{"id":18155,"date":"2020-01-15T21:07:54","date_gmt":"2020-01-15T13:07:54","guid":{"rendered":"https:\/\/swarma.org\/?p=18155"},"modified":"2020-01-15T21:07:54","modified_gmt":"2020-01-15T13:07:54","slug":"%e9%9b%86%e4%bd%93%e6%99%ba%e8%83%bd%e5%a6%82%e4%bd%95%e5%a2%9e%e5%bc%ba%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%ef%bc%9f%e6%9c%aa%e6%9d%a5%e6%99%ba%e8%83%bd%e7%a4%be%e4%bc%9a%e4%b8%80%e7%9e%a5","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=18155","title":{"rendered":"\u96c6\u4f53\u667a\u80fd\u5982\u4f55\u589e\u5f3a\u4eba\u5de5\u667a\u80fd\uff1f\u672a\u6765\u667a\u80fd\u793e\u4f1a\u4e00\u77a5"},"content":{"rendered":"
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\u672c\u6587\u539f\u4f5c\u8005\u662f\u82f1\u56fd\u667a\u5e93 NESTA \u7684\u7814\u7a76\u5458\uff0c\u672c\u6587\u6e90\u4e8e\u5bf9 2019 \u5e74\u5ea6 ACM \u96c6\u4f53\u667a\u80fd\u4f1a\u8bae\u7684\u8ba8\u8bba\u30022020 \u5e74\u7684 ACM \u96c6\u4f53\u667a\u80fd\u4f1a\u8bae\u5c06\u4e8e 6 \u6708 18-19 \u65e5\u5728\u7f8e\u56fd\u6ce2\u58eb\u987f\u7684\u4e1c\u5317\u5927\u5b66\u4e3e\u529e\uff0c\u4f1a\u8bae\u8bba\u6587\u6458\u8981\u622a\u7a3f\u65e5\u671f\u4e3a 2 \u6708 15 \u65e5\uff0c\u6458\u8981\u63d0\u4ea4\u5730\u5740\u89c1\u6587\u672b\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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\u8fd9\u6837\u7684\u7acb\u573a\uff0c\u4e3a\u7814\u7a76\u4eba\u5de5\u667a\u80fd\u548c\u96c6\u4f53\u667a\u80fd\uff08Collective Intelligence\uff0c\u96c6\u4f53\u667a\u80fd\uff09\u7684\u5173\u7cfb\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\uff0c\u5177\u4f53\u6765\u8bf4\uff0c\u4eba\u4eec\u5173\u6ce8\u70b9\u653e\u5728\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u80fd\u591f\u8ba9\u5e2e\u52a9\u66f4\u5927\u7684\u7fa4\u4f53\u5171\u540c\u601d\u8003\uff0c\u800c\u4e0d\u662f\u63d0\u4f9b\u7fa4\u4f53\u601d\u8003\u7684\u66ff\u4ee3\u54c1\u3002<\/span><\/p>\n


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\u5728\u6700\u8fd1\u51e0\u4e2a\u6708\u91cc\uff0c\u6211\u4eec\u5f00\u59cb\u4e3a\u8fd9\u4e2a\u65b0\u7684\u9886\u57df\u7ed8\u5236\u8def\u7ebf\u56fe\u2014\u2014\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u5141\u8bb8\u5f53\u524d\u7684\u96c6\u4f53\u667a\u80fd\u5448\u73b0\u600e\u6837\u7684\u5f62\u6001\uff0c\u521b\u65b0\u7684\u4e3b\u8981\u673a\u4f1a\u5728\u4f55\u5904\u5b58\u5728\uff0c\u6709\u54ea\u4e9b\u6311\u6218\uff0c\u8fd9\u4e9b\u6311\u6218\u53c8\u8be5\u5982\u4f55\u5e94\u5bf9\uff0c\u5373 AI-enabled Collective Intelligence\u3002\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u4f1a\u4e3a2019\u96c6\u4f53\u667a\u80fd\u5927\u4f1a\u4e0a\u7684\u4e00\u4e2a\u5173\u4e8e\u96c6\u4f53\u667a\u80fd\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u4e3b\u9898\u8ba8\u8bba\u63d0\u4f9b\u80cc\u666f\u6750\u6599\uff0c\u5e76\u603b\u7ed3\u4ece\u6211\u4eec\u7684\u7814\u7a76\u4e2d\u83b7\u5f97\u7684\u4e00\u4e9b\u521d\u6b65\u7684\u7ecf\u9a8c\u3002<\/span><\/p>\n


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\u76d1\u7763\u5b66\u4e60\u4f9d\u8d56\u4e8e\u5927\u91cf\u5e26\u6807\u8bb0\u7684\u6570\u636e\u96c6\uff0c\u65e0\u8bba\u8fd9\u4e9b\u6570\u636e\u6765\u81ea\u5982\u4e9a\u9a6c\u900a Mechanical Turk \u6216 FigureEight \u8fd9\u6837\u7684\u4f17\u5305\u5e73\u53f0\uff0c\u8fd8\u662f\u901a\u8fc7 reCAPTCHA \u8fd9\u6837\u7684\u5de5\u5177\u83b7\u5f97\u7f51\u7edc\u6d41\u91cf\uff0c\u8fd9\u4e9b\u6570\u636e\u90fd\u662f\u4eba\u5de5\u667a\u80fd\u6210\u529f\u6545\u4e8b\u7684\u5e55\u540e\u82f1\u96c4\u3002\u53cd\u8fc7\u6765\u8bf4\uff0c\u5bf9\u4e8e\u90a3\u4e9b\u7531\u4f17\u5305\u5b8c\u6210\u7684\u5927\u91cf\u5e26\u6807\u8bb0\u7684\u6570\u636e\uff0c\u5f88\u81ea\u7136\u5730\u6210\u4e3a\u4e86\u5408\u9002\u7684\u4eba\u5de5\u667a\u80fd\u8bad\u7ec3\u6570\u636e\u3002\u4f46\u8fd9\u4ec5\u4ec5\u662f\u4eba\u5de5\u667a\u80fd\u548c\u4eba\u7fa4\u4ea4\u4e92\u7684\u591a\u79cd\u65b9\u5f0f\u4e4b\u4e00\u3002<\/span><\/section>\n


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https:\/\/www.mturk.com\/ <\/span><\/section>\n
\u4f17\u5305\u5e73\u53f0-FigureEight\uff1a<\/span><\/section>\n
https:\/\/www.figure-eight.com\/ <\/span><\/section>\n
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https:\/\/www.google.com\/recaptcha\/intro\/v3.html<\/span><\/section>\n<\/section>\n<\/blockquote>\n

