{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T13:25:45Z","timestamp":1773840345604,"version":"3.50.1"},"reference-count":36,"publisher":"IEEE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018,7]]},"DOI":"10.1109\/igarss.2018.8518681","type":"proceedings-article","created":{"date-parts":[[2018,11,16]],"date-time":"2018-11-16T05:26:52Z","timestamp":1542346012000},"page":"4119-4122","source":"Crossref","is-referenced-by-count":10,"title":["State-of-the-Art and Gaps for Deep Learning on Limited Training Data in Remote Sensing"],"prefix":"10.1109","author":[{"given":"John E.","family":"Ball","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Derek T.","family":"Anderson","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pan","family":"Wei","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref33","doi-asserted-by":"crossref","DOI":"10.3390\/rs9101042","article-title":"Generative adversarial networks-based semi-supervised learning for hyperspectral image classification","volume":"9","author":"he","year":"2017","journal-title":"Remote Sensing"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/LGRS.2017.2762694"},{"key":"ref31","author":"isola","year":"2016","journal-title":"Image-to-image translation with conditional adversarial networks"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/ICCVW.2017.246"},{"key":"ref36","author":"zhong","year":"2018","journal-title":"Generative Adversarial Networks and Probabilistic Graph Models for Hyperspectral Image Classification"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2018.2805286"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/LGRS.2017.2780890"},{"key":"ref10","author":"chatfield","year":"2014","journal-title":"Return of the devil in the details Delving deep into convolutional nets"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1080\/01431161.2011.608740"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/LGRS.2017.2657778"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/LGRS.2017.2722988"},{"key":"ref14","first-page":"16","author":"xie","year":"2015","journal-title":"Transfer learning from deep features for remote sensing and poverty mapping"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-015-0816-y"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2017.05.015"},{"key":"ref17","first-page":"286","article-title":"LifeCLEF 2016: multimedia life species identification challenges","author":"joly","year":"2016","journal-title":"International Conference of the Cross- Language Evaluation Forum for European Languages"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2015.7350839"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2012.01.073"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1111\/j.1469-1809.1936.tb02137.x"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/MGRS.2016.2540798"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.isprsjprs.2016.01.004"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2009.191"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1080\/01431161.2016.1171928"},{"key":"ref29","first-page":"2672","article-title":"Generative adversarial nets","author":"goodfellow","year":"2014","journal-title":"Advances in neural information processing systems"},{"key":"ref5","article-title":"Plant Identification Using Deep Neural Networks via Optimization of Transfer Learning Parameters","author":"ghazi","year":"2017","journal-title":"Neurocomputing"},{"key":"ref8","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1007\/978-3-642-20267-4_6","article-title":"Gabor descriptors for aerial image classification","author":"risojevi?","year":"2011","journal-title":"International Conference on Adaptive and Natural Computing Algorithms"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1145\/1869790.1869829"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/MGRS.2016.2548504"},{"key":"ref9","first-page":"100 332d","article-title":"Very high resolution images classification by fine tuning deep convolutional neural networks","author":"iftene","year":"2016","journal-title":"Eighth International Conference on Digital Image Processing (ICDIP 2016)"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1117\/1.JRS.11.042609"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/IGARSS.2016.7730324"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/IPTA.2016.7820963"},{"key":"ref21","first-page":"984408","article-title":"Deep transfer learning for automatic target classification: MWIR to LWIR","author":"ding","year":"2016","journal-title":"Proceedings of the SPIE Defense and Security"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/LGRS.2015.2482520"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/JSTARS.2016.2517204"},{"key":"ref26","author":"chen","year":"2012","journal-title":"Marginalized denoising autoencoders for domain adaptation"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/WHISPERS.2015.8075378"}],"event":{"name":"IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium","location":"Valencia","start":{"date-parts":[[2018,7,22]]},"end":{"date-parts":[[2018,7,27]]}},"container-title":["IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8496405\/8517275\/08518681.pdf?arnumber=8518681","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,8,23]],"date-time":"2020-08-23T23:00:03Z","timestamp":1598223603000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8518681\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7]]},"references-count":36,"URL":"https:\/\/doi.org\/10.1109\/igarss.2018.8518681","relation":{},"subject":[],"published":{"date-parts":[[2018,7]]}}}