{"id":14475,"date":"2019-01-20T00:00:50","date_gmt":"2019-01-19T16:00:50","guid":{"rendered":"http:\/\/swarma.org\/efac4168f3\/"},"modified":"2019-01-23T10:41:37","modified_gmt":"2019-01-23T02:41:37","slug":"efac4168f3","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=14475","title":{"rendered":"\u7eff\u8272\u57ce\u5e02\u6838\u5fc3\u6280\u672f\u63ed\u79d8\uff1a\u673a\u5668\u89c6\u89c9+\u9ad8\u6e05\u9065\u611f\u51c6\u786e\u4f30\u7b97\u57ce\u5e02\u6811\u6728"},"content":{"rendered":"
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\"\u96c6\u667a\"<\/strong><\/p>\n

\u7b1b\u5361\u5c14\u5b9e\u9a8c\u5ba4\uff08Descartes Labs\uff09\u6784\u5efa\u4e86\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u7ed3\u5408\u96f7\u8fbe\u3001\u822a\u7a7a\u548c\u536b\u661f\u5f71\u50cf\uff0c\u8bc6\u522b\u5168\u7403\u6797\u6728\u8986\u76d6\u3002\u4e0a\u56fe\u5c55\u73b0\u4e86\u7f8e\u56fd\u5df4\u5c14\u7684\u6469\u516c\u8def\u7acb\u4ea4\u6865\u9644\u8fd1\u7684\u6797\u51a0\u5206\u5e03\u3002<\/strong><\/span><\/p>\n

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\u6211\u4eec\u65e5\u5e38\u751f\u6d3b\u7684\u57ce\u5e02\u4e2d\uff0c\u6811\u6728\u5f80\u5f80\u5206\u5e03<\/span>\u4e0d\u5747\u3002\u60f3\u8981\u9e1f\u77b0\u57ce\u5e02\u6811\u6728\u7684\u6574\u4f53\u5206\u5e03\uff0c\u4f20\u7edf\u7684\u529e\u6cd5\u662f\u4e13\u5bb6\u5b9e\u5730\u8c03\u67e5\u3002\u73b0\u5728\uff0c<\/span>\u7b1b\u5361\u5c14\u5b9e\u9a8c\u5ba4\uff08Descartes Labs\uff09\u6784\u5efa\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u53ea\u9700\u89811\u7c73\u5206\u8fa8\u7387\u7684\u536b\u661f\u5f71\u50cf\uff0c\u5c31\u80fd\u8bc6\u522b\u6574\u4e2a\u57ce\u5e02\u7684\u6797\u51a0\u8986\u76d6\u3002<\/span><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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\u7f16\u8bd1\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8\u7ffb\u8bd1\u7ec4<\/span><\/p>\n

\u6765\u6e90\uff1aMedium<\/span><\/p>\n

\u539f\u9898\uff1a<\/span><\/p>\n

Mapping All of the Trees with Machine Learning<\/span><\/p>\n<\/blockquote>\n<\/h1>\n

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\u5982\u4f55\u6784\u5efa\u7eff\u8272\u57ce\u5e02\uff1f\u2014\u2014\u591a\u591a\u690d\u6811<\/span><\/p>\n

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\u57ce\u5e02\u690d\u6811\u7eff\u5316\u95ee\u9898\uff0c\u8fd1\u5e74\u6765\u5907\u53d7\u5173\u6ce8\u3002\u57ce\u5e02\u6811\u6728\u53ef\u4ee5\u51cf\u5c11\u72af\u7f6a\uff0c\u4e5f\u6709\u52a9\u4e8e\u66b4\u96e8\u707e\u5bb3\u9632\u6cbb\u3002\u5c0f\u8303\u56f4\u770b\uff0c\u8fd1\u5e74\u6765\u7f8e\u56fd\u57ce\u5e02\u6811\u6728\u4ee5\u6bcf\u5e743600\u4e07\u68f5\u7684\u901f\u5ea6\u5728\u51cf\u5c11\uff1b\u4f46\u5728\u5168\u7403\u8303\u56f4\uff0c\u57ce\u5e02\u6811\u6728\u5374\u56e0\u4e3a\u6c14\u5019\u53d8\u5316\u800c\u52a0\u901f\u589e\u957f\u3002<\/span><\/p>\n