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\u56fe 1. \u4eba\u5de5<\/strong>\u767b\u5f55\u9a8c\u8bc1\u5de5\u5177 reCAPTCHA\u3002\u5927\u4f17\u5728\u767b\u5f55\u4e92\u8054\u7f51\u8d26\u53f7\u65f6\u7ecf\u5e38\u4f1a\u4f7f\u7528\u8fd9\u4e2a\u5de5\u5177\uff0c\u4e00\u65b9\u9762\u6709\u6548\u8fc7\u6ee4\u4e86\u673a\u5668\u4eba\u8d26\u53f7\uff0c\u53c8\u901a\u8fc7\u4e92\u8054\u7f51\u4f17\u5305\u7684\u529b\u91cf\uff0c\u4e3a\u5927\u91cf\u56fe\u50cf\u8bc6\u522b\u5de5\u4f5c\u8fdb\u884c\u4e86\u4eba\u5de5\u6807\u6ce8\u3002<\/strong><\/section>\n
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WeFarm\u548c\u5176\u4ed6\u7c7b\u4f3c\u7684\u4f8b\u5b50\u5f88\u597d\u5730\u5c55\u793a\u4e86\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u8d4b\u80fd\u96c6\u4f53\u667a\u80fd\u3002<\/span><\/p>\n


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    \u5bfb\u627e\u89e3\u51b3\u65b9\u6848\uff1a\u5bfb\u627e\u5728\u5176\u4ed6\u9886\u57df\u7684\u5c1d\u8bd5\u8fc7\u7684\u89e3\u6cd5\u6216\u65b0\u7684\u63a2\u7d22\u65b9\u5411\uff0c\u6216\u8005\u9f13\u52b1\u521b\u65b0\u8005\u521b\u9020\u89e3\u51b3\u95ee\u9898\u7684\u65b0\u65b9\u6cd5<\/span><\/section>\n<\/li>\n
  • \n
    \u51b3\u7b56\u4e0e\u884c\u52a8\uff1a\u4f7f\u7528\u5e7f\u6cdb\u7684\u4eba\u5458\u53ca\u76f8\u5173\u4e13\u5bb6\u5408\u4f5c\u4ea7\u751f\u7684\u89c2\u70b9\uff0c\u6765\u505a\u51fa\u51b3\u7b56<\/span><\/section>\n<\/li>\n
  • \n
    \u5b66\u4e60\u4e0e\u9002\u5e94\uff1a\u901a\u8fc7\u8ba9\u53c2\u4e0e\u8005\u5728\u66f4\u591a\u7ec6\u8282\u4e0a\u4ea7\u751f\u6570\u636e\uff0c\u5206\u4eab\u77e5\u8bc6\uff0c\u6765\u63d0\u5347\u5176\u4ed6\u4eba\u7684\u80fd\u529b\uff0c\u4ece\u800c\u76d1\u63a7\u884c\u52a8\u65b9\u6848\u7684\u5b9e\u65bd\u3002<\/span><\/section>\n<\/li>\n<\/ul>\n


    <\/p>\n

    \u540e\u6587\u5173\u4e8e\u5982\u4f55\u8bbe\u8ba1\u96c6\u4f53\u667a\u80fd\u7684\u63a2\u8ba8\uff0c\u5c06\u4f1a\u5206\u522b\u6d89\u53ca\u4ee5\u4e0a\u56db\u4e2a\u65b9\u9762\u7684\u66f4\u591a\u7ec6\u8282\u3002<\/span><\/p>\n


    <\/p>\n

    \u5728\u57fa\u4e8e\u96c6\u4f53\u667a\u80fd\u7684\u6280\u672f\u578b\u7684\u89e3\u51b3\u65b9\u6848\u4e2d\uff0c\u4e00\u4e2a\u5e38\u89c1\u7684\u6311\u6218\u662f\u5c3a\u5ea6\uff08scale\uff09\uff0c\u4ee5\u53ca\u5982\u4f55\u7406\u89e3\u5728\u4e00\u4e2a\u7f51\u7edc\u4e2d\u7684\u4e0d\u540c\u7684\u4eba\uff0c\u89c2\u70b9\uff0c\u8d21\u732e\u4ee5\u53ca\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u3002\u7279\u522b\u662f\u5f88\u591a\u89e3\u51b3\u65b9\u6848\u4f9d\u8d56\u4e8e\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\uff0c\u4f8b\u5982\u5c06\u536b\u661f\u3001\u6c14\u8c61\u7ad9\u3001\u516c\u4f17\u4ea7\u751f\u7684\u6570\u636e\uff0c\u7528\u6765\u66f4\u597d\u5730\u7406\u89e3\u73af\u5883\u53d8\u5316\u3002\u5c3d\u7ba1\u8fd9\u66f4\u591a\u662f\u8f6f\u4ef6\u5de5\u7a0b\u4e0a\u7684\u6311\u6218\uff0c\u4f46\u4e00\u65e6\u6570\u636e\u88ab\u6e05\u6d17\u5e76\u6c47\u603b\u597d\u4e4b\u540e\uff0c\u5b83\u4eec\u53ef\u4ee5\u4e3a\u5f53\u524d\u7f3a\u4e4f\u6570\u636e\u7684\u4eba\u5de5\u667a\u80fd\u63d0\u4f9b\u4e30\u5bcc\u7684\u8f93\u5165\uff0c\u6bd4\u5982\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u8fd8\u662f\u8bed\u97f3\u548c\u97f3\u9891\u5904\u7406\u3002<\/span><\/p>\n


    <\/p>\n

    \u8fd9\u4e9b\u65b9\u6cd5\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u663e\u8457\u63d0\u5347\u4e86\u96c6\u4f53\u667a\u80fd\u7684\u6548\u80fd\uff0c\u5177\u4f53\u7684\u65b9\u6cd5\u5305\u62ec\uff1a\u63d0\u9ad8\u6570\u636e\u5904\u7406\u7684\u6548\u7387\u548c\u89c4\u6a21\u3001\u5bf9\u672a\u6765\u4e8b\u4ef6\u4f5c\u51fa\u66f4\u51c6\u786e\u7684\u9884\u6d4b\u4ee5\u53ca\u8bc6\u522b\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u65b0\u6a21\u5f0f\u548c\u5173\u7cfb\u3002\u96c6\u4f53\u667a\u80fd\u548c\u4eba\u5de5\u667a\u80fd\u7684\u5408\u529b\uff0c\u80fd\u591f\u5e2e\u52a9\u6211\u4eec\u505a\u51fa\u66f4\u53ca\u65f6\u7684\u54cd\u5e94\u548c\u51b3\u7b56\uff0c\u5e76\u4e14\u66f4\u7ec6\u81f4\u5165\u5fae\u5730\u7406\u89e3\u590d\u6742\u52a8\u6001\u60c5\u51b5\u548c\u5b9e\u65f6\u53d8\u5316\u3002<\/span><\/p>\n


    <\/p>\n

    \u4e0b\u8868\u603b\u7ed3\u4e86\u6211\u4eec\u5bf9\u4f7f\u7528\u96c6\u4f53\u667a\u80fd\u548c\u4eba\u5de5\u667a\u80fd\u6765\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\u7684\u521d\u6b65\u601d\u8003\u3002<\/span><\/p>\n


    <\/span><\/p>\n

    <\/section>\n


    <\/p>\n


    <\/p>\n

    \n
    \n
    \n
    \n
    \n
    \n
    \n

    \u4eba\u5de5\u667a\u80fd\u548c\u96c6\u4f53\u667a\u80fd<\/span><\/strong><\/p>\n

    \u4ea4\u4e92\u76845\u79cd\u5f62\u6001<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


