{"id":13614,"date":"2018-12-12T01:00:00","date_gmt":"2018-12-11T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/99c83cb115\/"},"modified":"2018-12-18T17:51:28","modified_gmt":"2018-12-18T09:51:28","slug":"99c83cb115","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=13614","title":{"rendered":"\u6613\u63a7\u5236\u8fd8\u80fd\u89e3\u91ca\uff1f\u8fd9\u4e2a\u65b0\u578b\u56fe\u50cf\u6807\u6ce8\u7b97\u6cd5\u5fc5\u987b\u4e86\u89e3\u4e00\u4e0b\uff01"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><img class=\"\" style=\"width: 398px;height: 218px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma3-1544619626-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center\">\n<section class=\"mpa-template\">\n<section class=\"\">\n<p><span><strong><span>\u6458\u8981<\/span><\/strong><\/span><\/p>\n<section>\n<section>\n<section>\n<p style=\"clear: both;min-height: 1em;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u73b0\u6709\u7684\u56fe\u50cf\u6807\u6ce8\u65b9\u6cd5\u662f\u7528\u4e00\u79cd\u201c\u9ed1\u76d2\u201d\u7684\u67b6\u6784\u6765\u751f\u6210\u63cf\u8ff0\u56fe\u50cf\u7684\u6587\u5b57\uff0c\u65e2\u4e0d\u80fd\u4ece\u5916\u90e8\u63a7\u5236\u5176\u7ed3\u679c\uff0c\u4e5f\u4e0d\u80fd\u89e3\u91ca\u5176\u8fc7\u7a0b\u3002\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u6846\u67b6\u6765\u751f\u6210\u53ef\u63a7\u5236\u53ef\u89e3\u91ca\u7684\u56fe\u50cf\u6807\u6ce8\uff0c\u4f7f\u5f97\u56fe\u50cf\u6807\u6ce8\u7b97\u6cd5\u80fd\u591f\u5e94\u7528\u5230\u590d\u6742\u7684\u60c5\u666f\u4e2d\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><img class=\"\" style=\"text-align: center\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma10-1544619627-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/p>\n<blockquote>\n<p><span>\u9898\u76ee\uff1a<\/span><span>Show, Control and Tell: A Framework for Generating Controllable and Grounded Captions<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u5730\u5740\uff1a<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>http:\/\/arxiv.org\/abs\/1811.10652<\/span><\/p>\n<\/blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px\">\n<p style=\"line-height: 1.75em\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong><span>\u56fe\u50cf\u6807\u6ce8=\u770b\u56fe\u8bf4\u8bdd<\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><strong><span style=\"font-size: 15px\">\u56fe\u50cf\u6807\u6ce8<\/span><\/strong><span style=\"font-size: 15px\">\uff08Image Caption\uff09\u5c31\u662f\u7ed9\u56fe\u50cf\u81ea\u52a8\u751f\u6210\u4e00\u6bb5\u63cf\u8ff0\u6027\u6587\u5b57\uff0c\u7c7b\u4f3c\u4e8e\u6211\u4eec\u5c0f\u65f6\u5019\u505a\u8fc7\u7684\u201c\u770b\u56fe\u8bf4\u8bdd\u201d\u4f5c\u4e1a\uff0c\u5341\u5206\u6709\u8da3\u3002\u5bf9\u4e8e\u4eba\u6765\u8bf4\uff0c\u56fe\u50cf\u6807\u6ce8\u662f\u4e00\u4ef6\u7b80\u5355\u800c\u81ea\u7136\u7684\u4efb\u52a1\uff0c\u4f46\u5bf9\u4e8e\u673a\u5668\u6765\u8bf4\uff0c\u8fd9\u9879\u4efb\u52a1\u5145\u6ee1\u6311\u6218\u3002\u96be\u70b9\u5728\u4e8e\uff0c\u673a\u5668\u4e0d\u4ec5\u8981\u68c0\u6d4b\u51fa\u56fe\u50cf\u4e2d\u7684\u7269\u4f53\uff0c\u800c\u4e14\u8981\u7406\u89e3\u7269\u4f53\u4e4b\u95f4\u7684\u76f8\u4e92\u5173\u7cfb\uff0c\u6700\u540e\u8fd8\u8981\u7528\u5408\u7406\u7684\u8bed\u8a00\u8868\u8fbe\u51fa\u6765\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u56fe\u50cf\u6807\u6ce8\u95ee\u9898\u672c\u8d28\u4e0a\u662f\u4ece\u89c6\u89c9\u5230\u8bed\u8a00\uff08Visual-to-Language\uff0cV2L\uff09\u7684\u95ee\u9898\u3002\u6211\u4eec\u5e0c\u671b\u7b97\u6cd5\u80fd\u591f\u6839\u636e\u56fe\u50cf\u7ed9\u51fa\u63cf\u8ff0\u56fe\u50cf\u5185\u5bb9\u7684\u81ea\u7136\u8bed\u8a00\u8bed\u53e5\uff0c\u8fd9\u610f\u5473\u7740\uff0c\u7b97\u6cd5\u9700\u8981\u5728\u4e24\u79cd\u4e0d\u540c\u5f62\u5f0f\u7684\u4fe1\u606f\uff08\u56fe\u50cf\u4fe1\u606f\u548c\u6587\u672c\u4fe1\u606f\uff09\u4e4b\u95f4\u8fdb\u884c\u201c\u7ffb\u8bd1\u201d\u3002\u56fe\u50cf\u6807\u6ce8\u95ee\u9898\u7684\u7814\u7a76\uff0c\u4fc3\u4f7f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u4e24\u5927\u5b50\u9886\u57df\u2014\u2014\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5f88\u597d\u5730\u7ed3\u5408\u8d77\u6765\uff0c\u8fd9\u79cd\u8de8\u5b50\u9886\u57df\u7684\u7ed3\u5408\u80fd\u591f\u50ac\u751f\u51fa\u66f4\u8ba9\u4eba\u60ca\u8273\u7684\u65b9\u6cd5\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">     <\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><img class=\"\" style=\"width: 329px;height: 297px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma3-1544619628.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">  <\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u56fe\u50cf\u6807\u6ce8\u95ee\u9898\u5982\u679c\u80fd\u591f\u5f97\u5230\u5f88\u597d\u7684\u89e3\u51b3\uff0c\u5176\u4ef7\u503c\u662f\u663e\u800c\u6613\u89c1\u7684\u3002\u5b83\u7684\u5e94\u7528\u524d\u666f\u5e7f\u6cdb\uff0c\u4f8b\u5982\u53ef\u4ee5\u5e94\u7528\u5230\u56fe\u50cf\u68c0\u7d22\u3001\u513f\u7ae5\u6559\u80b2\u3001\u89c6\u529b\u53d7\u635f\u4eba\u58eb\u7684\u751f\u6d3b\u8f85\u52a9\u7b49\u65b9\u9762\u3002<\/span><\/p>\n<h2>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<\/h2>\n<h1 style=\"margin: 0px 8px;padding: 0px;font-weight: 400;font-size: 16px;max-width: 100%;letter-spacing: 0.544px;line-height: 1.75em\">\n<section>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u56fe\u50cf\u6807\u6ce8\u95ee\u9898\u53d7\u5230\u5e7f\u6cdb\u5173\u6ce8<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em\">\n<\/section>\n<\/h1>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u53d1\u5c55\u548cMS COCO\u7b49\u56fe\u50cf\u6807\u6ce8\u6570\u636e\u96c6\u7684\u51fa\u73b0\uff0c\u56fe\u50cf\u6807\u6ce8\u7684\u76f8\u5173\u6280\u672f\u5f97\u5230\u4e86\u5feb\u901f\u7684\u53d1\u5c55\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">2014\u5e7410\u6708\uff0c\u767e\u5ea6\u7814\u7a76\u9662\u7684Junhua Mao\u548cWei Xu\u7b49\u4eba\u521b\u9020\u6027\u5730\u5c06\u6df1\u5ea6\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08Convolutional Neural Network\uff0cCNN\uff09\u548c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08Recurrent Neural Network\uff0cRNN\uff09\u7ed3\u5408\u8d77\u6765\uff0c\u7528\u4e8e\u89e3\u51b3\u56fe\u50cf\u6807\u6ce8\u95ee\u9898\u3002\u8fd9\u79cd\u5c06CNN\u548cRNN\u7ed3\u5408\u8d77\u6765\u7684\u65b9\u6cd5\u5728\u56fe\u50cf\u6807\u6ce8\u95ee\u9898\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u7684\u8fdb\u6b65\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u6210\u529f\uff0c\u4f7f\u5f97\u57fa\u4e8e\u8be5\u65b9\u6cd5\u7684\u56fe\u50cf\u6807\u6ce8\u7814\u7a76\u8fc5\u901f\u706b\u70ed\u8d77\u6765\u3002<\/span><\/p>\n<\/p>\n<blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u300aExplain Images with Multimodal Recurrent Neural Networks\u300b<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u8bba\u6587\u5730\u5740\uff1a<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>https:\/\/arxiv.org\/abs\/1410.1090<\/span><\/p>\n<\/blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5b66\u8005\u4eec\u7eb7\u7eb7\u5bf9\u8be5\u65b9\u6cd5\u7684\u6a21\u578b\u5404\u90e8\u5206\u8fdb\u884c\u66f4\u591a\u7684\u5c1d\u8bd5\u4e0e\u4f18\u5316\uff0c\u4ece\u4e0d\u540c\u7684\u89d2\u5ea6\u5bf9\u6a21\u578b\u505a\u6539\u8fdb\uff0c\u56fe\u50cf\u6807\u6ce8\u7684\u76f8\u5173\u6280\u672f\u5f97\u5230\u4e86\u5feb\u901f\u7684\u53d1\u5c55\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5728\u8fd9\u4e2a\u53d1\u5c55\u4e2d\uff0c\u5c06RNN\u548cCNN\u7ed3\u5408\u7684\u6838\u5fc3\u601d\u8def\u6ca1\u6709\u53d8\uff0c\u53d8\u5316\u7684\u662f\u4f7f\u7528\u66f4\u590d\u6742\u7684CNN\u6a21\u578b\u548c\u6