{"id":10821,"date":"2023-03-13T17:11:12","date_gmt":"2023-03-13T09:11:12","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=10821"},"modified":"2023-03-13T17:11:12","modified_gmt":"2023-03-13T09:11:12","slug":"%e5%a6%82%e4%bd%95%e5%9c%a8%e7%a7%bb%e5%8a%a8%e5%ba%94%e7%94%a8%e7%a8%8b%e5%ba%8f%e4%b8%ad%e9%9b%86%e6%88%90%e9%9d%a2%e9%83%a8%e8%af%86%e5%88%ab%e6%8a%80%e6%9c%af","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/03\/13\/10821\/","title":{"rendered":"\u5982\u4f55\u5728\u79fb\u52a8\u5e94\u7528\u7a0b\u5e8f\u4e2d\u96c6\u6210\u9762\u90e8\u8bc6\u522b\u6280\u672f"},"content":{"rendered":"

\u4e86\u89e3\u4e3a\u4ec0\u4e48 FRT \u6210\u4e3a\u70ed\u95e8\u8bdd\u9898\uff0c\u4ee5\u53ca\u4f01\u4e1a\u5982\u6b64\u8fc5\u901f\u5730\u9002\u5e94\u5b83\u7684\u539f\u56e0\u3002\u6b64\u5916\uff0c\u4e86\u89e3 FRT \u7684\u5de5\u4f5c\u539f\u7406\u4ee5\u53ca\u5c06\u5176\u96c6\u6210\u5230\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u5404\u79cd\u65b9\u6cd5\u3002<\/p>\n

\"\"<\/p>\n

Facial Recognition Technology\uff08\u4eba\u8138\u8bc6\u522b\u6280\u672f\uff09\u662f\u4e00\u79cd\u7528\u4e8e\u8bc6\u522b\u4eba\u8138\u7684\u6280\u672f\uff0c\u5e76\u5c06\u5176\u4e0e\u9884\u5148\u5b58\u50a8\u7684\u4eba\u8138\u56fe\u50cf\u8fdb\u884c\u6bd4\u5bf9\u548c\u5339\u914d\u3002\u4eba\u8138\u8bc6\u522b\u6280\u672f\u4e3b\u8981\u4f7f\u7528\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u6a21\u5f0f\u8bc6\u522b\u6280\u672f\u6765\u8bc6\u522b\u4eba\u8138\uff0c\u5176\u4e3b\u8981\u76ee\u7684\u662f\u786e\u4fdd\u5b89\u5168\u548c\u65b9\u4fbf\u8ba4\u8bc1\u8eab\u4efd\u3002<\/p>\n

\u4eba\u8138\u8bc6\u522b\u6280\u672f\u901a\u5e38\u5305\u62ec\u4ee5\u4e0b\u6b65\u9aa4\uff1a\u91c7\u96c6\u56fe\u50cf\u3001\u68c0\u6d4b\u4eba\u8138\u3001\u63d0\u53d6\u4eba\u8138\u7279\u5f81\u3001\u6bd4\u5bf9\u3001\u8bc6\u522b\u548c\u8ba4\u8bc1\u3002<\/p>\n

\u5728\u91c7\u96c6\u56fe\u50cf\u65f6\uff0c\u53ef\u4ee5\u4f7f\u7528\u6444\u50cf\u5934\u3001\u626b\u63cf\u5668\u7b49\u8bbe\u5907\uff0c\u5e76\u5c06\u5176\u4f20\u8f93\u5230\u8ba1\u7b97\u673a\u6216\u5176\u4ed6\u8bbe\u5907\u4e2d\u8fdb\u884c\u5904\u7406\u3002\u968f\u540e\uff0c\u901a\u8fc7\u9762\u90e8\u8bc6\u522b\u6280\u672f\u5bf9\u56fe\u50cf\u4e2d\u7684\u9762\u90e8\u8fdb\u884c\u68c0\u6d4b\uff0c\u5c06\u5176\u4ece\u56fe\u50cf\u4e2d\u63d0\u53d6\u51fa\u6765\uff0c\u540c\u65f6\u63d0\u53d6\u9762\u90e8\u7684\u7279\u5f81\u70b9\u3001\u7eb9\u7406\u7b49\u7279\u5f81\uff0c\u5f62\u6210\u4eba\u8138\u7279\u5f81\u5411\u91cf\u3002\u6700\u540e\u5c06\u8fd9\u4e9b\u7279\u5f81\u5411\u91cf\u548c\u5b58\u50a8\u4e8e\u6570\u636e\u5e93\u4e2d\u7684\u5df2\u77e5\u4eba\u8138\u7279\u5f81\u5411\u91cf\u8fdb\u884c\u6bd4\u5bf9\u548c\u5339\u914d\uff0c\u4ece\u800c\u8bc6\u522b\u6216\u9a8c\u8bc1\u4eba\u8138\u7684\u8eab\u4efd\u3002<\/p>\n

