{"id":54,"date":"2014-12-12T09:50:09","date_gmt":"2014-12-12T09:50:09","guid":{"rendered":"http:\/\/c91.d5e.myftpupload.com\/?p=54"},"modified":"2015-01-01T21:31:19","modified_gmt":"2015-01-01T13:31:19","slug":"researchers-announce-advance-in-image-recognition-software","status":"publish","type":"post","link":"https:\/\/mindspectrum.xyz\/en\/2014\/12\/12\/researchers-announce-advance-in-image-recognition-software\/","title":{"rendered":"Researchers Announce Advance in Image-Recognition Software"},"content":{"rendered":"<p>\u8bd1\u81ea\uff1a <a href=\"http:\/\/www.nytimes.com\/2014\/11\/18\/science\/researchers-announce-breakthrough-in-content-recognition-software.html?_r=4\">\u201cResearchers Announce Advance in Image-Recognition Software\u201d from The New York Times<\/a><\/p>\n<p>\u4e24\u7ec4\u79d1\u5b66\u5bb6\uff0c\u5404\u81ea\u72ec\u7acb\u5de5\u4f5c\uff0c\u90fd\u7814\u53d1\u51fa\u4e86\u80fd\u591f\u8bc6\u522b\u3001\u63cf\u8ff0\u56fe\u50cf\u548c\u89c6\u9891\u5185\u5bb9\u7684\u4eba\u5de5\u667a\u80fd\u8f6f\u4ef6\uff0c\u5b83\u7684\u7cbe\u786e\u5ea6\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u9ad8\uff0c\u6709\u65f6\u751a\u81f3\u53ef\u4ee5\u6a21\u4eff\u4eba\u7c7b\u7684\u7406\u89e3\u6c34\u5e73\u3002<\/p>\n<p>\u76f4\u5230\u73b0\u5728\uff0c\u6240\u8c13\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4ecd\u88ab\u5c40\u9650\u4e8e\u8bc6\u522b\u5355\u4e2a\u7269\u4f53\u5bf9\u8c61\u3002\u8c37\u6b4c\u548c\u7f8e\u56fd\u65af\u5766\u798f\u5927\u5b66\u5728\u5468\u4e00\u5ba3\u5e03\u7684\u65b0\u8f6f\u4ef6\uff0c\u80fd\u6559\u81ea\u5df1\u6765\u8bc6\u522b\u7406\u89e3\u6574\u4e2a\u573a\u666f\u5185\u5bb9\uff1a\u4f8b\u5982\u4e00\u7fa4\u5728\u73a9\u98de\u76d8\u7684\u5e74\u8f7b\u4eba\uff0c\u4e00\u7fa4\u5728\u8349\u539f\u4e0a\u7a7f\u884c\u7684\u5927\u8c61\u3002<\/p>\n<p>\u8f6f\u4ef6\u7528\u82f1\u8bed\u5199\u51fa\u6807\u9898\u63cf\u8ff0\u56fe\u7247\u3002\u7814\u7a76\u8005\u53d1\u73b0\uff0c\u76f8\u6bd4\u4e8e\u4eba\u7c7b\u7684\u89c2\u5bdf\u63cf\u8ff0\uff0c\u8ba1\u7b97\u673a\u7ed9\u51fa\u7684\u63cf\u8ff0\u60ca\u4eba\u7684\u7cbe\u786e\u3002<\/p>\n<p>\u7531\u4eba\u548c\u8c37\u6b4c\u5b9e\u9a8c\u7a0b\u5e8f\u7ed9\u51fa\u7684\u56fe\u7247\u6807\u9898\uff1a<\/p>\n<p align=\"left\"><img decoding=\"async\" src=\"http:\/\/img.blog.csdn.net\/20141212223131682?watermark\/2\/text\/aHR0cDovL2Jsb2cuY3Nkbi5uZXQveGlhb2xpemkzOTk=\/font\/5a6L5L2T\/fontsize\/400\/fill\/I0JBQkFCMA==\/dissolve\/70\/gravity\/Center\" alt=\"\" \/><\/p>\n<p align=\"left\"><strong>Human:<\/strong>\u00a0\u201cA group of men playing Frisbee in the park.