    <\/section>\n
    \n

    \u76ee\u524d\uff0c\u8fd8\u6ca1\u6709\u4e00\u4e2a\u5b8c\u6574\u7684\u6846\u67b6\uff0c\u7528\u6765\u7406\u89e3\u4eba\u5de5\u667a\u80fd\u548c\u96c6\u4f53\u667a\u80fd\u95f4\u7684\u4ea4\u4e92\u3002\u6211\u4eec\u8bd5\u56fe\u5c06\u73b0\u6709\u7684\u5b9e\u8df5\u65b9\u6848\u548c\u5b66\u672f\u7814\u7a76\u5bf9\u5e94\uff0c\u53d1\u73b0\u4e86\u81f3\u5c11\u5b58\u5728\u4e94\u79cd\u7406\u89e3\u8fd9\u79cd\u76f8\u4e92\u5173\u7cfb\u7684\u65b9\u6cd5\uff0c\u5982\u4e0b\u6240\u793a\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u4ea4\u4e92\u79cd\u7c7b\u65e0\u7591\u4f1a\u968f\u7740\u8be5\u9886\u57df\u7684\u53d1\u5c55\u800c\u589e\u52a0\uff0c\u6211\u4eec\u4ecd\u5e0c\u671b\u5b83\u4eec\u80fd\u591f\u6210\u4e3a\u90a3\u4e9b\u6709\u5174\u8da3\u63a2\u7d22\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u52a9\u529b\u4e0b\u7684\u96c6\u4f53\u667a\u80fd\u53ca\u5176\u672a\u6765\u673a\u9047\u7684\u4eba\u7684\u8d77\u59cb\u70b9\u3002<\/span><\/p>\n

    <\/p>\n


    <\/p>\n

    \n
    \n

    \u62a5\u544a\u4e0b\u8f7d\uff1a<\/span>\u300a\u8fc8\u5411\u4eba\u673a\u6df7\u5408\u667a\u80fd\u7684\u4e0b\u4e00\u4ee3\u6570\u5b57\u5e73\u53f0\u300b<\/span><\/p>\n

    https:\/\/misq.org\/misq\/downloads\/download\/editorial\/687\/<\/span><\/p>\n<\/section>\n<\/blockquote>\n


    <\/p>\n

    \u5f62\u6001\u4e00\uff1a\u673a\u5668\u548c\u4e00\u7fa4\u4eba\u8f6e\u6d41\u89e3\u51b3\u95ee\u9898<\/span><\/p>\n


    <\/p>\n

    \u5728\u8be5\u4ea4\u4e92\u6a21\u5f0f\u4e0b\uff0c\u4eba\u4eec\u6709\u610f\u5730\u4e0e\u4e0d\u540c\u7684\u4eba\u548c\u4eba\u5de5\u667a\u80fd\u4ea4\u4e92\uff0c\u8f6e\u6d41\u884c\u52a8\u6765\u89e3\u51b3\u95ee\u9898\u3002\u8fd9\u662f\u901a\u8fc7\u7ed3\u5408\u4eba\u7c7b\u548c\u673a\u5668\u667a\u6167\u7684\u4e0d\u540c\u80fd\u529b\uff0c\u6216\u901a\u8fc7\u4eba\u7fa4\u548c\u4eba\u5de5\u667a\u80fd\u4e4b\u95f4\u7684\u53cd\u9988\u5faa\u73af\u7cfb\u7edf\uff08\u5141\u8bb8\u7cfb\u7edf\u7684\u6301\u7eed\u6539\u8fdb\uff09\u6765\u5b9e\u73b0\u7684\u3002<\/p>\n


    <\/p>\n

    \u4e00\u4e2a\u4f8b\u5b50\u662fEarly Warning Project\uff0c\u8be5\u9879\u76ee\u901a\u8fc7\u4f7f\u7528\u4f17\u5305\u9884\u6d4b\u548c\u7edf\u8ba1\u6a21\u578b\uff0c\u6765\u5206\u6790\u9884\u6d4b\u5168\u7403\u8303\u56f4\u5185\u7684\u7fa4\u4f53\u66b4\u529b\u884c\u4e3a\u3002\u8be5\u9879\u76ee\u7ed3\u5408\u4e86\u591a\u79cd\u6a21\u578b\u65b9\u6cd5\uff0c\u53d6\u957f\u8865\u77ed\u3002<\/p>\n


    <\/section>\n
    \n
    \n

    Early Warning Project\u65e9\u671f\u9884\u8b66\u5de5\u7a0b\uff1a<\/span><\/p>\n

    https:\/\/www.nesta.org.uk\/feature\/ai-and-collective-intelligence-case-studies\/early-warning-project\/<\/span><\/p>\n<\/section>\n<\/blockquote>\n


    <\/p>\n

    \u5f62\u6001\u4e8c\uff1a\u673a\u5668\u5728\u4eba\u548c\u4f20\u611f\u5668\u4ea7\u751f\u7684\u6570\u636e\u57fa\u7840\u4e0a\u5de5\u4f5c<\/span><\/p>\n

     <\/p>\n

    \u5728\u7b2c\u4e8c\u79cd\u4ea4\u4e92\u6a21\u5f0f\u4e0b\uff0c\u4eba\u7fa4\u548c\u4f20\u611f\u5668\u6216\u88ab\u52a8\u4ea7\u751f\u6570\u636e\uff0c\u6216\u4e3b\u52a8\u6536\u96c6\u6570\u636e\uff0c\u8f93\u5165\u5230\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4e2d\u3002\u673a\u5668\u5206\u6790\u4ea7\u751f\u7684\u6d1e\u89c1\u548c\u7ecf\u9a8c\uff0c\u88ab\u5e73\u53f0\u7684\u7528\u6237\u793e\u533a\u5229\u7528\uff0c\u4ee5\u4ea7\u751f\u65b0\u7684\u77e5\u8bc6\u3002<\/p>\n


    <\/p>\n

    \u8fd9\u6837\u7684\u4ea4\u4e92\uff0c\u6709\u65f6\u4e5f\u4f1a\u5229\u7528\u4f17\u5305\u6765\u4ea7\u751f\u5e26\u6807\u8bb0\u7684\u6570\u636e\u96c6\uff0c\u7528\u4f5c\u76d1\u7763\u5b66\u4e60\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u6216\u8005\u4f7f\u7528\u975e\u76d1\u7763\u7684\u4eba\u5de5\u667a\u80fd\u65b9\u6cd5\u4ee5\u4ea7\u751f\u7ed3\u6784\u5316\u7684\u3001\u7ec4\u7ec7\u597d\u7684\u6570\u636e\u3002<\/p>\n


    <\/p>\n

    \u8be5\u7c7b\u7684\u4f8b\u5b50\u5305\u62ec\u7528\u6237\u79ef\u6781\u53c2\u4e0e\u7684\u5927\u578b\u9879\u76ee\uff0c\u5982 Zooniverse \u548c MapwithAI \u4ee5\u53ca OneSoil\uff0c\u8be5\u9879\u76ee\u4f7f\u5f97\u4f20\u611f\u5668\u88ab\u52a8\u6536\u96c6\u7684\u6570\u636e\u53d8\u5f97\u6709\u610f\u4e49\u3002<\/p>\n


