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4de16fb elementor-widget elementor-widget-text-editor\" data-id=\"4de16fb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4ee5\u4e0b\u662f\u8fd9\u4e9b\u5c5e\u6027\u7684\u4e00\u4e9b\u5b9e\u9645\u5e94\u7528\u548c\u7528\u4f8b\uff1a<\/p><div class=\"itemizedlist\"><ul class=\"itemizedlist\"><li class=\"listitem\"><p><b>\u5e94\u7528\u9886\u57df<\/b>\uff1a\u5fae\u7b11\u3001\u59ff\u52bf\u548c\u6e05\u6670\u5ea6\u7b49\u5c5e\u6027\u53ef\u7528\u4e8e\u9009\u62e9\u4e2a\u4eba\u8d44\u6599\u56fe\u7247\u6216\u533f\u540d\u4f30\u8ba1\u4eba\u53e3\u7edf\u8ba1\u6570\u636e\u3002<\/p><\/li><li class=\"listitem\"><p><b>\u5e38\u89c1\u7528\u4f8b<\/b>\uff1a\u793e\u4ea4\u5a92\u4f53\u5e94\u7528\u548c\u6d3b\u52a8\u6216\u96f6\u552e\u5e97\u7684\u4eba\u53e3\u7edf\u8ba1\u4f30\u8ba1\u5c31\u662f\u5178\u578b\u7684\u4f8b\u5b50\u3002<\/p><\/li><\/ul><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eb76066 e-flex e-con-boxed e-con e-parent\" data-id=\"eb76066\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-352f64d elementor-widget elementor-widget-heading\" data-id=\"352f64d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u53c2\u8003<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1ff783e e-flex e-con-boxed e-con e-parent\" data-id=\"1ff783e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d563a6a elementor-widget elementor-widget-text-editor\" data-id=\"d563a6a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/docs.aws.amazon.com\/rekognition\/latest\/dg\/faces.html\">\u4eba\u8138\u68c0\u6d4b\u4e0e\u8bc6\u522b\u6307\u5357<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1f60f88 e-flex e-con-boxed e-con e-parent\" data-id=\"1f60f88\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-84f881c elementor-widget elementor-widget-heading\" data-id=\"84f881c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u4e5f\u53ef\u4ee5\u770b\u770b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4597517 e-flex e-con-boxed e-con e-parent\" data-id=\"4597517\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-97331cc elementor-widget elementor-widget-text-editor\" data-id=\"97331cc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a title=\"\u5438\u70df\u68c0\u6d4b\" href=\"https:\/\/www.myiot.sg\/zh\/solutions\/smoking-detection\/\">\u5438\u70df\u68c0\u6d4b<\/a><br \/><a title=\"\u5e26\u62a5\u544a\u7684 Collie \u51fa\u52e4\u6a21\u5757\" href=\"https:\/\/www.myiot.sg\/zh\/blog\/collie-attendance-module-and-reports\/\">\u5e26\u62a5\u544a\u7684 Collie \u51fa\u52e4\u6a21\u5757<\/a><br \/><a title=\"\u89c6\u9891\u7ba1\u7406\u7cfb\u7edf\" href=\"https:\/\/www.myiot.sg\/zh\/solutions\/video-management-system\/\">\u89c6\u9891\u7ba1\u7406\u7cfb\u7edf<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Collie 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