\u201d<strong><br \/>\n<strong>Computer model:<\/strong>\u00a0<\/strong>\u201cA\u00a0group of young people playing a game of Frisbee.\u201d<\/p>\n<p align=\"left\"><img decoding=\"async\" src=\"http:\/\/img.blog.csdn.net\/20141212223339359?watermark\/2\/text\/aHR0cDovL2Jsb2cuY3Nkbi5uZXQveGlhb2xpemkzOTk=\/font\/5a6L5L2T\/fontsize\/400\/fill\/I0JBQkFCMA==\/dissolve\/70\/gravity\/Center\" alt=\"\" \/><\/p>\n<p align=\"left\"><strong>Human:<\/strong>\u00a0\u201cA young hockey player playing in the ice rink.\u201d<strong><br \/>\n<strong>Computer model:<\/strong><\/strong>\u00a0\u201cTwohockey players are fighting over the puck.\u201d<\/p>\n<p align=\"left\"><img decoding=\"async\" src=\"http:\/\/img.blog.csdn.net\/20141212223356887?watermark\/2\/text\/aHR0cDovL2Jsb2cuY3Nkbi5uZXQveGlhb2xpemkzOTk=\/font\/5a6L5L2T\/fontsize\/400\/fill\/I0JBQkFCMA==\/dissolve\/70\/gravity\/Center\" alt=\"\" \/><\/p>\n<p align=\"left\"><strong>Human:\u00a0<\/strong>\u201cA green monsterkite soaring in a sunny sky.\u201d<strong><br \/>\nComputer model:<\/strong>\u00a0\u201cA man flying through the air while riding asnowboard.\u201d<\/p>\n<p align=\"left\">\u00a0<img decoding=\"async\" src=\"http:\/\/img.blog.csdn.net\/20141212223425092?watermark\/2\/text\/aHR0cDovL2Jsb2cuY3Nkbi5uZXQveGlhb2xpemkzOTk=\/font\/5a6L5L2T\/fontsize\/400\/fill\/I0JBQkFCMA==\/dissolve\/70\/gravity\/Center\" alt=\"\" \/><\/p>\n<p align=\"left\"><strong>Human:<\/strong>\u00a0\u201cA person riding a dirt bike is covered in mud.\u201d<strong><br \/>\n<strong>Computer model:<\/strong><\/strong>\u00a0\u201cAperson riding a motorcycle on a dirt road.\u201d<\/p>\n<p align=\"left\"><img decoding=\"async\" src=\"http:\/\/img.blog.csdn.net\/20141212223522875?watermark\/2\/text\/aHR0cDovL2Jsb2cuY3Nkbi5uZXQveGlhb2xpemkzOTk=\/font\/5a6L5L2T\/fontsize\/400\/fill\/I0JBQkFCMA==\/dissolve\/70\/gravity\/Center\" alt=\"\" \/><\/p>\n<p align=\"left\"><strong>Human:\u00a0<\/strong>\u201cThree different typesof pizza on top of a stove.\u201d<strong><br \/>\nComputer model:\u00a0<\/strong>\u201cA pizza sitting on top of a pan on top of a stove.\u201d<\/p>\n<p align=\"left\"><img decoding=\"async\" src=\"http:\/\/img.blog.csdn.net\/20141212223450941?watermark\/2\/text\/aHR0cDovL2Jsb2cuY3Nkbi5uZXQveGlhb2xpemkzOTk=\/font\/5a6L5L2T\/fontsize\/400\/fill\/I0JBQkFCMA==\/dissolve\/70\/gravity\/Center\" alt=\"\" \/><\/p>\n<p align=\"left\"><strong>Human:<\/strong>\u00a0\u201cElephantsof mixed ages standing in a muddy landscape.