    <\/p>\n

    <\/section>\n

    \u56fe 2. Onesoil \u5e73\u53f0\uff0c\u901a\u8fc7\u536b\u661f\u5730\u56fe\u548c\u6c14\u8c61\u4f20\u611f\u5668\u6355\u6349\u519c\u7530\u7279\u5f81\uff0c\u4e3a\u519c\u6c11\u63d0\u4f9b\u571f\u58e4\u6e7f\u5ea6\u6e29\u5ea6\u3001\u7a7a\u6c14\u6e7f\u5ea6\u6e29\u5ea6\u3001\u5929\u6c14\u6761\u4ef6\u3001\u75c5\u866b\u5bb3\u7b49\u4fe1\u606f\uff0c\u8f85\u52a9\u519c\u6c11\u51b3\u7b56\u3002<\/strong><\/p>\n


    <\/p>\n

    <\/span><\/section>\n

    \n
    \n
    \u516c\u6c11\u79d1\u5b66\u7814\u7a76\u7f51\u7ad9Zooniverse\uff1a<\/span><\/section>\n
    https:\/\/www.zooniverse.org\/<\/span><\/section>\n
    \u4f17\u5305\u5f00\u653e\u5730\u56fe\u7f51\u7ad9MapwithAI\uff1a<\/span><\/section>\n
    https:\/\/mapwith.ai\/<\/span><\/section>\n
    \u4f17\u5305\u519c\u4e1a\u6c14\u5019\u4fe1\u606f\u7f51\u7ad9Onesoil\uff1a<\/span><\/section>\n
    https:\/\/onesoil.ai\/en\/<\/span><\/section>\n<\/section>\n<\/blockquote>\n

    <\/section>\n

    \u5f62\u6001\u4e09\uff1a\u673a\u5668\u548c\u4eba\u4e00\u8d77\u89e3\u51b3\u95ee\u9898<\/span><\/p>\n

     <\/p>\n

    \u5728\u8be5\u6a21\u5f0f\u4e0b\uff0c\u673a\u5668\u548c\u4eba\u4e0d\u662f\u8f6e\u6d41\uff0c\u800c\u662f\u5b9e\u65f6\u5730\u9488\u5bf9\u540c\u4e00\u4e2a\u95ee\u9898\u7684\u89e3\u51b3\uff0c\u505a\u51fa\u5404\u81ea\u7684\u8d21\u732e\u3002\u7531Autodesk\u5f00\u53d1\u7684\uff0c\u7528\u4e8e\u534f\u4f5c\u8bbe\u8ba1\u7684\u751f\u6210\u5f0f\u8bbe\u8ba1\u8f6f\u4ef6\u662f\u8be5\u7c7b\u7684\u4e00\u4e2a\u4f8b\u5b50\u3002\u8be5\u4f8b\u5b50\u4e2d\uff0c\u4eba\u5de5\u667a\u80fd\u57fa\u4e8e\u5f53\u524d\u7684\u53c2\u6570\uff0c\u7ed9\u8bbe\u8ba1\u5e08\u548c\u5176\u4ed6\u7528\u6237\u63d0\u4f9b\u5173\u4e8e\u4e0d\u540c\u7684\u89e3\u7684\u7ec4\u5408\u5f62\u5f0f\u548c\u5176\u4ed6\u8bbe\u8ba1\u53ef\u80fd\u6027\u7684\u5b9e\u65f6\u7684\u5efa\u8bae\u3002\u5982\u679c\u8bbe\u8ba1\u5e08\u6539\u53d8\u4e86\u53c2\u6570\uff0c\u4f8b\u5982\u6539\u53d8\u4e86\u623f\u5c4b\u7684\u5bbd\u5ea6\uff0c\u4eba\u5de5\u667a\u80fd\u4f1a\u751f\u6210\u4e00\u7cfb\u5217\u65b0\u7684\u8bbe\u8ba1\u9009\u9879\u3002<\/span><\/p>\n


    <\/span><\/p>\n

    <\/section>\n

    \u56fe 3. \u5f00\u653e\u8857\u533a\u5730\u56fe\u7ec4\u7ec7\uff08OpenStreetMap\uff09\u7684 MapwithAI \u5de5\u5177\u3002<\/strong>AI \u5de5\u5177\u501f\u52a9\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u7ed8\u5236\u51fa\u536b\u661f\u56fe\u50cf\u4e0a\u53ef\u80fd\u7684\u9053\u8def\uff0c\u5fd7\u613f\u8005\u5219\u5728\u73b0\u573a\u786e\u8ba4 AI \u751f\u6210\u7684\u9053\u8def\u5e76\u6539\u8fdb\u6a21\u578b\u3002<\/strong><\/span>
    <\/p>\n


    <\/p>\n

    \n
    \n

    \u4eba\u673a\u7ed3\u5408\u7684\u5efa\u7b51\u751f\u4ea7\u8bbe\u8ba1\u7cfb\u7edf\uff1a<\/span><\/p>\n

    https:\/\/www.autodesk.com\/solutions\/generative-design<\/span><\/p>\n<\/section>\n<\/blockquote>\n


    <\/p>\n

    \u5f62\u6001\u56db\uff1a\u4e3a\u7fa4\u4f53\u63d0\u4f9b\u66f4\u597d\u7684\u914d\u5bf9\u548c\u641c\u7d22\u670d\u52a1<\/span><\/p>\n


    <\/span><\/p>\n

    \u4eba\u5de5\u667a\u80fd\u8fd8\u53ef\u4ee5\u901a\u8fc7\u5e2e\u52a9\u4eba\u4eec\u66f4\u597d\u5730\u6d4f\u89c8\u5927\u91cf\u4e0d\u540c\u7c7b\u578b\u7684\u4fe1\u606f\u548c\u4efb\u52a1\uff0c\u4ece\u800c\u5728\u5b9e\u73b0\u66f4\u9ad8\u6548\u548c\u6807\u51c6\u5316\u7684\u96c6\u4f53\u667a\u80fd\u4e2d\u8d77\u5230\u6838\u5fc3\u4f5c\u7528\u3002
    <\/span><\/p>\n


    <\/p>\n

    \u5728\u8fd9\u7c7b\u4ea4\u4e92\u4e2d\uff0c\u4eba\u5de5\u667a\u80fd\u88ab\u7528\u4f5c\u5728\u540e\u53f0\u63d0\u5347\u7528\u6237\u5728\u7ebf\u5e73\u53f0\u4e0a\u7684\u4f53\u9a8c\u3002\u8fd9\u53ef\u4ee5\u7528\u591a\u79cd\u65b9\u5f0f\u5b9e\u73b0\uff0c\u4f8b\u5982\u66f4\u597d\u7684\u5339\u914d\u6709\u76f8\u540c\u5174\u8da3\u7684\u7528\u6237\uff0c\u63d0\u5347\u641c\u7d22\u529f\u80fd\uff08Syrian Archive\uff09\u6216\u4f18\u5316\u5b66\u4e60\u8fc7\u7a0b\uff0c\u53ca\u516c\u6c11\u79d1\u5b66\u5bb6\u9879\u76ee\u4e2d\u7684\u4efb\u52a1\u5206\u914d\uff08GravitySpy on Zooniverse)\u3002\u6211\u4eec\u628a\u8fd9\u7c7b\u4eba\u5de5\u667a\u80fd\u5bf9\u96c6\u4f53\u667a\u80fd\u7684\u8d21\u732e\uff0c\u770b\u6210\u662f\u96c6\u4f53\u667a\u80fd\u7684\u6da6\u6ed1\u6cb9\u3002<\/span><\/p>\n