548\u679c\u66f4\u597d\u7684LSTM\u6a21\u578b\uff0c\u83b7\u53d6\u9ad8\u5c42\u8bed\u4e49\u4fe1\u606f\u6765\u5f97\u5230\u66f4\u597d\u7684\u56fe\u50cf\u7279\u5f81\uff0c\u5f15\u5165\u6ce8\u610f\u529b\u65b9\u6cd5\u6765\u52a0\u5f3a\u5bf9\u56fe\u50cf\u6709\u6548\u533a\u57df\u7684\u5229\u7528\u7b49\u3002\u5f3a\u5316\u5b66\u4e60\u3001GAN\u7b49\u6a21\u578b\u4e5f\u4e3a\u56fe\u50cf\u6807\u6ce8\u6548\u679c\u5e26\u6765\u63d0\u5347\u3002\u5404\u79cd\u8bc4\u4ef7\u6807\u51c6\u4e5f\u5f97\u5230\u6539\u8fdb\u548c\u6269\u5c55\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8fd9\u7bc7\u8bba\u6587\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u540c\u6837\u57fa\u4e8eCNN\u548cRNN\u7ed3\u5408\u7684\u7ed3\u6784\uff0c\u524d\u8005\u7528\u4e8e\u56fe\u50cf\u7f16\u7801\uff0c\u540e\u8005\u7528\u4e8e\u8bed\u8a00\u5efa\u6a21\uff0c\u901a\u8fc7\u5b66\u4e60\u56fe\u50cf\u548c\u6bcf\u4e2a\u65f6\u95f4\u6b65\u751f\u6210\u7684\u8bcd\u7684\u6982\u7387\u5206\u5e03\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u6765\u8bad\u7ec3\u56fe\u50cf\u6807\u6ce8\u6a21\u578b\u3002<\/span><\/p>\n<h1 style=\"margin: 0px 8px;padding: 0px;font-weight: 400;font-size: 16px;max-width: 100%;letter-spacing: 0.544px;line-height: 1.75em\">\n<section>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u4e00\u79cd\u53ef\u63a7\u53ef\u89e3\u91ca\u7684\u56fe\u50cf\u6807\u6ce8\u65b9\u6cd5<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em\">\n<\/section>\n<\/h1>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u56fe\u50cf\u6807\u6ce8\u9886\u57df\u53d6\u5f97\u5f88\u5927\u8fdb\u5c55\uff0c\u7136\u800c\u73b0\u6709\u7684\u65b9\u6cd5\u4ecd\u7f3a\u4e4f\u53ef\u63a7\u6027\u548c\u53ef\u89e3\u91ca\u6027\uff0c\u65e2\u4e0d\u80fd\u4ece\u5916\u90e8\u63a7\u5236\u5176\u7ed3\u679c\uff0c\u4e5f\u4e0d\u80fd\u89e3\u91ca\u5176\u8fc7\u7a0b\u3002\u8fd9\u79cd\u7f3a\u9677\u4f7f\u5f97\u73b0\u6709\u65b9\u6cd5\u4e0e\u4eba\u7c7b\u6c34\u5e73\u4ecd\u6709\u5f88\u5927\u5dee\u8ddd\u3002\u5728\u5b9e\u9645\u5e94\u7528\u60c5\u666f\u4e2d\uff0c\u6211\u4eec\u9700\u8981\u80fd\u591f\u6839\u636e\u76ee\u6807\u548c\u4e0a\u4e0b\u6587\uff0c\u7528\u591a\u79cd\u4e0d\u540c\u7684\u65b9\u5f0f\u6765\u63cf\u8ff0\u540c\u4e00\u5f20\u56fe\u50cf\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4e00\u4e2a\u57fa\u4e8e\u56fe\u50cf\u6807\u6ce8\u7684\u8f85\u52a9\u9a7e\u9a76\u7cfb\u7edf\uff0c\u5728\u68c0\u6d4b\u5230\u5371\u9669\u60c5\u51b5\u65f6\uff0c\u5e94\u8be5\u805a\u7126\u4e8e\u63cf\u8ff0\u8def\u9762\u4e0a\u7684\u5371\u9669\u7269\u4f53\uff0c\u800c\u4e0d\u662f\u63cf\u8ff0\u8def\u8fb9\u7684\u6811\u6728\u548c\u5efa\u7b51\u3002\u800c\u4e14\uff0c\u8fd9\u6837\u7684\u7cfb\u7edf\u5e94\u8be5\u5177\u6709\u53ef\u89e3\u91ca\u6027\uff0c\u8fd9\u6837\u53f8\u673a\u624d\u80fd\u5224\u65ad\u8b66\u62a5\u4fe1\u606f\u7684\u4ef7\u503c\uff0c\u505a\u51fa\u6b63\u786e\u51b3\u7b56\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">     <\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><img class=\"\" style=\"width: 351px;height: 187px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma4-1544619628.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u540d\u8bcd\u4e32\u793a\u610f\u56fe<\/span><\/p>\n<p class=\"ql-align-center\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u5c31\u662f\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u7f3a\u9677\uff0c\u5177\u6709\u53ef\u63a7\u5236\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002\u5b83\u80fd\u6839\u636e\u63a7\u5236\u4fe1\u53f7\u751f\u6210\u4e0d\u540c\u7684\u56fe\u50cf\u6807\u6ce8\uff0c\u5e76\u7ed9\u51fa\u89e3\u91ca\u3002\u63a7\u5236\u4fe1\u53f7\u662f\u4e00\u7ec4\u7ed9\u5b9a\u7684\u3001\u9700\u8981\u88ab\u63cf\u8ff0\u7684\u56fe\u50cf\u533a\u57df\uff0c\u8fd9\u6837\u6309\u7167\u4e0d\u540c\u7684\u987a\u5e8f\uff0c\u5173\u6ce8\u4e0d\u540c\u7684\u533a\u57df\uff0c\u5c31\u80