林濤研究員課題組人工智能驅(qū)動的作物制圖研究相關(guān)研究論文在國際頂級期刊發(fā)表
????????￡?????????o???????????????????±???????????????￡???????????2?1?o???????￥???????????ˉ????RemoteSensingofEnvironment???·?????·?￠?±?-???￠???a???°DeepCropMapping: A multi-temporal deep learning approach with improved spatial generalizability for dynamic corn and soybean mapping???±?μ?????????????????????￡???????????????a?·?￠???????????????1???????????????§???°?μ?????±?????′?3???1?·?????????￡?????￡???????????3?¤???????????????¤???????§?o?????￠???￠???|???o?????￡???3?¤?·?????????????????±?????????1?￠???????????????￡?????????????????μ?????·???ˉ???o?3?¤???????￠?￡?????μ?????????????1?o???±?????′??30m???±???a?????±?°?μ?????????????????ˉ???????·???ˉ???????????￡???????????????§???°???￡???????????????¤?·?o???ˉ?o?????????????¤?2?￠???????±?????????′?????3???￡???????????????·?????μ?????????????????????￡
??
?????????o?????°???±?μ?????·???ˉ?????????????????????2?￠???ˉ???????·???ˉ???o?3?¤?o???????1?????????μ???????′???????μ???????????3?°?2?????????1?????????a???￡???????·?μ?????·???ˉ?·???2???μ?????????????a?????????????2?????§?3?????μ???3?o?????????μ?????1?????|?????????1???1?????????????￠?￡???°?????¨???·???ˉ?±?￡???????￠?????μ???1?????-?o???1?????|???′???ˉ???·?μ?????￡?????????????3?¤?·?????????????????????§???°???????μ?￡?????a?·?￠???????????????1???????￡???????±???¤???2?????·???????μ?????????±???????ˉ???????·???ˉ???????????￡???????￡???????￡?????????1?1???1?????3?¤???????????????¤?￡?¨LSTM?￡???μ?￥???a?￡???2?￠?????o?????????????2???????????·?o?????￠???￠???|???o?????￡???????±???′?????￡???????????????????????ˉ???????§?μ???2???????3?¤???????±???2???????·?μ?????????|?￡???????????3?¤?·?????????????·???ˉ???o?3?¤?1???3???????μ?????????????§???|???μ???????????·???ˉ?????±?°?μ?????????¨???￡?????????????????????1?o???±?????′?????????1?????μ??????2015-2018???a???￥???§???????2???μ???±???a???????1?±?????a???????????ˉ?￡?????????o?3?¤???????????????????¤???′7?????μ??23???????±???¤?μ?￡?μ??LandsatARD?????2?¨???????????????￡?????1???2?￠???μ???·???a???￡???????¤???????￡???????????1???????o???a?μ???????1?o???·???ˉ?·???2???μ?????????·???a?μ?????|?2???????????????￡?????????¤???????1?????3???μ?????????±???????????????§???°???￡?????±??Transformer???￠?????2?￡???????a???·?o?????|???o???-???????￡???????????????·?????????????μ???·???????????????o?????????¤?·?o???ˉ???????|???￡?????????????1?¤???·???a???????±?·?|?????????μ?????|?2???????±?a?????μ?????????μ?μ?????????????????????μ???±?μ???′?3?1?|???￡???·???ˉ?????????????1?????????????????￡?????′?3???????????????ˉ?μ?????￠?????·???°?????￡
?????????????μ?????°?????1?¤???·???????￠???a???°Efficient Multi-temporal and In-season Crop Mapping with Landsat Analysis Ready Data via Long Short-term Memory Networks???±?μ???3?¤???a???a?±??2019???a?1?o???????o???·???§???°?′?3?????￡?¨ICML?￡???μ?????????????????°Climate Change: How Can AI Help????±???????????￡ICML?????????1?o???????o???·???§???°???§?????￡?¨IMLS?￡?????·?°???μ?????a???????o???·???§???°?1?o???????￥?????????????￡??????CVPR?￡??NeurIPS?μ?????????′?????????1?o???????￡???o???§?????￡?¨CCF?￡???????????μ???????′?3A?????1?o???????§???μ???????????????????￡????????????????????2018???a???????????±?μ?????·YoshuaBengi?μ?????????ˉ?￡?????????????????????§?o???????????????1?¤???????????????μ?°?ˉ???o???§???????????|?????o?2?±?¤???ˉ???￡?????1?¤???????????????2???????????§???????1???1???￡?′?3???§????????Andrew Ng?μ?????????????????????????±?·?￠?±?-?±?¨???|???￡????????????????????ICML?μ???????′?????|???2?????o?2?±?¤???ˉ?????????μ???????????????￡???????μ???????2?????????????±?μ???1?￡?·?o?1?????￠???￡
???????￠???????????????????????o???????°?·?2???a?????????μ?????????·???????￡???????????¨???????·???????a???￡???-?′?3???§???o?1?¤???3???·???§???o???????????????????±?o???????????′?3???§?μ?????2???????§???????????￠???ˉ???-???§???o?????o?￡?·?￥???????????￡?o?????·?μ?￥?????°?????¨???￡???-?′?3???§???????μ???￡???????????????￠???????μ???|???????????????1?o???????????′?3???§?μ?????2???????§???????????￠???ˉ???-???§???o???￡?±???????????????μ???1?o???????????????????§???1???°?o?????￡???-?′?3???§?μ?????????o???￡
???o???ˉ???μ???3?1?¤?3?????????3???·???????§???§???o
2020???a7????21????
版權(quán)與免責(zé)聲明：本網(wǎng)頁的內(nèi)容由收集互聯(lián)網(wǎng)上公開發(fā)布的信息整理獲得。目的在于傳遞信息及分享，并不意味著贊同其觀點或證實其真實性，也不構(gòu)成其他建議。僅提供交流平臺，不為其版權(quán)負(fù)責(zé)。如涉及侵權(quán)，請聯(lián)系我們及時修改或刪除。郵箱：sales@allpeptide.com