Pub Date : 2021-08-20DOI: 10.1002/9781119646181.ch2
J. Adsuara, M. Campos-Taberner, J. García‐Haro, C. Gatta, Adriana Romero, Gustau Camps-Valls
{"title":"Learning Unsupervised Feature Representations of Remote Sensing Data with Sparse Convolutional Networks","authors":"J. Adsuara, M. Campos-Taberner, J. García‐Haro, C. Gatta, Adriana Romero, Gustau Camps-Valls","doi":"10.1002/9781119646181.ch2","DOIUrl":"https://doi.org/10.1002/9781119646181.ch2","url":null,"abstract":"","PeriodicalId":375839,"journal":{"name":"Deep Learning for the Earth Sciences","volume":"111 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115866404","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-08-20DOI: 10.1002/9781119646181.index
{"title":"Index","authors":"","doi":"10.1002/9781119646181.index","DOIUrl":"https://doi.org/10.1002/9781119646181.index","url":null,"abstract":"","PeriodicalId":375839,"journal":{"name":"Deep Learning for the Earth Sciences","volume":"54 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134013330","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-08-20DOI: 10.1002/9781119646181.ch21
P. Gentine, V. Eyring, T. Beucler
{"title":"Deep Learning for the Parametrization of Subgrid Processes in Climate Models","authors":"P. Gentine, V. Eyring, T. Beucler","doi":"10.1002/9781119646181.ch21","DOIUrl":"https://doi.org/10.1002/9781119646181.ch21","url":null,"abstract":"","PeriodicalId":375839,"journal":{"name":"Deep Learning for the Earth Sciences","volume":"330 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134261935","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-08-20DOI: 10.1002/9781119646181.ch3
Gonzalo Mateo-García, Valero Laparra, C. Requena-Mesa, L. Gómez-Chova
{"title":"Generative Adversarial Networks in the Geosciences","authors":"Gonzalo Mateo-García, Valero Laparra, C. Requena-Mesa, L. Gómez-Chova","doi":"10.1002/9781119646181.ch3","DOIUrl":"https://doi.org/10.1002/9781119646181.ch3","url":null,"abstract":"","PeriodicalId":375839,"journal":{"name":"Deep Learning for the Earth Sciences","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127412684","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-08-20DOI: 10.1002/9781119646181.ch16
David Malmgren-Hansen
{"title":"Deep Learning for High‐dimensional Parameter Retrieval","authors":"David Malmgren-Hansen","doi":"10.1002/9781119646181.ch16","DOIUrl":"https://doi.org/10.1002/9781119646181.ch16","url":null,"abstract":"","PeriodicalId":375839,"journal":{"name":"Deep Learning for the Earth Sciences","volume":"602 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123186485","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-08-20DOI: 10.1002/9781119646181.ch22
Peter A. G. Watson
{"title":"Using Deep Learning to Correct Theoretically‐derived Models","authors":"Peter A. G. Watson","doi":"10.1002/9781119646181.ch22","DOIUrl":"https://doi.org/10.1002/9781119646181.ch22","url":null,"abstract":"","PeriodicalId":375839,"journal":{"name":"Deep Learning for the Earth Sciences","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115209953","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-08-20DOI: 10.1002/9781119646181.ch7
B. Kellenberger, O. Tasar, B. Damodaran, N. Courty, D. Tuia
{"title":"Deep Domain Adaptation in Earth Observation","authors":"B. Kellenberger, O. Tasar, B. Damodaran, N. Courty, D. Tuia","doi":"10.1002/9781119646181.ch7","DOIUrl":"https://doi.org/10.1002/9781119646181.ch7","url":null,"abstract":"","PeriodicalId":375839,"journal":{"name":"Deep Learning for the Earth Sciences","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116334043","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-08-20DOI: 10.1002/9781119646181.ch15
Zhihan Gao, Xingjian Shi, Hao Wang, Dit-Yan Yeung, W. Woo, W. Wong
{"title":"Deep Learning and the Weather Forecasting Problem: Precipitation Nowcasting","authors":"Zhihan Gao, Xingjian Shi, Hao Wang, Dit-Yan Yeung, W. Woo, W. Wong","doi":"10.1002/9781119646181.ch15","DOIUrl":"https://doi.org/10.1002/9781119646181.ch15","url":null,"abstract":"","PeriodicalId":375839,"journal":{"name":"Deep Learning for the Earth Sciences","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125903200","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-08-20DOI: 10.1002/9781119646181.ch9
M. Vakalopoulou, S. Christodoulidis, M. Sahasrabudhe, N. Paragios
{"title":"Deep Learning for Image Matching and Co‐registration","authors":"M. Vakalopoulou, S. Christodoulidis, M. Sahasrabudhe, N. Paragios","doi":"10.1002/9781119646181.ch9","DOIUrl":"https://doi.org/10.1002/9781119646181.ch9","url":null,"abstract":"","PeriodicalId":375839,"journal":{"name":"Deep Learning for the Earth Sciences","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116126502","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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