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\u57ce\u5e02\u6811\u6728\u60c5\u51b5\u6b63\u5728\u53d7\u5230\u4e25\u683c\u7684\u76d1\u6d4b\u3002<\/span><\/strong>\u8054\u5408\u56fd\u5728\u51e0\u5468\u524d\u751a\u81f3\u4e3e\u529e\u4e86\u7b2c\u4e00\u5c4a\u57ce\u5e02\u68ee\u6797\u95ee\u9898\u4e16\u754c\u8bba\u575b\uff08World Forum on Urban Forests \uff09\uff0c\u8ba8\u8bba\u57ce\u5e02\u68ee\u6797\u548c\u7eff\u8272\u57fa\u7840\u8bbe\u65bd\uff08Green infrastructure\uff09\u7684\u8ba1\u5212\u3001\u8bbe\u8ba1\u548c\u7ba1\u7406\u3002<\/span><\/span><\/p>\n<\/p>\n

\"\u96c6\u667a\"<\/p>\n

\u5df4\u5c14\u7684\u6469\u73af\u57ce\u5feb\u9053\u7684\u6797\u51a0\u8986\u76d6\uff0c\u4ece\u5149\u79c3\u79c3\u7684\u57ce\u5e02\u8f90\u5c04\u5230\u6811\u6728\u8302\u76db\u7684\u90ca\u533a\uff0c\u7531\u7b1b\u5361\u5c14\u5b9e\u9a8c\u5ba4\u6d4b\u91cf\u3002<\/strong><\/span><\/p>\n

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\u8ba8\u8bba\u57ce\u5e02\u6811\u6728\u7684\u7406\u7531\u5f88\u5145\u8db3\u3002\u6811\u6728\u591a\u597d\u554a\uff01\u5b83\u4eec\u4f1a\u5236\u9020\u6c27\u6c14\uff0c\u5438\u6536\u4e8c\u6c27\u5316\u78b3\uff0c\u53c8\u80fd\u63d0\u4f9b\u9634\u51c9\uff0c\u964d\u4f4e\u566a\u97f3\u2014\u2014\u4ec5\u4ec5\u770b\u7740\uff0c\u4e5f\u89c9\u5f97\u8d4f\u5fc3\u60a6\u76ee\u3002<\/span><\/p>\n

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\"\u96c6\u667a\"<\/strong><\/span><\/p>\n

2018\u5e74\u4e94\u6708\uff0c\u5e03\u9c81\u514b\u6797\u516c\u56ed\u5761\u533a8\u53f7\u8857\u3002\u770b\u770b\u8fd9\u4e9b\u7f8e\u4e3d\u7684\u6811\u6728\uff01<\/strong><\/span><\/p>\n

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\u96be\u70b9\uff1a\u6811\u6728\u6570\u91cf\u548c\u5206\u5e03\u96be\u4ee5\u7edf\u8ba1<\/span><\/p>\n

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

\u95ee\u9898\u5728\u4e8e\uff0c\u6211\u4eec\u5f88\u96be\u5f04\u6e05\u695a\u57ce\u5e02\u4e2d\u7684\u6811\u6728\u662f\u5982\u4f55\u5206\u5e03\u7684\u3002<\/span><\/strong><\/p>\n<\/p>\n

\u4f8b\u5982\uff0c\u4e0b\u56fe\u7684\u65e7\u91d1\u5c71\u57ce\u5e02\u68ee\u6797\u5730\u56fe\uff08San Francisco Urban Forest Map\uff09\uff0c\u9700\u8981\u4e00\u961f\u56ed\u827a\u5e08\u7ecf\u8fc7\u4e00\u5e74\u7684\u8c03\u67e5\uff0c\u624d\u80fd\u5c06\u56fe\u4e2d\u768412\u4e07\u4f59\u68f5\u6811\u5206\u7c7b\u5b8c\u6bd5\u3002\u4ed6\u4eec\u521b\u5efa\u7684\u6570\u636e\u5e93\u5f88\u8be6\u5c3d\uff0c\u8bb0\u5f55\u4e86\u6811\u79cd\u548c\u89c4\u683c\u4fe1\u606f\uff0c\u8fd8\u5305\u62ec\u50cf\u7535\u7ebf\u642d\u5efa\u3001\u8def\u9762\u7834\u635f\u7b49\u73af\u5883\u56e0\u7d20\u3002<\/span><\/p>\n<\/p>\n

