LAND-COVER AND LAND-USE CLASSIFICATION BASED ON MULTITEMPORAL SENTINEL-2 DATA

被引:0
作者
Weinmann, Martin [1 ]
Weidner, Uwe [1 ]
机构
[1] KIT, Inst Photogrammetry & Remote Sensing, Englerstr 7, D-76131 Karlsruhe, Germany
来源
IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM | 2018年
关键词
Satellite Remote Sensing; Sentinel-2; Multitemporal Data; Classification; Feature Relevance;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we focus on the analysis of multitemporal Sentinel-2 data for land-cover and land-use classification. Given a set of representative training areas, we use a Random Forest classifier for the semantic labeling of the considered scene with respect to seven classes. As the classifier allows assessing the relevance of involved features for the classification task, we also estimate the relevance of the spectral channels for different dates. The derived results clearly reveal the benefit of a multitemporal analysis of Sentinel-2 data, since it also addresses seasonal changes in the acquired data.
引用
收藏
页码:4946 / 4949
页数:4
相关论文
共 11 条
[1]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[2]  
Bruzzone L., 2017, P MULTITEMP
[3]  
CORTES C, 1995, MACH LEARN, V20, P273, DOI 10.1023/A:1022627411411
[4]   Optical remotely sensed time series data for land cover classification: A review [J].
Gomez, Cristina ;
White, Joanne C. ;
Wulder, Michael A. .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2016, 116 :55-72
[5]  
Karasiak N., 2017, P MULTITEMP
[6]  
Keller S., 2016, P WHISPERS
[7]   A review of feature selection techniques in bioinformatics [J].
Saeys, Yvan ;
Inza, Inaki ;
Larranaga, Pedro .
BIOINFORMATICS, 2007, 23 (19) :2507-2517
[8]  
Solano-Correa Y. T., 2017, P MULTITEMP
[9]   OVERVIEW OF SENTINEL-2 [J].
Spoto, Francois ;
Sy, Omar ;
Laberinti, Paolo ;
Martimort, Philippe ;
Fernandez, Valerie ;
Colin, Olivier ;
Hoersch, Bianca ;
Meygret, Aime .
2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2012, :1707-1710
[10]  
Weinmann M, 2016, RECONSTRUCTION ANAL, DOI 10.1007/978-3-319-29246-5