\u4eba\u8138\u8bc6\u522b\u6280\u672f\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u5982\u5b89\u5168\u76d1\u63a7\u3001\u8eab\u4efd\u8ba4\u8bc1\u3001\u95e8\u7981\u63a7\u5236\u3001\u7535\u5b50\u652f\u4ed8\u3001\u4e2a\u4eba\u8bbe\u5907\u9501\u5b9a\u7b49\u3002\u7136\u800c\uff0c\u4eba\u8138\u8bc6\u522b\u6280\u672f\u4e5f\u9762\u4e34\u7740\u4e00\u4e9b\u6311\u6218\uff0c\u5982\u8bef\u8bc6\u522b\u3001\u9690\u79c1\u4fdd\u62a4\u7b49\u95ee\u9898\u3002<\/p>\n

1967\u5e74\u53d1\u660e\u7684\u4e00\u9879\u6280\u672f\uff0c\u5982\u4eca\u5df2\u7ecf\u8d70\u8fdb\u4e86\u6211\u4eec\u7684\u65e5\u5e38\u4f7f\u7528\u8bbe\u5907\u2014\u2014\u624b\u673a\u3002\u6211\u4eec\u6b63\u5728\u8c08\u8bba\u9762\u90e8\u8bc6\u522b\u6280\u672f (FRT)\u3002\u867d\u7136\u6700\u521d\u7528\u4e8e\u76d1\u7ba1\u3001\u9884\u9632\u548c\u5b89\u5168\uff0c\u4f46\u6211\u4eec\u73b0\u5728\u53ef\u4ee5\u901a\u8fc7 FRT \u89e3\u9501\u6211\u4eec\u7684\u624b\u673a\u751a\u81f3\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n

\u5b83\u7ed3\u5408\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u548c\u751f\u7269\u8bc6\u522b\u6280\u672f\u6765\u8bc6\u522b\u4eba\u8138\u3002FRT \u6280\u672f\u53d6\u4ee3\u4e86\u5197\u957f\u590d\u6742\u7684\u5bc6\u7801\uff0c\u4f7f\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u8bbf\u95ee\u5e94\u7528\u7a0b\u5e8f\u3002\u8fd9\u79cd\u6280\u672f\u589e\u52a0\u4e86\u53e6\u4e00\u5c42\u5b89\u5168\u6027\uff0c\u786e\u4fdd\u7528\u6237\u6570\u636e\u5b89\u5168\u3002<\/p>\n

\u4f60\u6709\u6ca1\u6709\u6ca1\u6709\u9762\u90e8\u8bc6\u522b\u6280\u672f\u7684\u5e94\u7528\u7a0b\u5e8f\uff1f\u90a3\u4e48\u4f60\u5fc5\u987b\u77e5\u9053\uff0c\u5230 2025 \u5e74\uff0c\u5168\u7403 FRT \u5e02\u573a\u9884\u8ba1\u5c06\u589e\u957f\u5230952315 \u4e07\u7f8e\u5143\u3002\u539f\u56e0\u662f\u7cfb\u7edf\u5b89\u5168\u3001\u7528\u6237\u5b89\u5168\u548c\u66f4\u597d\u7684\u7528\u6237\u53c2\u4e0e\u5ea6\u3002\u56e0\u6b64\uff0c\u5c06\u5176\u96c6\u6210\u5230\u79fb\u52a8\u5e94\u7528\u7a0b\u5e8f\u4e2d\u975e\u5e38\u91cd\u8981\u3002<\/p>\n

\u9762\u90e8\u8bc6\u522b\u6280\u672f\u5982\u4f55\u5de5\u4f5c\uff1f<\/h4>\n

\u9762\u90e8\u8bc6\u522b\u6280\u672f\u4f7f\u7528\u7b97\u6cd5\u6765\u5206\u6790\u9762\u90e8\u56fe\u50cf\u6216\u89c6\u9891\u5e27\uff0c\u5e76\u5c06\u5b83\u4eec\u4e0e\u5df2\u77e5\u9762\u90e8\u6570\u636e\u5e93\u8fdb\u884c\u6bd4\u8f83\uff0c\u4ee5\u5c1d\u8bd5\u8bc6\u522b\u4e2a\u4eba\u3002\u4ee5\u4e0b\u662f\u8be5\u8fc7\u7a0b\u5982\u4f55\u5de5\u4f5c\u7684\u4e00\u822c\u6982\u8ff0\uff1a<\/p>\n