\u4f46\u662f\uff0c\u8fd9\u6837\u7684\u8c03\u67e5\u6210\u672c\u8fc7\u9ad8\uff0c\u800c\u4e14\u53ea\u80fd\u5c55\u73b0\u57ce\u5e02\u6811\u6728\u7684\u90e8\u5206\u5206\u5e03\u3002<\/strong>\u65e7\u91d1\u5c71\u57ce\u5e02\u68ee\u6797\u548c\u7ebd\u7ea6\u6811\u6728\u6e05\u70b9\uff08New York TreesCount!\uff09\u8fd9\u4e24\u4e2a\u673a\u6784\u7ed8\u5236\u7684\u6811\u6728\u5206\u5e03\u56fe\u90fd\u4e0d\u5305\u62ec\u516c\u56ed\u8fd9\u6837\u7684\u5e02\u5185\u5927\u5757\u533a\u57df\u548c\u79c1\u4eba\u9886\u5730\uff0c\u867d\u7136\u5b83\u4eec\u5728\u884c\u9053\u6811\u4f4d\u7f6e\u3001\u89c4\u683c\u548c\u5065\u5eb7\u65b9\u9762\u7684\u5de5\u4f5c\u65e0\u53ef\u6311\u5254<\/span>\u3002<\/span><\/p>\n

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\"\u96c6\u667a\"<\/p>\n

\u65e7\u91d1\u5c71\u57ce\u5e02\u68ee\u6797\u5730\u56fe\uff08San Francisco Urban Forest Map\uff09\u6811\u6728\u6e05\u5355\uff08\u70b9\u6570\u636e\uff09\u548c\u7b1b\u5361\u5c14\u5b9e\u9a8c\u5ba4\u6797\u51a0\u8986\u76d6\uff08\u56fe\u50cf\u6570\u636e\uff09\u4ea4\u66ff\u51fa\u73b0\u3002<\/span><\/strong><\/span><\/p>\n<\/p>\n

\u8fd9\u70b9\u7edf\u8ba1\u504f\u5dee\u65e2\u975e\u6545\u610f\u4e5f\u975e\u5076\u7136\u3002\u5982\u4e0b\u56fe\u63a8\u7279\u6240\u8ff0\uff0c\u65e7\u91d1\u5c71\u57ce\u5e02\u68ee\u6797\u5730\u56fe\u662f\u5b98\u50da\u4e3b\u4e49\u7684\u7ed3\u679c\uff0c\u672a\u7edf\u8ba1\u79c1\u4eba\u9886\u5730\u7684\u6811\u8fd9\u6837\u7684\u95ee\u9898\u53ef\u80fd\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\u6765\u514b\u670d\u3002\u5982\u679c\u6709\u90a3\u4e48\u4e00\u5929\u7684\u8bdd\u3002<\/span><\/p>\n<\/p>\n

\"\u96c6\u667a\"<\/p>\n

\u65e7\u91d1\u5c71\u57ce\u5e02\u68ee\u6797\uff08SF Urban Forest\uff09\u63a8\u7279\u3002<\/span><\/strong><\/span><\/p>\n<\/p>\n

\u90a3\u4e48\uff0c\u5982\u4f55\u7ed8\u5236\u5b8c\u6574\u7684\u6797\u51a0\u5730\u56fe\uff1f\u5982\u4f55\u586b\u8865\u5b98\u65b9\u884c\u9053\u6811\u666e\u67e5\u5728\u516c\u56ed\u3001\u79c1\u4eba\u9886\u5730\u7684\u7a7a\u767d\uff1f<\/strong><\/span><\/p>\n<\/p>\n