    <\/span><\/section>\n
    <\/section>\n

    \u56fe 4. \u4f17\u5305\u79d1\u5b66\u5e73\u53f0 Zooniverse \u4e0a\u7684 Gravity Spy \u9879\u76ee\uff0c\u65e8\u5728\u52a8\u5458\u7f51\u7edc\u5fd7\u613f\u8005\u7684\u529b\u91cf\uff0c\u6765\u8bc6\u522b\u5f15\u529b\u6ce2\u89c2\u6d4b\u56fe\u50cf\u4e2d\u7684\u6270\u52a8\uff0c\u5e76\u5c06\u5176\u5f52\u7c7b\u4e3a\u4fe1\u53f7\u548c\u566a\u97f3\u3002<\/strong>Gravity Spy \u9879\u76ee\u4f7f\u7528\u4e86\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u6765\u4f18\u5316\u5bf9\u5fd7\u613f\u8005\u5206\u7c7b\u80fd\u529b\u7684\u57f9\u8bad\u3002<\/strong><\/span>
    <\/p>\n


    <\/p>\n

    \n
    \n

    \u516c\u6c11\u79d1\u5b66\u7f51\u7ad9 zooniverse \u4e0a\u53d7\u6b22\u8fce\u7684\u9879\u76ee Gravity Spy\uff1a<\/span><\/p>\n

    https:\/\/www.zooniverse.org\/projects\/zooniverse\/gravity-spy<\/span><\/p>\n<\/section>\n<\/blockquote>\n


    <\/p>\n

    \u5f62\u6001\u4e94\uff1a\u4f7f\u7528\u96c6\u4f53\u667a\u80fd\uff0c\u5f00\u53d1\u66f4\u597d\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u5177
    <\/span><\/p>\n

     <\/span><\/p>\n

    \u6700\u540e\uff0c\u96c6\u4f53\u667a\u80fd\u53ef\u4ee5\u88ab\u7528\u4e8e\u652f\u6301\u5f00\u53d1\u5408\u4f5c\u578b\u6216\u7ade\u4e89\u578b\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u5177\uff0c\u5e76\u901a\u8fc7\u4f17\u5305\uff0c\u6765\u786e\u4fdd\u8fd9\u4e9b\u5de5\u5177\u66f4\u52a0\u4f18\u79c0\u548c\u516c\u5e73\u3002<\/span><\/p>\n


    <\/p>\n

    \u8be5\u7c7b\u7684\u4f8b\u5b50\u5305\u62ec\u8bd5\u56fe\u89e3\u51b3\u5728\u7ebf\u9879\u76ee DeepFakesDetection Challenge\uff0c\u7528\u4e8e\u6362\u8138\u5de5\u5177Deep Fake\u5e26\u6765\u7684\u6311\u6218\u3002\u4ee5\u53caMalmoCollaborativeAi\uff0c\u4e00\u4e2a\u4e13\u95e8\u8bbe\u7acb\u7684\u6e38\u620f\uff0c\u7528\u6765\u5956\u52b1\u90a3\u4e9b\u66f4\u5177\u534f\u4f5c\u6027\u7684\u4eba\u5de5\u667a\u80fd\u7684\u8fdb\u5c55\u3002\u53e6\u4e00\u4e2a\u4f8b\u5b50\u662f\u901a\u8fc7\u7ed9\u4eba\u5de5\u667a\u80fd\u63d0\u4f9b\u6765\u6e90\u66f4\u52a0\u591a\u6837\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u4ece\u800c\u4f7f\u4ea7\u751f\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u80fd\u591f\u66f4\u597d\u5730\u7b26\u5408\u516c\u4f17\u7684\u5229\u76ca\u3002Mozilla\u7684 Commonvoice\u9879\u76ee\u6b63\u5728\u521b\u5efa\u4e00\u4e2a\u7531\u4f17\u5305\u8bed\u97f3\u8d21\u732e\u548c\u9a8c\u8bc1\u9a71\u52a8\u7684\u5168\u65b0\u6570\u636e\u96c6\uff0c\u4ee5\u521b\u5efa\u4e00\u4e2a\u66f4\u52a0\u900f\u660e\u548c\u66f4\u5177\u4ee3\u8868\u6027\u7684\u97f3\u9891\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002<\/span><\/p>\n


    <\/span><\/section>\n
    <\/section>\n

    \u56fe 5. \u4f17\u5305\u8bad\u7ec3\u7684\u8bed\u97f3\u8bc6\u522b\u9879\u76ee Common Voice\uff0c\u7531 Mozilla \u53d1\u8d77\uff0c\u4f60\u53ef\u4ee5\u5728\u7ebf\u201c\u6350\u51fa\u201d\u81ea\u5df1\u7684\u58f0\u97f3\uff0c\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\u8bad\u7ec3\u7684\u8bed\u6599\u3002<\/strong><\/span>
    <\/p>\n


    <\/span><\/section>\n
    \n
    \n

    Commonvoice\u9879\u76ee\u5730\u5740\uff1a<\/span>
    <\/p>\n

    https:\/\/www.nesta.org.uk\/feature\/ai-and-collective-intelligence-case-studies\/common-voice\/<\/span><\/p>\n

    DeepFakesDetection Challenge\u9879\u76ee\u5730\u5740\uff1a<\/span>
    <\/p>\n

    https:\/\/deepfakedetectionchallenge.ai\/<\/span><\/p>\n<\/section>\n<\/blockquote>\n


    <\/p>\n


    <\/p>\n

    \n
    \n
    \n
    \n
    \n
    <\/p>\n

    \u4eba\u5de5\u667a\u80fd\u548c\u96c6\u4f53\u667a\u80fd<\/strong><\/span><\/strong><\/p>\n

    \u4ea4\u4e92\u65f6\u9047\u5230\u7684\u8bbe\u8ba1\u95ee\u9898<\/strong><\/span><\/strong><\/p>\n

    <\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h1>\n

     <\/span><\/section>\n

    \u5c3d\u7ba1\u5b58\u5728\u5f88\u591a\u673a\u9047\uff0c\u4eba\u5de5\u667a\u80fd\u548c\u96c6\u4f53\u667a\u80fd\u7684\u7ed3\u5408\uff0c\u4e5f\u4f1a\u5e26\u6765\u4e00\u4e9b\u8bbe\u8ba1\u4e0a\u7684\u6311\u6218\u3002\u6211\u4eec\u5728\u6b64\u5217\u51fa\u4e86\u4e00\u4e9b\u4e3b\u8981\u7684\u6743\u8861\uff0c\u5e76\u7279\u522b\u5173\u6ce8\u4eba\u5de5\u667a\u80fd\u5bf9\u53c2\u4e0e\u52a8\u673a\u3001\u7fa4\u4f53\u52a8\u6001\u548c\u9ad8\u98ce\u9669\u73af\u5883\u4e0b\u7684\u8d23\u4efb\u53ef\u80fd\u4ea7\u751f\u7684\u5f71\u54cd\u3002<\/span><\/p>\n