\u201d<strong><br \/>\nModel:<\/strong>\u00a0\u201cA herd of elephants walking across a dry grass field.\u201d<\/p>\n<p>\u8fd9\u4e00\u8fdb\u6b65\u4f7f\u66f4\u597d\u7684\u53bb\u5f52\u6863\u548c\u641c\u7d22\u4e92\u8054\u7f51\u4e0a\u90a3\u4e9b\u5f88\u96be\u63cf\u8ff0\u6216\u5b58\u6863\u7684\u6570\u4ee5\u4ebf\u8ba1\u7684\u56fe\u7247\u548c\u6570\u5c0f\u65f6\u7684\u89c6\u9891\u6210\u4e3a\u53ef\u80fd\u3002\u73b0\u5728\uff0c\u50cf\u8c37\u6b4c\u4e00\u6837\u7684\u641c\u7d22\u5f15\u64ce\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u4e66\u9762\u8bed\u8a00\u914d\u5408\u4e00\u5f20\u56fe\u7247\u6216\u4e00\u6bb5\u89c6\u9891\u6765\u786e\u5b9a\u5b83\u6240\u5305\u542b\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u201c\u6211\u8ba4\u4e3a\u56fe\u50cf\u548c\u89c6\u9891\u4e2d\u7684\u50cf\u7d20\u6570\u636e\u662f\u4e92\u8054\u7f51\u7684\u6697\u7269\u8d28\uff0c\u6211\u4eec\u73b0\u5728\u5f00\u59cb\u53bb\u7167\u4eae\u5b83\u3002\u201d\u65af\u5766\u798f\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u7684\u9886\u5934\u4eba\u674e\u98de\u98de\u8bf4\uff0c\u5979\u5e26\u9886\u7740\u7814\u7a76\u751fAndrej Karpathy\u505a\u6b64\u9879\u76ee\u3002<\/p>\n<p>Dr. Li and Mr. Karpathy\u4ee5<a href=\"http:\/\/cs.stanford.edu\/people\/karpathy\/deepimagesent\/\">a Stanford University technical report<\/a>\u7684\u5f62\u5f0f\u53d1\u8868\u4e86\u4ed6\u4eec\u7684\u7814\u7a76\u3002\u8c37\u6b4c\u56e2\u961f\u4e5f\u5728\u7531\u00a0<a href=\"http:\/\/topics.nytimes.com\/top\/reference\/timestopics\/organizations\/c\/cornell_university\/index.html?inline=nyt-org\">Cornell University<\/a>\u4e3b\u529e\u7684\u5f00\u6e90\u7f51\u7ad9<a href=\"http:\/\/arxiv.org\/\">arXiv.org<\/a>\u53d1\u8868\u4e86\u4ed6\u4eec\u7684\u8bba\u6587\u3002<\/p>\n<p>\u957f\u8fdc\u770b\u6765\uff0c\u8fd9\u9879\u65b0\u7814\u7a76\u4e5f\u8bb8\u80fd\u4ea7\u751f\u5e2e\u52a9\u76f2\u4eba\u548c\u673a\u5668\u4eba\u5bfc\u822a\u81ea\u7136\u73af\u5883\u7684\u6280\u672f\u3002\u4f46\u5b83\u4e5f\u4f1a\u5f15\u8d77\u76d1\u63a7\u6cdb\u6ee5\u7684\u6050\u614c\u3002<\/p>\n<p>\u8fc7\u53bb\u768415\u5e74\uff0c\u89c6\u9891\u6444\u50cf\u673a\u5728\u5404\u79cd\u516c\u5171\u548c\u79c1\u4eba\u573a\u6240\u65e0\u5b54\u4e0d\u5165\u3002\u5728\u5c06\u6765\uff0c\u8f6f\u4ef6\u64cd\u4f5c\u76f8\u673a\u4e0d\u4ec5\u80fd\u591f\u901a\u8fc7\u4eba\u8138\u8bc6\u522b\u6765\u8bc6\u522b\u7279\u5b9a\u7684\u4eba\uff0c\u