\"\u96c6\u667a\"<\/strong><\/p>\n

\u5e03\u9c81\u514b\u6797\u5c55\u671b\u516c\u56ed\u897f\u8857\uff0c\u5bf9\u6bd4\u7ebd\u7ea6\u6811\u6728\u6e05\u70b9\uff08New York TreesCount!\uff09\u548c\u7b1b\u5361\u5c14\u5b9e\u9a8c\u5ba4\u6797\u51a0\u8986\u76d6\u3002\u53ef\u4ee5\u770b\u51fa\uff0c\u57ce\u5e02\u666e\u67e5\u4e0d\u5305\u62ec\u516c\u56ed\u548c\u79c1\u4eba\u9886\u5730\u7684\u6811\u6728\u3002<\/span><\/strong><\/p>\n<\/p>\n

\u6709\u4e9b\u7cbe\u660e\u4eba\u4f1a\u8bf4\uff0c\u62dc\u6258\uff0c\u6211\u4eec\u4e0d\u80fd\u7528\u690d\u88ab\u56fe\u4ee3\u66ff\u5417\uff1f\u73b0\u5728\u6240\u6709\u4eba\u90fd\u5728\u7528\u690d\u88ab\u6307\u6570\uff08Normalized Difference Vegetation Index\uff0c\u7f29\u5199NDVI\uff09\uff0c\u4e0d\u662f\u5417\uff1f<\/span><\/p>\n<\/p>\n

\u6ca1\u90a3\u4e48\u7b80\u5355\u3002\u6bd4\u5982\u4e0b\u56fe\u7684\u6ce2\u58eb\u987f\u5730\u533a\uff0c\u6811\u6728\u53ea\u662f\u690d\u88ab\u7684\u4e00\u90e8\u5206\uff0c\u690d\u88ab\u56fe\u81ea\u7136\u65e0\u6cd5\u4ee3\u66ff\u6797\u51a0\u5730\u56fe<\/span><\/strong>\u3002<\/span><\/p>\n<\/p>\n

\"\u96c6\u667a\"<\/p>\n

\u6ce2\u58eb\u987f\u690d\u88ab\uff08Boston vegetation\uff09\u4e0e\u7b1b\u5361\u5c14\u5b9e\u9a8c\u5ba4\u6797\u51a0\u8986\u76d6\u4ea4\u66ff\u5448\u73b0\u3002\u5f88\u591a\u690d\u88ab\u90fd\u4e0d\u662f\u6811\uff01\u4e86\u89e3\u6ce2\u58eb\u987f\u7684\u4eba\u4f1a\u6ce8\u610f\u5230\u82ac\u5a01\u7403\u573a\u4e0d\u65ad\u51fa\u73b0\u3001\u6d88\u5931\u3002\u8fd9\u662f\u56e0\u4e3a\u82ac\u5a01\u7403\u573a\u6ca1\u6709\u6811\uff0c\u53ea\u6709\u8349\u548c\u7eff\u8272\u602a\u517d\uff08Green Monster\uff0c\u6307\u82ac\u5a01\u7403\u573a\u7684\u5de6\u5916\u91ce\u5899<\/span>\uff09<\/span><\/strong><\/span><\/p>\n

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\u6559\u673a\u5668\u8bc6\u522b\u9065\u611f\u5f71\u50cf\u4e2d\u7684\u6811\u6728\uff01<\/span><\/p>\n

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

\u4f20\u7edf\u7684\u4e13\u5bb6\u8c03\u67e5\u8d39\u65f6\u8d39\u529b\uff0c\u53c8\u65e0\u6cd5\u5c55\u73b0\u6811\u6728\u7684\u5168\u9762\u5206\u5e03\u3002<\/span><\/p>\n<\/p>\n

\u56e0\u6b64\uff0c\u7b1b\u5361\u5c14\u5b9e\u9a8c\u5ba4\uff08Descartes Labs\uff09\u6691\u671f\u5b9e\u4e60\u751f\u3001\u52a0\u5dde\u7406\u5de5\u5b66\u9662\u7684\u5927\u4e09\u5b66\u751f Aidan Swope \u6784\u5efa\u4e86\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u7528\u6765\u5728\u536b\u661f\u5f71\u50cf\u4e0a\u8bc6\u522b\u6797\u51a0\u8986\u76d6\u3002<\/span><\/strong><\/p>\n<\/p>\n