    <\/p>\n

    \u90e8\u7f72\u80fd\u591f\u4fc3\u8fdb\u6548\u7387\u7684\u7b97\u6cd5\uff0c\u8fd8\u662f\u8003\u8651\u5fd7\u613f\u8005\u4eec\u6f5c\u5728\u7684\u5f71\u54cd<\/span><\/p>\n


    <\/p>\n

    \u5f88\u591a\u5728\u96c6\u4f53\u667a\u80fd\u4e2d\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u7684\u4f8b\u5b50\u662f\u66ff\u4ee3\u4e4b\u524d\u7531\u5fd7\u613f\u8005\u4ece\u4e8b\u7684\u4efb\u52a1\uff0c\u5f88\u591a\u4f17\u5305\u7684\u516c\u6c11\u79d1\u5b66\u9879\u76ee\uff0c\u4f8b\u5982Zooniverse platform\u548c Cochrane Crowd\uff0c\u5df2\u6307\u51fa\u4eba\u5de5\u667a\u80fd\u7684\u5e94\u7528\u4f7f\u4efb\u52a1\u53d8\u5f97\u8fc7\u96be\uff0c\u6216\u8005\u8fc7\u4e8e\u65e0\u804a\uff0c\u4ece\u800c\u8ba9\u5fd7\u613f\u8005\u5931\u53bb\u5174\u8da3\u3002\u9664\u4e86\u635f\u5bb3\u8fd9\u4e9b\u5728\u6570\u5341\u5e74\u95f4\u90fd\u4e3a\u8fd9\u4e9b\u9879\u76ee\u8d21\u732e\u7684\u5fd7\u613f\u8005\u7684\u5174\u8da3\u4e4b\u5916\uff0c\u8fd8\u5b58\u5728\u6f5c\u5728\u7684\u5728\u793e\u4f1a\u5f71\u54cd\u4e0a\u7684\u635f\u5931\uff0c\u4f8b\u5982\u7531\u4e8e\u4efb\u52a1\u7684\u81ea\u52a8\u5316\uff0c\u635f\u5bb3\u9879\u76ee\u5bf9\u516c\u6c11\u79d1\u5b66\u5bb6\u63d0\u4f9b\u7684\u79d1\u5b66\u6559\u80b2\u529f\u80fd\u3002<\/span><\/p>\n


    <\/span><\/p>\n

    \n
    \n

    \u516c\u6c11\u79d1\u5b66\u9879\u76ee\u2014\u2014\u4eba\u673a\u7cfb\u7edf\u7684\u6548\u7387\u3001\u53c2\u4e0e\u5ea6\u548c\u5076\u7136\u53d1\u73b0\uff1a<\/span><\/p>\n

    https:\/\/www.pnas.org\/content\/116\/6\/1902<\/span><\/p>\n

    \u6d3b\u4f53\u7cfb\u7edf\u7efc\u8ff0\uff1a2. \u4eba\u673a\u7ed3\u5408<\/span><\/p>\n

    https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0895435617306042<\/span><\/p>\n<\/section>\n<\/blockquote>\n


    <\/p>\n

    \u6743\u8861\u4e3a\u4e86\u901f\u5ea6\u7684\u8bbe\u8ba1\uff0c\u8fd8\u662f\u7ec6\u81f4\u8c28\u614e\u7684\u90e8\u7f72<\/span><\/p>\n

     <\/p>\n

    \u7b97\u6cd5\u7684\u4f18\u5316\u76ee\u6807\u901a\u5e38\u662f\u7cbe\u5ea6\u6216\u901f\u5ea6\u3002\u5728\u96c6\u4f53\u667a\u80fd\u4e2d\uff0c\u4e0a\u8ff0\u7684\u8bc4\u4ef7\u6807\u51c6\u5e76\u4e0d\u603b\u662f\u76f8\u5173\u7684\u3002\u4f8b\u5982\u5f53\u516c\u6c11\u88ab\u53ec\u96c6\u8d77\u6765\u8ba8\u8bba\u6709\u4e89\u8bae\u7684\u6216\u590d\u6742\u7684\u95ee\u9898\u65f6\uff0c\u4f8b\u5982\u5728\u6570\u5b57\u5316\u6c11\u4e3b\u8fd0\u52a8\u4e2d\uff0c\u4f60\u53ef\u80fd\u4f1a\u6700\u4f18\u5316\u7b97\u6cd5\u7684\u900f\u660e\u7a0b\u5ea6\u548c\u5305\u5bb9\u6027\uff0c\u800c\u8fd9\u53ef\u80fd\u8ba9\u7b97\u6cd5\u53d8\u6162\u3002<\/span><\/p>\n

     <\/span><\/p>\n

    \u5f00\u53d1\u7cbe\u5ea6\u6700\u9ad8\u7684\u7684\u7b97\u6cd5\uff0c\u8fd8\u662f\u90a3\u4e9b\u8db3\u591f\u597d\u7684\u7b97\u6cd5<\/span><\/p>\n

     <\/p>\n

    \n

    \u5728\u4ea7\u4e1a\u754c\u548c\u5b66\u672f\u754c\u7684\u4eba\u5de5\u667a\u80fd\u548c\u8f6f\u4ef6\u5f00\u53d1\u4e2d\uff0c\u5bf9\u5de5\u5177\u7cbe\u5ea6\u6700\u4f18\u5316\u7684\u6267\u8ff7\uff0c\u5c06\u4f1a\u8ba9\u4eba\u5ffd\u89c6\u90a3\u4e9b\u548c\u4f18\u5316\u6807\u51c6\u540c\u6837\u91cd\u8981\u7684\u76ee\u6807\u3002\u4f8b\u5982\u6301\u7eed\u5730\u5728\u7b97\u6cd5\u7cbe\u5ea6\u4e0a\u7684\u6539\u8fdb\u662f\u9a71\u52a8\u6295\u8d44\u548c\u8d44\u6e90\u8c03\u914d\u7684\u4e3b\u8981\u52a8\u529b\u3002\u4f46\u662f\uff0c\u5728\u96c6\u4f53\u667a\u80fd\u7684\u9879\u76ee\u4e2d\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u4f7f\u7528\u53ef\u4ee5\u4f34\u968f\u7740\u4eba\u7c7b\u667a\u6167\u505a\u51fa\u7684\u663e\u8457\u8d21\u732e\u540c\u65f6\u51fa\u73b0\uff0c\u4f8b\u5982\u7531\u4e13\u5bb6\u6216\u7fa4\u4f53\u63d0\u4f9b\u5bf9\u7ed3\u679c\u7684\u989d\u5916\u9a8c\u8bc1\u3002\u56e0\u6b64\uff0c\u5bf9\u4e8e\u96c6\u4f53\u667a\u80fd\u9879\u76ee\uff0c\u901a\u5e38\u7684\u9700\u8981\u662f\u4e00\u4e2a\u8db3\u591f\u597d\u7684\u7b97\u6cd5\uff0c\u80fd\u591f\u89e3\u51b3\u5de8\u5927\u6570\u636e\u91cf\u5316\u5e26\u6765\u7684\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u82b1\u989d\u5916\u7684\u7cbe\u529b\u5728\u6301\u7eed\u5730\u4e3a\u7b97\u6cd5\u63d0\u53471-2%\u7684\u989d\u5916\u51c6\u786e\u6027\u3002<\/span><\/p>\n<\/section>\n