    \n
  1. \u68c0\u6d4b\uff1a<\/strong>\u7b2c\u4e00\u6b65\u662f\u68c0\u6d4b\u56fe\u50cf\u6216\u89c6\u9891\u5e27\u4e2d\u7684\u4eba\u8138\u3002\u5b83\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd\u6280\u672f\u6765\u5b8c\u6210\uff0c\u4f8b\u5982 Haar \u7ea7\u8054\uff0c\u8fd9\u662f\u4e00\u79cd\u5206\u7c7b\u5668\uff0c\u53ef\u4ee5\u6839\u636e\u5bf9\u8c61\u7684\u7279\u5f81\u68c0\u6d4b\u56fe\u50cf\u4e2d\u5bf9\u8c61\u7684\u51c6\u786e\u4f4d\u7f6e\u3002<\/li>\n
  2. \u5bf9\u9f50\uff1a<\/strong>\u68c0\u6d4b\u5230\u4eba\u8138\u540e\uff0c\u7b97\u6cd5\u4f1a\u5c1d\u8bd5\u901a\u8fc7\u5b9a\u4f4d\u5173\u952e\u7684\u9762\u90e8\u7279\u5f81\uff08\u4f8b\u5982\u773c\u775b\u3001\u9f3b\u5b50\u548c\u5634\u5df4\uff09\u5c06\u5176\u5bf9\u9f50\u5230\u6807\u51c6\u4f4d\u7f6e\u3002<\/li>\n
  3. \u7279\u5f81\u63d0\u53d6\uff1a<\/strong>\u7b97\u6cd5\u7136\u540e\u4ece\u9762\u90e8\u63d0\u53d6\u5404\u79cd\u7279\u5f81\uff0c\u4f8b\u5982\u773c\u775b\u4e4b\u95f4\u7684\u8ddd\u79bb\u3001\u4e0b\u5df4\u7684\u5f62\u72b6\u548c\u5634\u5507\u7684\u5f27\u5ea6\u3002\u8fd9\u4e9b\u7279\u5f81\u7528\u4e8e\u521b\u5efa\u9762\u90e8\u7684\u6570\u5b57\u8868\u793a\uff0c\u79f0\u4e3a\u9762\u90e8\u5370\u8bb0\u6216\u9762\u90e8\u6a21\u677f\u3002<\/li>\n
  4. \u6bd4\u8f83\uff1a\u00a0<\/strong>\u7136\u540e\u5c06\u9762\u90e8\u5370\u8bb0\u4e0e\u5df2\u77e5\u9762\u90e8\u5370\u8bb0\u7684\u6570\u636e\u5e93\u8fdb\u884c\u6bd4\u8f83\uff0c\u4ee5\u5c1d\u8bd5\u8bc6\u522b\u4e2a\u4eba\u3002\u8fd9\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd\u6280\u672f\u6765\u5b8c\u6210\uff0c\u4f8b\u5982\u6b27\u51e0\u91cc\u5fb7\u8ddd\u79bb\uff0c\u5b83\u901a\u8fc7\u8ba1\u7b97\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u4e24\u4e2a\u9762\u90e8\u5370\u8bb0\u4e4b\u95f4\u7684\u8ddd\u79bb\u6765\u8861\u91cf\u4e24\u4e2a\u9762\u90e8\u5370\u8bb0\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u3002<\/li>\n
  5. \u9a8c\u8bc1\u6216\u8bc6\u522b\uff1a<\/strong>\u6839\u636e\u9884\u671f\u7684\u7528\u4f8b\uff0c\u7b97\u6cd5\u53ef\u4ee5\u9a8c\u8bc1\u4e2a\u4eba\u662f\u5426\u662f\u4ed6\u4eec\u58f0\u79f0\u7684\u4eba\uff08\u4f8b\u5982\uff0c\u5728\u5b89\u5168\u68c0\u67e5\u7ad9\uff09\u6216\u5c1d\u8bd5\u4ec5\u6839\u636e\u4ed6\u4eec\u7684\u8138\u6765\u8bc6\u522b\u4e2a\u4eba\uff08\u4f8b\u5982\uff0c\u5728\u72af\u7f6a\u5206\u5b50\u4e2d\uff09\u8c03\u67e5\uff09\u3002<\/li>\n<\/ol>\n