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\u7b1b\u5361\u5c14\u5b9e\u9a8c\u5ba4\uff08Descartes Labs\uff09\u662f\u4e00\u5bb6\u5229\u7528\u4eba\u5de5\u667a\u80fd\u5206\u6790\u536b\u661f\u5f71\u50cf\u7684\u516c\u53f8\uff0c2015\u5e744\u6708\u8131\u79bb\u6d1b\u65af\u963f\u62c9\u83ab\u65af\u56fd\u5bb6\u5b9e\u9a8c\u5ba4\u3002<\/span><\/p>\n<\/blockquote>\n

\u5728\u6a21\u578b\u8bad\u7ec3\u7684\u8fc7\u7a0b\u4e2d\uff0cSwope \u7528\u96f7\u8fbe\u548c\u56fd\u5bb6\u519c\u4e1a\u6210\u50cf\u5de5\u7a0b\uff08National Argriculture Imaging Project\uff0c\u7b80\u79f0NAIP\uff09\u6280\u672f\u8bc6\u522b\u4e86\u52a0\u5dde\u6797\u51a0\u8986\u76d6\u7684\u5df2\u77e5\u4f4d\u7f6e\u3002\u901a\u8fc7\u8fd9\u4e9b\u5730\u8868\u5b9e\u51b5\uff0c\u6a21\u578b\u53ef\u4ee5\u5728\u4e4b\u540e\u7684\u536b\u661f\u56fe\u50cf\u4e2d\u5206\u7c7b\u51fa\u5305\u542b\u6811\u6728\u7684\u50cf\u7d20\u3002<\/span><\/p>\n<\/p>\n

\u7ed3\u679c\u662f\uff1a\u4ec5\u4ec5\u901a\u8fc74\u6ce2\u6bb5\uff08\u8fd1\u7ea2\u5916\uff0c\u7ea2\uff0c\u7eff\uff0c\u84dd<\/span>\uff09\u7684\u9ad8\u5206\u8fa8\u7387\uff081\u7c73\uff09\u536b\u661f\u6216\u822a\u7a7a\u5f71\u50cf\uff0c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5c31\u5b66\u4f1a\u4e86\u8bc6\u522b\u6811\u6728\u2014\u2014\u4e0d\u9700\u8981\u96f7\u8fbe\uff01\u73b0\u5728\uff0c\u53ea\u8981\u67091\u7c73\u5206\u8fa8\u7387\u7684\u536b\u661f\u5f71\u50cf\uff0c\u8fd9\u4e2a\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u4e16\u754c\u4e0a\u4efb\u4f55\u5730\u65b9\u7684\u6797\u51a0\u5730\u56fe\u3002<\/strong><\/span><\/p>\n<\/p>\n

\u4f8b\u5982\uff0c\u4e0b\u56fe\u662f\u6ce2\u58eb\u987f\u516c\u5171\u7eff\u5730\u5468\u8fb9\u3002\u6211\u4eec\u53ef\u4ee5\u6e05\u695a\u5730\u770b\u5230\uff1a\u516c\u5171\u82b1\u56ed\u3001\u516c\u5171\u7eff\u5730\u4ee5\u53ca\u8054\u90a6\u5927\u9053\u90fd\u79cd\u7740\u8bb8\u591a\u6811\u3002\u4f46\u662f\uff0c\u6211\u4eec\u4e5f\u770b\u5230\u5176\u4ed6\u7684\u4e00\u4e9b\u6709\u8da3\u4e8b\u5b9e\u3002\u4f8b\u5982\uff0c\u5bf9\u8def\u4eba\u6765\u8bf4\uff0c\u5e02\u4e2d\u5fc3\u5341\u5b57\u8def\u53e3CVS\u836f\u5e97\u524d\u7684\u6811\u6728\u53ef\u80fd\u770b\u8d77\u6765\u5e73\u5e73\u65e0\u5947\uff0c\u4f46\u662f\u5b83\u4eec\u5b9e\u9645\u4e0a\u5df2\u7ecf\u662f\u8fd9\u4e2a\u8857\u533a\u6811\u6728\u6700\u591a\u7684\u5730\u65b9\u4e4b\u4e00\u3002<\/span><\/p>\n