800c\u4e14\u53ef\u4ee5\u8bc6\u522b\u67d0\u4e9b\u7c7b\u578b\u7684\u884c\u4e3a\uff0c\u751a\u81f3\u80fd\u591f\u81ea\u52a8\u62a5\u8b66\u3002<\/p>\n<p>\u4e24\u5e74\u524d\u8c37\u6b4c\u7814\u7a76\u4e13\u5bb6\u521b\u5efa\u4e86\u4e00\u4e2a\u56fe\u50cf\u8bc6\u522b\u8f6f\u4ef6\u5e76\u5229\u7528\u6765\u81eaYouTube\u89c6\u9891\u7684\u5343\u4e07\u56fe\u50cf\u6765\u5c55\u793a\u5b83\u3002\u5728\u65e0\u4eba\u6307\u5f15\u4e0b\uff0c\u8f6f\u4ef6\u8bad\u7ec3\u81ea\u5df1\u6765\u8bc6\u522b\u732b\uff0c\u5c55\u793a\u4e86YouTube\u4e0a\u732b\u7684\u89c6\u9891\u7684\u6570\u91cf\u3002<\/p>\n<p>\u73b0\u5728\u6c7d\u8f66\u884c\u4e1a\u7684\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u5df2\u7ecf\u80fd\u591f\u901a\u8fc7\u653e\u7f6e\u5728\u6321\u98ce\u73bb\u7483\u4e0a\u65b9\u7684\u76f8\u673a\u8bc6\u522b\u884c\u4eba\u548c\u9a91\u81ea\u884c\u7684\u4eba\uff0c\u800c\u4e14\u5982\u679c\u9a7e\u9a76\u5458\u6ca1\u6709\u91c7\u53d6\u63aa\u65bd\u907f\u514d\u78b0\u649e\uff0c\u5b83\u53ef\u4ee5\u81ea\u52a8\u628a\u8f66\u505c\u4e0b\u6765\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u534e\u76db\u987f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6Ali Farhadi\uff0c\u8fd9\u4f4d\u81f4\u529b\u4e8e\u8f6f\u4ef6\u751f\u6210\u6570\u5b57\u56fe\u50cf\u8bed\u53e5\u63cf\u8ff0\u8fd9\u4e00\u8bfe\u9898\u7684\u5b66\u8005\u8bf4\uff1a\u201c\u4ec5\u4ec5\u8bc6\u522b\u5355\u4e2a\u7269\u4f53\u5bf9\u8c61\u5e76\u4e0d\u592a\u5b9e\u7528\uff0c\u6211\u4eec\u4e13\u6ce8\u4e8e\u5bf9\u8c61\uff0c\u4f46\u5374\u5ffd\u7565\u4e86\u52a8\u4f5c\u3002\u201d\u4ed6\u8865\u5145\u9053\uff0c\u8fd9\u4e9b\u9879\u76ee\u4e0d\u6e05\u695a\u56fe\u50cf\u4e2d\u8fdb\u884c\u7740\u4ec0\u4e48\u4e8b\u60c5\u3002<\/p>\n<p>\u8c37\u6b4c\u548c\u65af\u5766\u798f\u56e2\u961f\u4ee5\u4eba\u4eec\u719f\u77e5\u7684\u795e\u7ecf\u7f51\u7edc\u6765\u6253\u9020\u8f6f\u4ef6\u9879\u76ee\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\uff0c\u7075\u611f\u6765\u81ea\u4e8e\u5bf9\u4eba\u7c7b\u5927\u8111\u5982\u4f55\u5de5\u4f5c\u7684\u7406\u89e3\u3002\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u8bad\u7ec3\u5b83\u4eec\u81ea\u5df1\u53bb\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u76f8\u4f3c\u6027\u548c\u6a21\u5f0f\uff0c\u751a\u81f3\u8fde\u5b83\u4eec\u7684\u4eba\u7c7b\u521b\u9020\u8005\u90fd\u4e0d\u77e5\u9053\u6a21\u5f0f\u662f\u5426\u5b58\u5728\u3002<\/p>\n<p>\u5728\u6d3b\u7684\u6709\u673a\u4f53\u4e2d\uff0c\u5927\u8111\u7684\u795e\u7ecf\u5143\u5728\u6982\u5ff5\u548c\u6a21\u5f0f\u8bc6\u522b\u4e0a\u8fdc\u8