fd\u751f\u6210\u4e0d\u540c\u7684\u6807\u6ce8\u4fe1\u606f\u3002\u540c\u65f6\uff0c\u5c06\u751f\u6210\u7684\u6807\u6ce8\u53e5\u5b50\u89e3\u6784\u4e3a\u591a\u4e2a\u540d\u8bcd\u4e32\uff0c\u5728\u56fe\u50cf\u533a\u57df\u548c\u540d\u8bcd\u4e32\u4e4b\u95f4\u5efa\u7acb\u8054\u7cfb\uff0c\u8fd9\u6837\u6807\u6ce8\u4fe1\u606f\u5c31\u5177\u6709\u53ef\u89e3\u91ca\u6027\u3002<\/span><\/p>\n<\/p>\n<blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u540d\u8bcd\u4e32\uff1a\u53e5\u5b50\u5177\u6709\u81ea\u7136\u8bed\u8a00\u7ed3\u6784\uff0c\u672c\u8d28\u4e0a\u662f\u6709\u5c42\u6b21\u7684\u3002\u5728\u6700\u4f4e\u5c42\u6b21\u4e2d\uff0c\u53e5\u5b50\u53ef\u4ee5\u8ba4\u4e3a\u662f\u7531\u5355\u8bcd\u7ec4\u6210\u7684\u5e8f\u5217\uff0c\u5305\u62ec\u53ef\u89c6\u8bcd\u8bed\u548c\u6587\u672c\u8bcd\u8bed\uff0c\u524d\u8005\u662f\u80fd\u591f\u5728\u56fe\u50cf\u4e2d\u53ef\u89c6\u5316\u5448\u73b0\u7684\u4e8b\u7269\uff08\u5982\u540d\u8bcd\uff09\uff0c\u540e\u8005\u662f\u4e0d\u80fd\u5728\u56fe\u50cf\u4e2d\u5448\u73b0\u7684\u4fee\u9970\u8bcd\uff08\u5982\u51a0\u8bcd\u3001\u4ecb\u8bcd\uff09\u3002\u8fdb\u4e00\u6b65\u5206\u6790\u5b83\u4eec\u7684\u8bed\u6cd5\u4f9d\u8d56\u5173\u7cfb\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u540d\u8bcd\u548c\u5b83\u4eec\u7684\u4fee\u9970\u8bcd\u7ec4\u5408\u6210\u540d\u8bcd\u4e32\u3002\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u4e0d\u540c\u989c\u8272\u5757\u4ee3\u8868\u4e0d\u540c\u7684\u540d\u8bcd\u4e32\u3002<\/span><\/p>\n<\/blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5c06\u73b0\u6709\u65b9\u6cd5\u4e0e\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u8fdb\u884c\u6bd4\u8f83\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff0ca)\u3001b)\u4e3a\u666e\u901a\u7684\u56fe\u50cf\u6807\u6ce8\u65b9\u6cd5\uff0cc)\u4e3a\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u7684\u53ef\u63a7\u5236\u53ef\u89e3\u91ca\u7684\u56fe\u50cf\u6807\u6ce8\u65b9\u6cd5\u3002\u666e\u901a\u7684\u56fe\u50cf\u6807\u6ce8\u65b9\u6cd5\u53ea\u80fd\u6839\u636e\u201c\u9ed1\u76d2\u201d\u7ed3\u6784\u81ea\u52a8\u751f\u6210\u4e00\u79cd\u6807\u6ce8\u7ed3\u679c\u3002\u800c\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u80fd\u591f\u6839\u636e\u8f93\u5165\u7684\u533a\u57df\u4fe1\u606f\uff0c\u751f\u6210\u591a\u79cd\u6807\u6ce8\u7ed3\u679c\uff08\u56fe\u4e2d\u5c55\u793a\u4e86\u4e24\u79cd\uff09\uff0c\u5e76\u4e14\u5c06\u6587\u5b57\u548c\u5bf9\u5e94\u533a\u57df\u5efa\u7acb\u8054\u7cfb\uff08\u56fe\u4e2d\u7528\u76f8\u540c\u989c\u8272\u6807\u8bc6\uff09\uff0c\u5177\u6709\u53ef\u89e3\u91ca\u6027\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma3-1544619629.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u666e\u901a\u65b9\u6cd5\u548c\u8bba\u6587\u65b9\u6cd5\u7684\u6bd4\u8f83<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\uff0c\u5728Flickr30k\u6570\u636e\u96c6\u548cMS COCO\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u5f53\u524d\u6700\u4f73\u7684\u8868\u73b0\uff0c\u5728\u6807\u6ce8\u7684\u591a\u6837\u6027\u548c\u8d28\u91cf\u65b9\u9762\u8fdc\u8d85\u5176\u5b83\u65b9\u6cd5\uff0c\u80fd\u591f\u5e94\u7528\u5230\u590d\u6742\u7684\u60c5\u666f\u4e2d\u3002<\/span><\/p>\n<h1 style=\"margin: 0px 8px;padding: 0px;font-weight: 400;font-size: 16px;max-width: 100%;letter-spacing: 0.544px;line-height: 1.75em\">\n<section>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u7ed3\u5408CNN\u548cRNN\u7684\u7f51\u7edc\u7ed3\u6784<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em\">\n<\/section>\n<\/h1>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8fd9\u79cd\u53ef\u63a7\u5236\u53ef\u89e3\u91ca\u7684\u56fe\u50cf\u6807\u6ce8\u65b9\u6cd5\u7f51\u7edc\u7ed3\u6784\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5b83\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff1a\u56fe\u50cf\u7f16\u7801\u6a21\u578b\uff08CNN \u7ed3\u6784\uff09\u548c\u8bed\u8a00\u6a21\u578b\uff08RNN \u7ed3\u6784\uff09\u3002\u8f93\u5165\u4e00\u5f20\u56fe\u7247\u548c\u4e00\u7ec4\u56fe\u50cf\u533a\u57df\uff0c\u7ecf\u8fc7\u56fe\u50cf\u7f16\u7801\u6a21\u578b\u548c\u8bed\u8a00\u6a21\u578b\uff0c\u8f93\u51fa\u751f\u6210\u7684\u6807\u6ce8\u53e5\u5b50\uff0c\u53e5\u5b50\u4e2d\u7684\u540d\u8bcd\u4e32\u4e0e\u56fe\u50cf\u533a\u57df\u5bf9\u5e94\uff0c\u8bed\u8a00\u901a\u987a\u6d41\u7545\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma10-1544619629.