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\"\u96c6\u667a\"<\/strong><\/span><\/p>\n

\u6ce2\u58eb\u987f\u7684\u90e8\u5206\u6797\u51a0\u8986\u76d6\uff0c\u7531\u7b1b\u5361\u5c14\u5b9e\u9a8c\u5ba4\u7ed8\u5236\u3002<\/strong><\/span><\/p>\n<\/p>\n

\u53ea\u8981\u6709\u63a5\u8fd11\u7c73\u5206\u8fa8\u7387\u7684\u56fe\u50cf\uff0c<\/span>\u5206\u7c7b\u5668\u53ef\u4ee5\u5206\u6790\u4e16\u754c\u4e0a\u7684\u4efb\u4f55\u4e00\u4e2a\u5730\u65b9\u3002\u4f8b\u5982\uff0c\u4f7f\u7528NAIP\u6280\u672f\u7684\u65f6\u5019\uff0c\u6797\u51a0\u5730\u56fe\u7684\u5206\u8fa8\u7387\u9ad8\u8fbe60\u5398\u7c73\u3002\u65e0\u4eba\u673a\u663e\u7136\u53ef\u4ee5\u7ed9\u51fa\u66f4\u9ad8\u5206\u8fa8\u7387\u7684\u56fe\u50cf\u3002<\/span><\/p>\n

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\"\u96c6\u667a\"<\/p>\n

\u5728\u4e0d\u540c\u5c3a\u5ea6\u4e0b\uff0cNAIP\u6280\u672f\u6d4b\u91cf\u7684\u534e\u76db\u987f\u6797\u51a0\u8986\u76d6\uff0c\u53ef\u4ee5\u6e05\u6670\u770b\u5230\u692d\u5706\u5e7f\u573a\u7684\u6bcf\u68f5\u6811\u3002<\/span><\/strong><\/span><\/p>\n<\/p>\n

\u6700\u540e\uff0c\u4e0b\u56fe\u7ed9\u51fa\u4e86\u7ebd\u7ea6\u5e02\u6797\u51a0\u8986\u76d6\u7684\u6574\u4f53\u56fe\u50cf\u548c\u66fc\u54c8\u987f\u533a\u7684\u653e\u5927\u56fe\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u6811\u6728\u666f\u89c2\u662f\u5982\u4f55\u5206\u5e03\u7684\u3002\u6811\u6728\u8986\u76d6\u4e86\u516c\u56ed\u3001\u5893\u5730\u3001\u4f4f\u5b85\u5f00\u53d1\u533a\u3001\u897f\u6751\u548c\u4e0a\u4e1c\u533a\u7b49\u5bcc\u4eba\u4f4f\u5b85\u533a\u7684\u8857\u9053\uff0c\u4ee5\u53ca\u94c1\u8def\u6cbf\u7ebf\uff08\u8fd9\u662f\u4e00\u6761\u8d2f\u7a7f\u5e03\u9c81\u514b\u6797\u4e1c\u897f\u7684\u8d27\u8fd0\u94c1\u8def\u7ebf\uff09\u3002<\/span><\/p>\n

\n

\"\u96c6\u667a\"<\/p>\n

\u7ebd\u7ea6\u7684\u6797\u51a0\u8986\u76d6\uff0c\u7531\u7b1b\u5361\u5c14\u5b9e\u9a8c\u5ba4\u7ed8\u5236\u3002\u6811\u6728\u660e\u663e\u96c6\u4e2d\u5728\u516c\u56ed\u3001\u5893\u5730\u548c\u7279\u5b9a\u793e\u533a\u3002\u6811\u6728\u8352\u6f20\u5219\u6563\u5e03\u5728\u5e02\u4e2d\u5fc3\uff08\u9664\u4e86\u5e03\u83b1\u6069\u7279\u516c\u56ed\uff09\u3001\u7687\u540e\u533a\u7684\u5de5\u4e1a\u56ed\u533a\u548c\u6574\u4e2a\u57ce\u5e02\u3002<\/span><\/strong><\/span><\/p>\n