fdc\u4f18\u4e8e\u57fa\u4e8e\u8ba1\u7b97\u673a\u7684\u7f51\u7edc\u3002\u4f46\u662f\u91c7\u7528\u4e00\u4e9b\u76f8\u540c\u7684\u67b6\u6784\uff0c\u8ba1\u7b97\u673a\u6b63\u5728\u8ffd\u8d76\uff0c\u4ee5\u9012\u589e\u7684\u7cbe\u5ea6\u5b66\u4e60\u8bc6\u522b\u8bed\u8a00\u548c\u56fe\u50cf\u3002\u8fd9\u4e9b\u8fdb\u6b65\u5bf9\u6d88\u8d39\u8005\u662f\u663e\u800c\u6613\u89c1\u7684\u3002\u4f8b\uff0c\u4eba\u4eec\u4f7f\u7528\u82f9\u679c\u7684Siri\u79c1\u4eba\u52a9\u7406\u6216\u8c37\u6b4c\u7684\u56fe\u7247\u641c\u7d22\u3002<\/p>\n<p>\u4e24\u7ec4\u7814\u7a76\u4eba\u5458\u91c7\u7528\u76f8\u4f3c\u7684\u65b9\u6cd5\uff0c\u628a\u4e24\u79cd\u795e\u7ecf\u7f51\u7edc\u6a21\u5f0f\u7ec4\u5408\u5728\u4e00\u8d77\uff1a\u4e00\u79cd\u4e13\u6ce8\u4e8e\u8bc6\u522b\u56fe\u50cf\uff0c\u53e6\u4e00\u79cd\u4e13\u6ce8\u4e8e\u4eba\u7c7b\u8bed\u8a00\u3002\u5728\u8fd9\u4e24\u79cd\u60c5\u51b5\u4e0b\uff0c\u7814\u7a76\u4eba\u5458\u5229\u7528\u90a3\u4e9b\u5df2\u88ab\u4eba\u7c7b\u6807\u6ce8\u7684\u76f8\u5bf9\u8f83\u5c0f\u7684\u6570\u5b57\u56fe\u50cf\u5e8f\u5217\u6765\u8bad\u7ec3\u8f6f\u4ef6\u3002<\/p>\n<p>\u5728\u8f6f\u4ef6\u7a0b\u5e8f\u5b66\u4e60\u4e86\u5982\u4f55\u4ece\u56fe\u50cf\u6216\u63cf\u8ff0\u4e2d\u8bc6\u522b\u51fa\u6a21\u5f0f\u4e4b\u540e\uff0c\u7814\u7a76\u4eba\u5458\u628a\u5b83\u4eec\u8f6c\u5411\u4e4b\u524d\u6ca1\u770b\u8fc7\u7684\u56fe\u50cf\u3002\u7a0b\u5e8f\u80fd\u591f\u4ee5\u4ee5\u5f80\u4e24\u500d\u7684\u7cbe\u5ea6\u6765\u8bc6\u522b\u7269\u4f53\u548c\u52a8\u4f5c\uff0c\u4f46\u4ecd\u8fdc\u4e0d\u53ca\u4eba\u7c7b\u7684\u8ba4\u77e5\u6c34\u5e73\u3002<\/p>\n<p>Oriol Vinyals\uff0c\u8c37\u6b4c\u7684\u4e00\u4e2a\u8ba1\u7b97\u673a\u4e13\u5bb6\uff0c\u66fe\u4e0eAlexander Toshev, Samy Bengio and Dumitru Erhan\u7b49Google Brain\u9879\u76ee\u7684\u6210\u5458\u5408\u5199\u8fc7\u8bba\u6587\u3002\u4ed6\u8bf4\uff1a\u201c\u6211\u60ca\u8bb6\u4e8e\u5373\u4fbf\u7528\u975e\u5e38\u5c11\u7684\u8bad\u7ec3\u6570\u636e\u6211\u4eec\u4e5f\u53ef\u4ee5\u505a\u5230\u5982\u6b64\u4e4b\u597d\u3002\u8fd9\u4e2a\u9886\u57df\u624d\u521a\u521a\u5f00\u59cb\uff0c\u6211\u4eec\u4f1a\u770b\u5230\u66f4\u5927\u7684\u8fdb\u5c55\u3002\u201d<\/p>\n<p>\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u4e13\u5bb6\u8868\u793a\u5c3d\u7ba1\u6709\u6240\u6539\u8fdb\uff0c\u4f46\u662f\u8fd9\u4e9b\u8f6f\u4ef6\u7cfb\u7edf\u53ea\u5728\u6570\u5b57\u5316\u7684\u6a21\u4eff\u4eba\u7c7b\u89c6\u89c9\u548c\u66f4\u96be\u4ee5\u6349\u6478\u7684\u7406\u89e3\u56fe\u50cf\u8fd9\u4e9b\u76ee\u6807\u4e0a\u53d6\u5f97\u4e86\u6709\u9650\u8fdb\u6b65\u3002<\/p>\n<p>\u201c\u6211\u4e0d\u8ba4\u4e3a\u8fd9\u662f\u6211\u4eec\u60f3\u8981\u7684\u67d0\u79cd\u610f\u4e49\u4e0a\u7684\u2018\u7406\u89e3\u2019\uff0c\u6211\u8ba4\u4e3a\u5c31\u8fde\u8fd9\u91cc\u751f\u6210\u8bed\u8a00\u7684\u80fd\u529b\u90fd\u662f\u975e\u5e38\u6709\u9650\u7684\u3002\u201dI.B.M.