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u7ed3\u5408CNN\u548cRNN\u7684\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u56fe<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5bf9\u4e8e\u56fe\u50cf\u7f16\u7801\u6a21\u578b\uff0c\u4f5c\u8005\u4f7f\u7528\u6df1\u5ea6\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u2014\u2014\u57fa\u4e8eResNet-101\u7684Faster R-CNN\u7f51\u7edc\uff0c\u6765\u81ea\u52a8\u751f\u6210\u4e00\u7ec4\u533a\u57df\u3002\u7136\u540e\u5c06\u65e0\u5e8f\u7684\u533a\u57df\u8f93\u5165\u6392\u5e8f\u7f51\u7edc\uff08Sorting Network\uff09\u4e2d\u8fdb\u884c\u81ea\u52a8\u6392\u5e8f\uff0c\u5f97\u5230\u533a\u57df\u5e8f\u5217\uff0c\u5e76\u7528\u5404\u4e2a\u533a\u57df\u5728Faster R-CNN\u4e2d\u7684\u5d4c\u5165\u8868\u793a\uff08embedding\uff09\u4f5c\u4e3a\u8be5\u533a\u57df\u7684\u63cf\u8ff0\u5b50\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5bf9\u4e8e\u8bed\u8a00\u6a21\u578b\uff0c\u4f5c\u8005\u4f7f\u7528\u6548\u679c\u66f4\u597d\u7684LSTM\u6a21\u578b\uff0c\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u5806\u53e0\u4e24\u4e2aLSTM\u5c42\uff1a\u6ce8\u610f\u529bLSTM\uff08Attention LSTM\uff09\u548c\u8bed\u8a00LSTM\uff08Language LSTM\uff09\u3002\u524d\u8005\u7684\u8f93\u5165\u662f\u5f53\u524d\u8bcd\u8bed\u3001\u56fe\u50cf\u63cf\u8ff0\u5b50\u3001\u7b2c\u4e8c\u5c42\u7684\u9690\u542b\u72b6\u6001\uff1b\u8f93\u51fa\u662f\u9884\u6d4b\u7684\u4e0a\u4e0b\u6587\u5411\u91cf\u3002\u540e\u8005\u7684\u8f93\u5165\u662f\u4e0a\u4e0b\u6587\u5411\u91cf\u548c\u7b2c\u4e00\u5c42\u7684\u9690\u542b\u72b6\u6001\uff1b\u8f93\u51fa\u662f\u9884\u6d4b\u7684\u4e0b\u4e00\u4e2a\u8bcd\u8bed\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8bed\u8a00\u6a21\u578b\u4e2d\u8fd8\u6709\u4e24\u4e2a\u7279\u522b\u7684\u6a21\u5757\uff1a\u4e32\u79fb\u52a8\u95e8\u6a21\u5757\u548c\u81ea\u9002\u5e94\u6ce8\u610f\u529b\u6a21\u5757\uff0c\u8fd9\u662f\u4f5c\u8005\u4f7f\u7528\u7684\u4e24\u4e2a\u6280\u5de7\uff0c\u524d\u8005\u7528\u4e8e\u6807\u8bb0\u5f53\u524d\u4f7f\u7528\u7684\u56fe\u50cf\u533a\u57df\uff0c\u540e\u8005\u7528\u4e8e\u6807\u8bb0\u662f\u5426\u4f7f\u7528\u56fe\u50cf\u7279\u5f81\u3002\u6709\u4e86\u8fd9\u4e24\u4e2a\u6807\u8bb0\uff0c\u5c31\u80fd\u5c06\u751f\u6210\u7684\u540d\u8bcd\u4e32\u4e0e\u56fe\u50cf\u533a\u57df\u5efa\u7acb\u8054\u7cfb\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4e32\u79fb\u52a8\u95e8\uff08Chunk-Shifting Gate\uff09\u6a21\u5757\u7528\u4e8e\u9884\u6d4b\u540d\u8bcd\u4e32\u662f\u5426\u7ed3\u675f\uff0c\u53d6\u503c\u4e3a0\u62161\u3002\u6bcf\u4e2a\u65f6\u95f4\u6b65\u90fd\u4f1a\u8f93\u51fa\u4e00\u4e2a\u4e32\u79fb\u52a8\u503c\uff0c\u5f53\u53d6\u503c\u4e3a1\u65f6\uff0c\u8868\u793a\u540d\u8bcd\u4e32\u7ed3\u675f\u3002\u7531\u4e8e\u540d\u8bcd\u4e32\u4e0e\u56fe\u50cf\u533a\u57df\u662f\u4e00\u5bf9\u4e00\u6216\u8005\u4e00\u5bf9\u591a\u7684\u5173\u7cfb\uff0c\u540d\u8bcd\u4e32\u7684\u6570\u91cf\u5c0f\u4e8e\u7b49\u4e8e\u56fe\u50cf\u533a\u57df\u7684\u6570\u91cf\u3002\u5f53\u53d6\u503c\u75310\u53d8\u4e3a1\u65f6\uff0c\u9009\u62e9\u4e0b\u4e00\u4e2a\u56fe\u50cf\u533a\u57df\u3002\u5728\u4e0a\u56fe\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u6bcf\u4e2a\u540d\u8bcd\u4e32\u7ed3\u675f\u7684\u5730\u65b9\uff0c\u4e32\u79fb\u52a8\u503c\u4e3a1\uff08\u56fe\u4e2d\u7ea2\u8272\u5b57\u4f53\uff09\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u81ea\u9002\u5e94\u6ce8\u610f\u529b\uff08Adaptive