     <\/span><\/p>\n

    \u57fa\u4e8e\u96c6\u4f53\u667a\u80fd\u7684\u89e3\u6cd5\u603b\u662f\u8981\u6c42\u5c06\u4eba\u5de5\u667a\u80fd\u5e26\u5165\u6df7\u4e71\u7684\u9ad8\u98ce\u9669\u7684\u73b0\u5b9e\u4e16\u754c<\/span><\/p>\n


    <\/p>\n

    \u4e00\u4e9b\u6700\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u65b9\u6cd5\u76ee\u524d\u6b63\u5728\u5c01\u95ed\u7684\u5b9e\u9a8c\u5ba4\u8bbe\u7f6e\u6216\u5de5\u4e1a\u80cc\u666f\u4e0b\u5f00\u53d1\u548c\u6d4b\u8bd5\uff0c\u8fd9\u79cd\u73af\u5883\u4e0b\uff0c\u65b9\u6cd5\u7684\u5148\u8fdb\u6027\u4f18\u5148\u4e8e\u53ef\u89e3\u91ca\u6027\uff0c\u5e76\u4e14\u5176\u6570\u636e\u96c6\u65e0\u6cd5\u53cd\u6620\u6df7\u4e71\u7684\u73b0\u5b9e\u4e16\u754c\u3002<\/span><\/p>\n


    <\/p>\n

    \u6df1\u5ea6\u5b66\u4e60\u662f\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u524d\u6cbf\u4e2d\u6700\u6709\u524d\u666f\u7684\u6280\u672f\u4e4b\u4e00\uff0c\u5b83\u7ecf\u5e38\u7531\u4e8e\u5bf9\u53ef\u89e3\u91ca\u6027\u7684\u56de\u907f\u800c\u53d7\u5230\u6279\u5224\u3002\u5728\u771f\u5b9e\u4e16\u754c\u91cc\u96c6\u4f53\u667a\u80fd\u9879\u76ee\u7684\u90e8\u7f72\u4e2d\uff0c\u4f1a\u53d1\u73b0\u95ee\u9898\u7684\u89c4\u6a21\u8d8a\u5927\uff0c\u51fa\u73b0\u95ee\u9898\u7684\u6f5c\u5728\u98ce\u9669\u4e5f\u8d8a\u5927\uff0c\u800c\u8fd9\u5728\u5c06\u5b9e\u9a8c\u5ba4\u4e2d\u7684\u65b9\u6cd5\u5e94\u7528\u5230\u771f\u5b9e\u60c5\u51b5\u4e0b\uff0c\u5c31\u4f1a\u53d1\u751f\u3002\u8fd9\u4f7f\u5f97\u96c6\u4f53\u667a\u80fd\u7684\u9879\u76ee\u9886\u5bfc\u8005\u62c5\u4e0a\u4e86\u6c89\u91cd\u7684\u8d23\u4efb\uff0c\u9700\u8981\u786e\u4fdd\u5bf9\u4f7f\u7528\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u6709\u8db3\u591f\u7684\u4e86\u89e3\u3002\u6211\u4eec\u7684\u7814\u7a76\u5df2\u7ecf\u5f3a\u8c03\u4e86\u4e00\u4e9b\u6848\u4f8b\uff0c\u5728\u8fd9\u4e9b\u6848\u4f8b\u4e2d\uff0c\u6df1\u5ea6\u5b66\u4e60\u7684\u65b9\u6cd5\u88ab\u8bd5\u7528\u7136\u540e\u88ab\u4e22\u5f03\uff0c\u8f6c\u800c\u91c7\u7528\u4e86\u53ef\u89e3\u91ca\u7684\u7ecf\u5178\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u4ee5\u6ee1\u8db3\u9700\u8981\u4e25\u683c\u95ee\u8d23\u7684\u516c\u5171\u90e8\u95e8\u7684\u5de5\u4f5c\u3002\u4e0a\u8ff0\u7684\u98ce\u9669\u89c4\u907f\u662f\u53ef\u7406\u89e3\u7684\uff0c\u4f46\u4e5f\u53ef\u80fd\u59a8\u788d\u5bf9\u4eba\u5de5\u667a\u80fd\u2014\u96c6\u4f53\u667a\u80fd\u76f8\u4e92\u4f5c\u7528\u8fdb\u884c\u66f4\u5bcc\u6709\u60f3\u8c61\u529b\u7684\u63a2\u7d22\u3002<\/span><\/p>\n


    <\/span><\/p>\n


    <\/p>\n

    \n
    \n
    \n
    \n
    <\/p>\n

    \u5f53\u4eba\u5de5\u667a\u80fd\u4e0e\u96c6\u4f53\u667a\u80fd<\/strong><\/span><\/p>\n

    \u5728\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u51fa\u9519\u65f6\uff0c<\/strong><\/span>\u4f1a\u53d1\u751f\u4ec0\u4e48<\/strong><\/p>\n

    <\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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    \u56fe 6. \u8c37\u6b4c\u6d41\u611f\u6307\u6570\uff0c2008 \u5e74\u7531\u8c37\u6b4c\u53d1\u8d77\uff0c\u65e8\u5728\u901a\u8fc7\u7f51\u7edc\u5173\u952e\u8bcd\u641c\u7d22\u5927\u6570\u636e\uff0c\u6765\u63a8\u6d4b\u5404\u5730\u533a\u7684\u6d41\u611f\u8d8b\u52bf\u3002<\/strong>\u4f46\u56e0\u4e3a\u591a\u6b21\u9884\u6d4b\u5931\u51c6\uff0c\u5728 2015 \u5e74\u88ab\u4e0b\u7ebf\u3002<\/strong><\/section>\n

    <\/section>\n
    \u6700\u540e\uff0c\u76ee\u524d\u7684\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u4e25\u91cd\u4f9d\u8d56\u5927\u91cf\u5e72\u51c0\u7684\u4fbf\u4e8e\u673a\u5668\u9605\u8bfb\u7684\u6570\u636e\u3002\u5373\u4f7f\u5728\u516c\u5171\u9886\u57df\u5b58\u5728\u8fd9\u6837\u7684\u6570\u636e\uff0c\u5982\u679c\u6709\u8bb8\u591a\u5229\u76ca\u76f8\u5173\u65b9\u53c2\u4e0e\u6570\u636e\u5171\u4eab\u7684\u8c08\u5224\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u90e8\u7f72\u4e5f\u4f1a\u906d\u5230\u957f\u65f6\u95f4\u7684\u62d6\u5ef6\u3002\u4f8b\u5982\u7ebd\u7ea6\u5e02\u6d88\u9632\u5c40\uff0c\u7531\u4e8e\u7ec4\u7ec7\u6587\u5316\u7684\u5f71\u54cd\uff0c\u5728\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u589e\u5f3a\u7248\u706b\u707e\u98ce\u9669\u9884\u6d4b\u6a21\u578b\uff08Firecast3.0\uff09\u65f6\u9047\u5230\u8bf8\u591a\u56f0\u96be\u3002<\/span><\/section>\n