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\u8fdb\u4e00\u6b65\u4e86\u89e3\u4f60\u7684\u57ce\u5e02<\/span><\/p>\n

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

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\u4e0d\u5230\u5f53\u5730\u5c31\u80fd\u7ed8\u5236\u6797\u51a0\u5730\u56fe\u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u516c\u7528\u4e8b\u4e1a\u90e8\u95e8\u786e\u5b9a\u7269\u79cd\u5165\u4fb5\u95ee\u9898\uff0c\u4e5f\u53ef\u4ee5\u5e2e\u52a9\u5e02\u653f\u5728\u5b98\u65b9\u6811\u6728\u666e\u67e5\u5916\u53d1\u73b0\u95ee\u9898\u70b9\u3002\u7f29\u5c0f\u5230\u57ce\u5e02\u5c42\u9762\uff0c\u6797\u51a0\u5730\u56fe\u4e5f\u5c55\u73b0\u4e86\u57ce\u5e02\u7eff\u5730\u7684\u4e0d\u5e73\u8861\uff0c\u4f8b\u5982\u6811\u6728\u8352\u6f20\u3002<\/span><\/p>\n<\/p>\n

\u4efb\u4f55\u57ce\u5e02\u7684\u6811\u6728\u5206\u5e03\u90fd\u4f53\u73b0\u7740\u67d0\u4e9b\u89c4\u5212\u5386\u53f2\u548c\u7eff\u5730\u9057\u4ea7\u3002\u770b\u7740\u8fd9\u4e9b\uff0c\u4f60\u5c31\u4e0d\u60f3\u77e5\u9053\u4f60\u7684\u57ce\u5e02\u7684\u6811\u6728\u666f\u89c2\u5417\uff1f<\/span><\/p>\n<\/p>\n

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\u53c2\u8003\u8d44\u6599<\/span><\/p>\n

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

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

Descartes Labs\uff08\u7b1b\u5361\u5c14\u5b9e\u9a8c\u5ba4\uff09\uff1a<\/span><\/p>\n

https:\/\/www.crunchbase.com\/organization\/descartes-labs#section-overview<\/span><\/p>\n

\n

\u4f5c\u8005\uff1aTim Wallace<\/span><\/p>\n

\u7ffb\u8bd1\uff1aElena<\/span><\/p>\n

\u5ba1\u6821\uff1a\u9ad8\u98de<\/span><\/p>\n

\u7f16\u8f91\uff1a\u6768\u6e05\u6021<\/span><\/p>\n

\u539f\u6587\u5730\u5740\uff1a<\/span><\/p>\n

https:\/\/medium.com\/descarteslabs-team\/descartes-labs-urban-trees-tree-canopy-mapping-3b6c85c5c9cc<\/span><\/p>\n<\/blockquote>\n

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

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\u4e0e\u6811\u5171\u821e\uff1a\u5206\u5f62\u821e\u8e48\u53ef\u89c6\u5316<\/strong><\/a><\/p>\n

\u8138\u592a\u5927\u8ba1\u7b97\u673a\u65e0\u6cd5\u8bc6\u522b\uff1f\u4f18\u96c5\u7684\u6280\u672f\u89e3\u51b3\u65b9\u6848<\/span><\/strong><\/a><\/p>\n

ECCV2018\uff1a\u7528\u56de\u5f52\u65b9\u6cd5\u5224\u65ad\u70ed\u5ea6\u56fe\u4e2d\u7684\u4eba\u4f53\u59ff\u6001<\/strong><\/span><\/a>\u4ece\u89d2\u843d\u7684\u9634\u5f71\u4e2d\u91cd\u5efa\u5b8c\u6574\u573a\u666f\u4fe1\u606f<\/span><\/strong><\/a><\/p>\n

\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/a><\/p>\n<\/p>\n

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\u62c9\u7968\u65f6\u523b<\/strong><\/span><\/p>\n