Attention\uff09\u6a21\u5757\u4f7f\u7528\u4e86\u4f55\u65f6\u5229\u7528\u4f55\u79cd\u7279\u5f81\u7684\u6982\u5ff5\u3002\u7531\u4e8e\u6709\u4e9b\u63cf\u8ff0\u5355\u8bcd\u53ef\u80fd\u5e76\u4e0d\u76f4\u63a5\u548c\u56fe\u50cf\u76f8\u5173\uff0c\u800c\u662f\u53ef\u4ee5\u4ece\u5f53\u524d\u751f\u6210\u7684\u63cf\u8ff0\u4e2d\u63a8\u6d4b\u51fa\u6765\uff0c\u6240\u4ee5\u5f53\u524d\u5355\u8bcd\u7684\u751f\u6210\u53ef\u80fd\u4f9d\u8d56\u56fe\u50cf\uff0c\u4e5f\u53ef\u80fd\u4ec5\u4f9d\u8d56\u4e8e\u8bed\u8a00\u6a21\u578b\u3002\u57fa\u4e8e\u4ee5\u4e0a\u601d\u60f3\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u201c\u89c6\u89c9\u54e8\u5175\u201d\u7684\u6982\u5ff5\uff0c\u80fd\u591f\u4ee5\u81ea\u9002\u5e94\u7684\u65b9\u6cd5\u51b3\u5b9a\u5f53\u524d\u751f\u6210\u5355\u8bcd\uff0c\u662f\u5229\u7528\u56fe\u50cf\u7279\u5f81\u8fd8\u662f\u4ec5\u5229\u7528\u6587\u672c\u7279\u5f81\u3002\u5728\u4e0a\u56fe\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165\uff0c\u865a\u7ebf\u8868\u793a\u4e0d\u4f7f\u7528\u56fe\u50cf\u7279\u5f81\uff0c\u5b9e\u7ebf\u8868\u793a\u4f7f\u7528\u56fe\u50cf\u7279\u5f81\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8bad\u7ec3\u6a21\u578b\u7684\u76ee\u6807\u51fd\u6570\uff0c\u7531\u4e24\u4e2a\u8f93\u51fa\u5206\u5e03\u7684\u4ea4\u53c9\u71b5\u635f\u5931\u7ec4\u6210\uff1a\u8bcd\u7ea7\u7684\u6982\u7387\u5206\u5e03\u548c\u4e32\u7ea7\u7684\u6982\u7387\u5206\u5e03\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u8be5\u76ee\u6807\u51fd\u6570\u9700\u8003\u8651\uff0c\u5728\u5f53\u524d\u65f6\u95f4\u6b65\u4e4b\u524d\u8f93\u51fa\u7684\u8bcd\u548c\u4f7f\u7528\u7684\u56fe\u50cf\u533a\u57df\uff0c\u4ee5\u53ca\u5f53\u524d\u65f6\u95f4\u6b65\u4e0b\u8f93\u51fa\u7684\u8bcd\u548c\u4e32\u79fb\u52a8\u503c\uff08\u5305\u62ec\u771f\u5b9e\u503c\u548c\u9884\u6d4b\u503c\uff09\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><img class=\"\" style=\"width: 415px;height: 180px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma1-1544619630.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8be5\u76ee\u6807\u51fd\u6570\u662f\u4e00\u4e2a\u53ef\u6c42\u5bfc\u7684\u635f\u5931\u51fd\u6570\uff0c\u56e0\u6b64\u53ef\u4ee5\u5229\u7528\u53cd\u5411\u4f20\u64ad\u6765\u6c42\u68af\u5ea6\uff0c\u7136\u540e\u5229\u7528\u968f\u673a\u68af\u5ea6\u4e0b\u964d\u6765\u5b66\u4e60\u5230\u6700\u4f18\u7684\u53c2\u6570\u3002\u4f7f\u7528\u4ea4\u53c9\u71b5\u635f\u5931\u8fdb\u884c\u9884\u8bad\u7ec3\u540e\uff0c\u4f5c\u8005\u8fdb\u4e00\u6b65\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u6765\u4f18\u5316\u751f\u6210\u7684\u8bcd\u5e8f\u5217\u7684\u8d28\u91cf\u548c\u987a\u5e8f\u3002<\/span><\/p>\n<\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma3-1544619630.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>MS COCO\u6570\u636e\u96c6\u4e0a\u7684\u6548\u679c\u56fe<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4f5c\u8005\u7528Flickr30k\u6570\u636e\u96c6\u548cMS COCO\u6570\u636e\u96c6\u5bf9\u4e0a\u8ff0\u7f51\u7edc\u7ed3\u6784\u8fdb\u884c\u8bad\u7ec3\uff0c\u751f\u6210\u53ef\u63a7\u5236\u53ef\u89e3\u91ca\u7684\u56fe\u50cf\u6807\u6ce8\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u5728\u591a\u4e2a\u8bc4\u4ef7\u6807\u51c6\u4e2d\u53d6\u5f97\u5f53\u524d\u6700\u4f73\u7684\u8868\u73b0\uff0c\u751f\u6210\u7684\u6807\u6ce8\u8d28\u91cf\u597d\uff0c\u591a\u6837\u6027\u4e30\u5bcc\uff0c\u80fd\u591f\u5e94\u7528\u5230\u590d\u6742\u7684\u60c5\u666f\u4e2d\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u4f5c\u8005\uff1a\u738b\u4f73\u7eaf<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u7f16\u8f91\uff1a\u6768\u6e05\u6021<\/span><\/p>\n<\/blockquote>\n<h1 style=\"max-width: 100%;letter-spacing: 