    <\/section>\n
    \u73b0\u5728\uff0c\u66f4\u591a\u4eba\u4e5f\u5f00\u59cb\u5bf9\u96c6\u4f53\u667a\u80fd\u9886\u57df\u611f\u5174\u8da3\uff0c\u4f34\u968f\u7740\u5b66\u672f\u754c\u4e0d\u65ad\u589e\u957f\u7684\u5bf9\u63a2\u7d22\u6709\u8da3\u7684\u5bcc\u6709\u60f3\u8c61\u529b\u7684\u4eba\u673a\u4ea4\u4e92\u65b9\u5f0f\u7684\u5174\u8da3\u3002\u4f8b\u5982 GovLab\u2019s \u6700\u8fd1\u5173\u4e8e\u5982\u4f55\u66f4\u597d\u5730\u7ed3\u5408\u4eba\u5de5\u667a\u80fd\u548c\u96c6\u4f53\u667a\u80fd\u6765\u8bc6\u522b\u516c\u6c11\u9700\u6c42\u7684\u7814\u7a76\uff0c\u4ee5\u53caMIT\u96c6\u4f53\u667a\u80fd\u4e2d\u5fc3\u7684\u5173\u4e8e\u5728Zooniverse\u8fd9\u4e2a\u516c\u6c11\u79d1\u5b66\u5e73\u53f0\u4e0a\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u5e26\u6765\u7684\u5f71\u54cd\u7684\u7814\u7a76\u3002\u4f46\u8fd9\u76f8\u6bd4\u6570\u4ebf\u82b1\u5728\u4eba\u5de5\u667a\u80fd\u4e0a\u7684\u7814\u7a76\uff0c\u8fd9\u7c7b\u7684\u7814\u7a76\u8fd8\u592a\u5c11\u3002<\/span><\/section>\n


    <\/p>\n

    <\/p>\n

    <\/section>\n

    <\/span><\/section>\n

    <\/p>\n
    \n
    \n

    \u7ebd\u7ea6\u5927\u5b66 Gov \u5b9e\u9a8c\u5ba4\u7684\u62a5\u544a\u300a\u901a\u8fc7\u7ed3\u5408\u4eba\u5de5\u667a\u80fd\u548c\u96c6\u4f53\u667a\u80fd\u6765\u8bc6\u522b\u6c11\u4f17\u9700\u6c42\u300b\uff1a<\/span><\/p>\n

    http:\/\/thegovlab.org\/new-report-identifying-citizens-needs-by-combining-artificial-intelligence-ai-and-collective-intelligence-ci\/<\/span><\/p>\n<\/section>\n<\/blockquote>\n

    \n
    \n

    2020 \u5e74 ACM \u96c6\u4f53\u667a\u80fd\u5927\u4f1a\u5b98\u7f51\uff1a<\/span> <\/span><\/p>\n

    https:\/\/ci2020.weebly.com\/<\/span><\/p>\n<\/section>\n<\/blockquote>\n

    \n
    \n
    \u66f4\u591a\u4eba\u5de5\u667a\u80fd\u4e0e\u96c6\u4f53\u667a\u80fd\u7684\u57fa\u7840\u7814\u7a76\uff1a<\/span><\/section>\n
    https:\/\/www.nesta.org.uk\/feature\/ai-and-collective-intelligence-case-studies\/<\/span><\/section>\n<\/section>\n<\/blockquote>\n


    <\/p>\n

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    \u8bd1\u8005\uff1a\u90ed\u745e\u4e1c<\/section>\n
    \u5ba1\u6821\uff1a\u738b\u4f73\u7eaf<\/section>\n
    \u7f16\u8f91\uff1a\u8d75\u5343\u91cc<\/section>\n
    \u539f\u6587\u5730\u5740\uff1a<\/section>\n
    https:\/\/www.nesta.org.uk\/blog\/aici-future-minds-and-machines\/<\/section>\n<\/section>\n<\/blockquote>\n


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    \u63a8\u8350\u9605\u8bfb<\/strong><\/span><\/p>\n

    <\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


    <\/p>\n

    Science\u7ecf\u5178\u8bba\u6587\uff1a\u5982\u4f55\u68c0\u6d4b\u590d\u6742\u751f\u6001\u7cfb\u7edf\u4e2d\u7684\u56e0\u679c\u5173\u7cfb\uff1f<\/a>
    <\/span><\/strong><\/section>\n
    2020\u5e74\u590d\u6742\u6027\u79d1\u5b66\u5fc5\u8bfb\u7ecf\u5178\uff1a\u5165\u95e8+\u8fdb\u9636\u4e66\u535520\u672c<\/a><\/span><\/strong><\/section>\n
    \u8d85\u8d8a\u7b80\u5355\u89c4\u5219\u2014\u2014\u7528\u56fe\u795e\u7ecf\u7f51\u7edc\u5bf9\u590d\u6742\u7cfb\u7edf\u8fdb\u884c\u81ea\u52a8\u5efa\u6a21<\/a><\/span><\/strong><\/section>\n
    \u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a>
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    \u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/p>\n

    \u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org
    <\/span><\/strong><\/p>\n

    \n

    \u25c6 <\/span>\u25c6 <\/span>\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n

    \u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n


    <\/span><\/strong><\/span><\/p>\n

    \u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n

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    \u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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    \u672c\u7bc7\u6587\u7ae0\u6765\u6e90\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7:\u96c6\u667a\u4ff1\u4e50\u90e8<\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

    \u5bfc\u8bed \u672c\u6587\u6307\u51fa\u4eba\u5de5\u667a\u80fd\u5728\u6148\u5584\u7ec4\u7ec7\u3001\u516c\u53f8\u3001\u8bae\u4f1a\u6216\u57ce\u5e02\u4e2d\uff0c\u90fd\u53ef\u4ee5\u5e2e\u52a9\u4eba\u4eec\u83b7\u5f97\u66f4\u6df1\u523b\u7684\u601d\u8003\uff0c\u5e76\u4e14\u89e3\u51b3\u90a3\u4e9b\u7531\u4e8e\u5927\u5c3a\u5ea6\u7684\u534f\u8c03\u800c\u53d7\u963b\u7684\u95ee\u9898\u3002\u6587\u4e2d\u603b\u7ed3\u51fa\u8be5\u9886\u57df\u4e00\u4e9b\u6709\u524d\u666f\u7684\u8303\u4f8b\uff0c\u6307\u51fa\u5176\u524d\u8fdb\u7684\u65b9\u5411\uff0c\u4ece\u4eba\u9053\u4e3b\u4e49\u6551\u63f4\u5230\u79d1\u5b66\u7814\u7a76\uff0c\u5e76\u5c55\u793a\u96c6\u4f53\u667a\u80fd\u672a\u6765\u7684\u53d1\u5c55\u524d\u666f\uff0c\u4f8b\u5982\u6570\u5b57\u6c11\u4e3b\u3002\u672c\u6587\u5f3a\u8c03\uff0c\u8be5\u9886\u57df\u5df2\u7ecf\u8d85\u8d8a\u4e86\u4e0a\u4e00\u4ee3\u7684\u5c40\u9650\uff0c\u4e0d\u4ec5\u9650\u4e8e\u4eba…<\/p>\n","protected":false},"author":1,"featured_media":18150,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/18155"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=18155"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/18155\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/18150"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=18155"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=18155"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=18155"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=18155"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}