    \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9762\u90e8\u8bc6\u522b\u6280\u672f\u5b58\u5728\u5404\u79cd\u6311\u6218\u548c\u5c40\u9650\u6027\uff0c\u4f8b\u5982\u5149\u7ebf\u548c\u59ff\u52bf\u7684\u53d8\u5316\uff0c\u4ee5\u53ca\u6f5c\u5728\u7684\u504f\u89c1\u548c\u9690\u79c1\u95ee\u9898\u3002<\/p>\n

    \u5982\u4f55\u5728\u60a8\u7684\u5e94\u7528\u4e2d\u5b9e\u73b0 FRT<\/h4>\n

    \u5728\u79fb\u52a8\u5e94\u7528\u7a0b\u5e8f\u4e2d\u5e94\u7528\u4eba\u8138\u8bc6\u522b\u65f6\uff0c\u6700\u5927\u7684\u95ee\u9898\u662f\uff0c\u4f7f\u7528\u54ea\u79cd\u65b9\u6cd5\uff1f\u6709\u591a\u79cd\u5b9e\u73b0\u65b9\u5f0f\uff0c\u8fd9\u4e9b\u662f\uff1a<\/p>\n

    1.OpenCV \u548c Python<\/h4>\n

    OpenCV \u662f\u4e00\u4e2a\u5f00\u6e90\u8ba1\u7b97\u673a\u89c6\u89c9\u5e93\uff0cPython \u662f\u4e00\u79cd\u6d41\u884c\u7684 ML \u7f16\u7a0b\u8bed\u8a00\u3002\u60a8\u53ef\u4ee5\u7ed3\u5408\u4f7f\u7528 OpenCV \u548c Python \u5728\u5e94\u7528\u7a0b\u5e8f\u4e2d\u5b9e\u73b0\u4eba\u8138\u8bc6\u522b\u3002\u4ee5\u4e0b\u662f\u57fa\u672c\u6b65\u9aa4\uff1a<\/p>\n

      \n
    • \u4f7f\u7528 OpenCV \u4ece\u76f8\u673a\u6355\u83b7\u56fe\u50cf\u3002<\/li>\n
    • \u9884\u5904\u7406\u56fe\u50cf\u4ee5\u63d0\u53d6\u9762\u90e8\u7279\u5f81\u5e76\u5bf9\u9f50\u9762\u90e8\u3002<\/li>\n
    • \u4f7f\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff08\u4f8b\u5982\u652f\u6301\u5411\u91cf\u673a\u6216\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff09\u5728\u9884\u5904\u7406\u6570\u636e\u4e0a\u8bad\u7ec3\u6a21\u578b\u3002<\/li>\n
    • \u5c06\u6a21\u578b\u96c6\u6210\u5230\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\uff0c\u4ee5\u4fbf\u5b83\u53ef\u4ee5\u5b9e\u65f6\u8bc6\u522b\u4eba\u8138\u3002<\/li>\n<\/ul>\n

      2.\u672c\u673a API<\/h4>\n

      \u4e3a Android \u548c iOS \u521b\u5efa\u4eba\u8138\u8bc6\u522b\u8f6f\u4ef6\u7684\u6700\u7b80\u5355\u65b9\u6cd5\u4e4b\u4e00\u662f\u501f\u52a9 Google \u548c Apple \u7684\u539f\u751f API\u3002\u8fd9\u4e9b\u90fd\u662f\u8d1f\u62c5\u5f97\u8d77\u7684\uff0c\u6613\u4e8e\u5b9e\u65bd\uff0c\u5e76\u4e14\u4e0d\u9700\u8981\u989d\u5916\u7684\u6210\u672c\u6216\u52aa\u529b\u3002\u5728\u5e94\u7528\u7a0b\u5e8f\u4e2d\u96c6\u6210 API\uff0c\u5e76\u786e\u4fdd\u53ef\u9760\u7684\u56fe\u7247\u68c0\u6d4b\u548c\u8bc6\u522b\u529f\u80fd\u3002<\/p>\n

      3.\u5fae\u8f6f Azure \u8ba4\u77e5\u670d\u52a1<\/h4>\n

      Microsoft Azure \u63d0\u4f9b\u4e86\u4e00\u5957\u9884\u6784\u5efa\u7684 API\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u5b83\u4eec\u5c06\u9762\u90e8\u8bc6\u522b\u6dfb\u52a0\u5230\u4f60\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528 Azure Face API \u7684\u65b9\u6cd5\uff1a<\/p>\n