0.544px;margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<section>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u63a8\u8350\u9605\u8bfb<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"max-width: 100%;min-height: 1em\">\n<\/section>\n<\/h1>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489380&amp;idx=1&amp;sn=92f27f22ca9902c0268348c7c38f34fb&amp;chksm=e8944de9dfe3c4ffa1133be970554f4551cb5e64f381969186d17b53efb1aa275bda7d81c175&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline\"><strong>\u8138\u592a\u5927\u8ba1\u7b97\u673a\u65e0\u6cd5\u8bc6\u522b\uff1f<\/strong><\/a><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247493224&amp;idx=1&amp;sn=5831a94a16c498af5e49bf6b5be679a2&amp;chksm=e897bce5dfe035f33192cb9f9bfc1215f72d79755b20ea69f94fbd1051682775b9854bf0fd22&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline\"><strong><span style=\"font-size: 14px\">\u524d\u6cbf\u8bba\u6587\u89e3\u8bfb\uff1a\u56fe\u7f51\u7edc\u4e0a\u7684\u6ce8\u610f\u529b\u6d41<\/span><\/strong><strong><span style=\"font-size: 14px\"><\/span><\/strong><\/a><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489547&amp;idx=1&amp;sn=29350364b49869cf4587260b0f6f45b8&amp;chksm=e8944286dfe3cb907a7bb550358c906162d3b82958108e667510c43c749bfaa886447134dece&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;text-align: center;font-size: 14px\"><strong>Nature\uff1aAI\u53ef\u80fd\u662f\u6027\u522b\u548c\u79cd\u65cf\u6b67\u89c6\u5206\u5b50\uff1f<\/strong><\/a><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489292&amp;idx=1&amp;sn=bc1a0bf6dd96d3c5b2eab08881cd5441&amp;chksm=e8944d81dfe3c497f86d35ae2a8a664ad11af9f6ceda17df0a005133a60217b7f936ca0effe1&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline\"><strong><span style=\"font-size: 14px\">\u8bba\u6587\u89e3\u8bfb\uff1a\u7528\u56de\u5f52\u65b9\u6cd5\u5224\u65ad\u70ed\u5ea6\u56fe\u7684\u4eba\u4f53\u59ff\u6001<\/span><\/strong><strong><span style=\"font-size: 14px\"><\/span><\/strong><\/a><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247488683&amp;idx=2&amp;sn=e4e2d6ae80e6a4d613a5da3b17ca8812&amp;chksm=e8944e26dfe3c730ceac2979bb463d928a411327cdf2b21449964abb5e47ceb1c99b8f3f6724&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline\"><strong><span style=\"font-size: 14px\">\u8bba\u6587\u901f\u9012\uff1a\u5173\u7cfb\u5f52\u7eb3\u504f\u597d\u3001\u6df1\u5ea6\u5b66\u4e60\u548c\u56fe\u7f51\u7edc<\/span><\/strong><strong><span style=\"font-size: 14px\"><\/span><\/strong><\/a><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><span style=\"text-decoration: underline\"><strong><span style=\"text-decoration: underline;font-size: 14px\"><strong><span style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487778&amp;idx=1&amp;sn=c2e77ec93213c4c63f57a777ff10e368&amp;chksm=e8944bafdfe3c2b9d66544dafe7403159473e8c94fd3bc513f5300c353bcec49c0c0b69797af&amp;scene=21#wechat_redirect\" target=\"_blank\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/a><\/span><\/strong><\/span><\/strong><\/span><\/p>\n<h1 style=\"max-width: 100%;letter-spacing: 0.544px;margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<section>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u63a8\u8350\u8bfe\u7a0b<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"max-width: 100%;min-height: 1em\">\n<\/section>\n<\/h1>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><img class=\"\" style=\"text-align: center\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma8-1544619631.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>PC\u7aef\u89c2\u770b\u5730\u5740\uff1a<\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>http:\/\/campus.swarma.org\/gcou=10486?s=49f7dd35&amp;r=search<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<section>\n<section style=\"max-width: 677px\">\n<hr style=\"max-width: 677px;letter-spacing: 0.54px\" \/>\n<p style=\"max-width: 677px;min-height: 17px;letter-spacing: 0.54px;text-align: center;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><img width=\"100%\" class=\"__bg_gif\" style=\"max-width: 660px;letter-spacing: 0.5px;width: 64px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma4-1544619632.