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

\u300a\u73af\u7403\u79d1\u5b66\u300b\u6742\u5fd7\u548c\u65d7\u4e0b\u516c\u4f17\u53f7\u201c\u79d1\u7814\u5708\u201d\u8bc4\u51fa\u4e86\u201c<\/span>2018 \u660e\u661f\u5b66\u672f\u516c\u4f17\u53f7<\/strong>\u201d\u5165\u56f4\u699c\u5355\uff0c<\/span>\u540c\u65f6\u4e5f\u62c9\u5f00\u4e86TOP 10\u8bc4\u9009\u7684\u5927\u5e55\u3002<\/span><\/span><\/p>\n<\/p>\n

\u201c\u96c6\u667a\u4ff1\u4e50\u90e8<\/strong>\u201d\u987a\u5229\u5165\u56f4TOP21<\/span>\u5927\u540d\u5355<\/span><\/span><\/a>\uff0c\u5982\u679c\u60a8\u559c\u6b22\u96c6\u667a\u4ff1\u4e50\u90e8\u7684\u5185\u5bb9\uff0c\u8bf7\u957f\u6309\u8bc6\u522b\u4e0b\u65b9\u4e8c\u7ef4\u7801\uff0c\u6216\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u4e3a\u96c6\u667a\u6295\u4e0a\u5b9d\u8d35\u4e00\u7968\uff0c\u8c22\u8c22\uff01<\/span><\/p>\n<\/p>\n

\"\u96c6\u667a\"<\/span><\/p>\n

\u65e0\u9700\u6ce8\u518c\u3001\u65e0\u9700\u767b\u5f55\u3001\u65e0\u9700\u4efb\u4f55\u4e2a\u4eba\u4fe1\u606f<\/span><\/strong><\/p>\n

\u626b\u7801\u5373\u53ef\u4e3a\u96c6\u667a\u6295\u7968\uff08\u5012\u6570\u7b2c\u4e8c\u6392\uff09<\/span><\/strong><\/p>\n

\u7b14\u82af\u2764\ufe0f<\/strong><\/span><\/p>\n

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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<\/p>\n

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

\n
\"\u96c6\u667a\"<\/div>\n<\/section>\n

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

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

\u261f\u261f<\/span><\/span>\u70b9\u51fb\u5de6\u4e0b\u65b9 |\u9605\u8bfb\u539f\u6587|<\/span><\/strong>\uff0c\u4e3a\u96c6\u667a\u6295\u7968\uff01<\/span><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

\n

\u539f\u6587\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff08\u96c6\u667a\u4ff1\u4e50\u90e8\uff09\uff1a\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u7b1b\u5361\u5c14\u5b9e\u9a8c\u5ba4\uff08Descartes Labs\uff09\u6784\u5efa\u4e86\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u7ed3\u5408\u96f7\u8fbe\u3001\u822a\u7a7a\u548c\u536b\u661f\u5f71\u50cf\uff0c\u8bc6\u522b\u5168\u7403\u6797\u6728\u8986\u76d6\u3002\u4e0a\u56fe\u5c55\u73b0\u4e86\u7f8e\u56fd\u5df4\u5c14\u7684\u6469\u516c\u8def\u7acb\u4ea4\u6865\u9644\u8fd1\u7684\u6797\u51a0\u5206\u5e03\u3002 \u5bfc\u8bed \u6211\u4eec\u65e5\u5e38\u751f\u6d3b\u7684\u57ce\u5e02\u4e2d\uff0c\u6811\u6728\u5f80\u5f80\u5206\u5e03\u4e0d\u5747\u3002\u60f3\u8981\u9e1f\u77b0\u57ce\u5e02\u6811\u6728\u7684\u6574\u4f53\u5206\u5e03\uff0c\u4f20\u7edf\u7684\u529e\u6cd5\u662f\u4e13\u5bb6\u5b9e\u5730\u8c03\u67e5\u3002\u73b0\u5728\uff0c\u7b1b\u5361\u5c14\u5b9e\u9a8c\u5ba4\uff08Descartes…<\/p>\n","protected":false},"author":1,"featured_media":14476,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[17],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/14475"}],"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=14475"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/14475\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/14476"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14475"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14475"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14475"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=14475"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}