        \n
      • \u5c06\u56fe\u50cf\u53d1\u9001\u5230\u4eba\u8138 API \u4ee5\u68c0\u6d4b\u548c\u8bc6\u522b\u4eba\u8138\u3002<\/li>\n
      • \u4f7f\u7528 Face API \u8bc6\u522b\u9762\u90e8\u7279\u5f81\u548c\u5c5e\u6027\uff0c\u4f8b\u5982\u5e74\u9f84\u3001\u6027\u522b\u548c\u60c5\u7eea\u3002<\/li>\n
      • \u5c06 API \u96c6\u6210\u5230\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u4ee5\u8bc6\u522b\u4eba\u8138\u5e76\u663e\u793a\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n<\/ul>\n

        4.\u8c37\u6b4c\u4e91\u89c6\u89c9 API<\/h4>\n

        Google Cloud \u8fd8\u63d0\u4f9b\u4e86\u9762\u90e8\u8bc6\u522b API\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u8be5 API \u5c06\u9762\u90e8\u68c0\u6d4b\u548c\u8bc6\u522b\u529f\u80fd\u6dfb\u52a0\u5230\u60a8\u7684\u5e94\u7528\u4e2d\u3002\u4ee5\u4e0b\u662f\u60a8\u53ef\u4ee5\u5982\u4f55\u4f7f\u7528 Google Cloud Vision API\uff1a<\/p>\n

          \n
        • \u5c06\u56fe\u50cf\u53d1\u9001\u5230 Vision API \u4ee5\u68c0\u6d4b\u548c\u8bc6\u522b\u4eba\u8138\u3002<\/li>\n
        • \u4f7f\u7528 API \u63d0\u53d6\u9762\u90e8\u7279\u5f81\uff0c\u5982\u773c\u775b\u548c\u9f3b\u5b50\u3002<\/li>\n
        • \u5c06 API \u96c6\u6210\u5230\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u4ee5\u8bc6\u522b\u4eba\u8138\u5e76\u6267\u884c\u76f8\u5173\u4efb\u52a1\u3002<\/li>\n<\/ul>\n

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          \u8981\u6210\u529f\u5b9e\u65bd\u4eba\u8138\u8bc6\u522b\uff0c\u8bc4\u4f30\u4f7f\u7528\u7684\u8bc6\u522b\u7b97\u6cd5\u7c7b\u578b\u3001\u6570\u636e\u9690\u79c1\u548c\u5b89\u5168\u95ee\u9898\u3001\u7528\u6237\u4f53\u9a8c\u548c\u786c\u4ef6\u8981\u6c42\u7b49\u56e0\u7d20\u81f3\u5173\u91cd\u8981\u3002\u8fdb\u884c\u5168\u9762\u6d4b\u8bd5\u548c\u7528\u6237\u53cd\u9988\u4ee5\u786e\u4fdd\u8be5\u529f\u80fd\u6709\u6548\u8fd0\u884c\u5e76\u6ee1\u8db3\u7528\u6237\u9700\u6c42\u4e5f\u5f88\u91cd\u8981\u3002\u901a\u8fc7\u9002\u5f53\u7684\u89c4\u5212\u548c\u6267\u884c\uff0c\u4eba\u8138\u8bc6\u522b\u53ef\u4ee5\u6210\u4e3a\u4efb\u4f55\u5e94\u7528\u7a0b\u5e8f\u7684\u5f3a\u5927\u8865\u5145\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u65e0\u7f1d\u548c\u5b89\u5168\u7684\u4f53\u9a8c\u3002<\/p>\n

          \uff08\u6587\u7ae0\u6765\u6e90\uff1a\u4eca\u65e5\u5934\u6761\uff09<\/p>\n

          <\/div>\n

          <\/g><\/svg><\/i> \"Loading\"<\/p>\n

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          \u4e86\u89e3\u4e3a\u4ec0\u4e48 FRT \u6210\u4e3a\u70ed\u95e8\u8bdd\u9898\uff0c\u4ee5\u53ca\u4f01\u4e1a\u5982\u6b64\u8fc5\u901f\u5730\u9002\u5e94\u5b83\u7684\u539f\u56e0\u3002\u6b64\u5916\uff0c\u4e86\u89e3 FRT \u7684\u5de5\u4f5c\u539f\u7406\u4ee5\u53ca\u5c06\u5176\u96c6\u6210\u5230 […]<\/p>\n

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