&#8217;s T.J. Watson Research Center\u7684\u9ad8\u7ea7\u7ecf\u7406John R. Smith\u8bf4\u3002<\/p>\n<p>\u4f46\u662f\u8c37\u6b4c\u548c\u65af\u5766\u798f\u56e2\u961f\u8868\u793a\uff0c\u968f\u7740\u4ed6\u4eec\u6539\u8fdb\u81ea\u5df1\u7684\u8f6f\u4ef6\u5e76\u7528\u66f4\u591a\u7684\u6ce8\u89e3\u56fe\u7247\u5e8f\u5217\u6765\u8bad\u7ec3\u7a0b\u5e8f\uff0c\u4ed6\u4eec\u5e0c\u671b\u770b\u5230\u66f4\u663e\u8457\u7684\u8fdb\u5c55\u3002\u4e00\u4e2a\u7531\u5317\u5361\u6765\u7f57\u7eb3\u5927\u5b66\u6559\u5802\u5c71\u5206\u6821\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6Tamara L. Berg\u9886\u961f\u7684\u56e2\u961f\u6b63\u4ee5\u4eba\u529b\u6ce8\u89e3\u7684\u4e00\u767e\u4e07\u5f20\u56fe\u50cf\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n<p>\u5979\u8bf4\uff1a\u201c\u6211\u4eec\u52aa\u529b\u53bb\u8bb2\u89e3\u56fe\u50cf\u80cc\u540e\u7684\u6545\u4e8b\u3002\u4e00\u4e2a\u81ea\u7136\u573a\u666f\u65f6\u975e\u5e38\u590d\u6742\u7684\uff0c\u4f60\u4f1a\u5e0c\u671b\u652b\u53d6\u56fe\u50cf\u4e2d\u6700\u91cd\u8981\u7684\u5bf9\u8c61\u3002\u201d<\/p>\n<p>\u76f8\u5173\uff1a<\/p>\n<ul>\n<li><a href=\"http:\/\/googleresearch.blogspot.co.uk\/2014\/11\/a-picture-is-worth-thousand-coherent.html\" target=\"_blank\">Google Research Blog:A picture is worth a thousand (coherent) words: building a natural description of images<\/a><\/li>\n<li><a href=\"http:\/\/cs.stanford.edu\/people\/karpathy\/deepimagesent\/?hn\" target=\"_blank\">Stanford:Deep Visual-Semantic Alignments for Generating Image Descriptions<\/a><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bd1\u81ea\uff1a \u201cResearchers Announce Advance in Image-Recognition Software\u201d from The New York Times \u4e24\u7ec4\u79d1\u5b66\u5bb6\uff0c\u5404\u81ea\u72ec\u7acb\u5de5\u4f5c\uff0c\u90fd\u7814\u53d1\u51fa\u4e86\u80fd\u591f\u8bc6\u522b\u3001\u63cf\u8ff0\u56fe\u50cf\u548c\u89c6\u9891\u5185\u5bb9\u7684\u4eba\u5de5\u667a\u80fd\u8f6f\u4ef6\uff0c\u5b83\u7684\u7cbe\u786e\u5ea6\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u9ad8\uff0c\u6709\u65f6\u751a\u81f3\u53ef\u4ee5\u6a21\u4eff\u4eba\u7c7b\u7684\u7406\u89e3\u6c34\u5e73\u3002 \u76f4\u5230\u73b0\u5728\uff0c\u6240\u8c13\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4ecd\u88ab\u5c40\u9650\u4e8e\u8bc6\u522b\u5355\u4e2a\u7269\u4f53\u5bf9\u8c61\u3002\u8c37\u6b4c\u548c\u7f8e\u56fd\u65af\u5766\u798f\u5927\u5b66\u5728\u5468\u4e00\u5ba3\u5e03\u7684\u65b0\u8f6f\u4ef6\uff0c\u80fd\u6559\u81ea\u5df1\u6765\u8bc6\u522b\u7406\u89e3\u6574\u4e2a\u573a\u666f\u5185\u5bb9\uff1a\u4f8b\u5982\u4e00\u7fa4\u5728\u73a9\u98de\u76d8\u7684\u5e74\u8f7b\u4eba\uff0c\u4e00\u7fa4\u5728\u8349\u539f\u4e0a\u7a7f\u884c\u7684\u5927\u8c61\u3002 \u8f6f\u4ef6\u7528\u82f1\u8bed\u5199\u51fa\u6807\u9898\u63cf\u8ff0\u56fe\u7247\u3002\u7814\u7a76\u8005\u53d1\u73b0\uff0c\u76f8\u6bd4\u4e8e\u4eba\u7c7b\u7684\u89c2\u5bdf\u63cf\u8ff0\uff0c\u8ba1\u7b97\u673a\u7ed9\u51fa\u7684\u63cf\u8ff0\u60ca\u4eba\u7684\u7cbe\u786e\u3002 \u7531\u4eba\u548c\u8c37\u6b4c\u5b9e\u9a8c\u7a0b\u5e8f\u7ed9\u51fa\u7684\u56fe\u7247\u6807\u9898\uff1a Human:\u00a0\u201cA group of men playing Frisbee in the park.\u201d Computer model:\u00a0\u201cA\u00a0group of young people playing a game of Frisbee.\u201d Human:\u00a0\u201cA young hockey player playing in the ice rink.\u201d Computer model:\u00a0\u201cTwohockey players are fighting over the puck.\u201d Human:\u00a0\u201cA green monsterkite [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_mi_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"footnotes":""},"categories":[4],"tags":[61,50,52],"class_list":["post-54","post","type-post","status-publish","format-standard","hentry","category-info","tag-61","tag-50","tag-52"],"translation":{"provider":"WPGlobus","version":"2.12.2","language":"en","enabled_languages":["zh","en"],"languages":{"zh":{"title":true,"content":true,"excerpt":false},"en":{"title":false,"content":false,"excerpt":false}}},"_links":{"self":[{"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/posts\/54","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/comments?post=54"}],"version-history":[{"count":2,"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/posts\/54\/revisions"}],"predecessor-version":[{"id":116,"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/posts\/54\/revisions\/116"}],"wp:attachment":[{"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/media?parent=54"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/categories?post=54"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mindspectrum.xyz\/en\/wp-json\/wp\/v2\/tags?post=54"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}