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"max-width: 677px;min-height: 17px\">\n<\/section>\n<\/section>\n<section>\n<section style=\"max-width: 677px\">\n<section style=\"margin-right: 8.5px;margin-left: 8.5px;max-width: 677px;letter-spacing: 0.54px\">\n<section style=\"margin-right: 8.5px;margin-left: 8.5px;max-width: 660px;line-height: 25.6px;text-align: center\">\n<section style=\"margin-right: 8.5px;margin-left: 8.5px;max-width: 643px;line-height: 25.6px\">\n<section style=\"max-width: 626px\">\n<section style=\"margin-right: 7.5px;margin-left: 7.5px;max-width: 626px;font-size: 15px\">\n<section>\n<p><strong><span>\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/p>\n<p><strong><span>\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<\/span><\/strong><\/p>\n<section style=\"margin-right: 7.5px;margin-left: 7.5px;max-width: 611px\">\n<h1 style=\"margin: 10px 8px;letter-spacing: 0.544px;line-height: 1.75em\"><strong><strong><span><span>\u25c6<\/span><span>\u25c6<\/span><span>\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span><strong><span style=\"font-size: 14px\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<\/p>\n<p><span><strong><span style=\"font-size: 14px\"><\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section>\n<div class=\"post-image\"><img class=\"\" width=\"auto\" style=\"width: auto !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/12\/swarma3-1544619632.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<\/section>\n<p><span style=\"font-size: 14px\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<blockquote class=\"keep-source\">\n<p>\u539f\u6587\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff08                         \u96c6\u667a\u4ff1\u4e50\u90e8                      \uff09\uff1a<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?timestamp=1544619623&amp;src=3&amp;ver=1&amp;signature=2aGE5ccGei8JZIzXgmxZMYycPtW1GhCgKTic-84Bza2gtdGX1pASFQrF5U1SeP7u1thAXPzVF3W6*LavMOrx36fpQoU6sigHnmQyMWcHLc--rYApyEBkcCEFk1SoTe8jR*uveOFy02nphOk*WDVeJTwI7feQiSF37Zr-P-aN9S8=\">\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6458\u8981 \u73b0\u6709\u7684\u56fe\u50cf\u6807\u6ce8\u65b9\u6cd5\u662f\u7528\u4e00\u79cd\u201c\u9ed1\u76d2\u201d\u7684\u67b6\u6784\u6765\u751f\u6210\u63cf\u8ff0\u56fe\u50cf\u7684\u6587\u5b57\uff0c\u65e2\u4e0d\u80fd\u4ece\u5916\u90e8\u63a7\u5236\u5176\u7ed3\u679c\uff0c\u4e5f\u4e0d\u80fd\u89e3\u91ca\u5176\u8fc7\u7a0b\u3002\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u6846\u67b6\u6765\u751f\u6210\u53ef\u63a7\u5236\u53ef\u89e3\u91ca\u7684\u56fe\u50cf\u6807\u6ce8\uff0c\u4f7f\u5f97\u56fe\u50cf\u6807\u6ce8\u7b97\u6cd5\u80fd\u591f\u5e94\u7528\u5230\u590d\u6742\u7684\u60c5\u666f\u4e2d\u3002 \u9898\u76ee\uff1aShow, Control and Tell: A Framework for Ge&#8230;<\/p>\n","protected":false},"author":1,"featured_media":13617,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[19],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/13614"}],"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=13614"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/13614\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/13617"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=13614"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=13614"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=13614"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=13614"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}