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Landsat 8 OLI Satellite Image Classification using Convolutional Neural Network.

Authors :
Rai, Amit Kumar
Mandal, Nirupama
Singh, Akansha
Singh, Krishna Kant
Source :
Procedia Computer Science; 2020, Vol. 167, p987-993, 7p
Publication Year :
2020

Abstract

An automated method for classification of multispectral satellite images using image fusion is presented in this paper. Principal Component Analysis(PCA),and convolutional neural network (CNN).This proposed method first take multispectral satellite image and apply Brovey transform method for fusion of three RGB bands with panchromatic band shaving spatial resolution of 30m and 15m respectively. Then Principal Component Analysis is applied on fused images for reducing dimension. After that Convolutional Neural Network has been applied for classification purpose. Classification outcomes of the proposed method are matched with FCM, GIFP-FCM,and FKLICM. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
18770509
Volume :
167
Database :
Supplemental Index
Journal :
Procedia Computer Science
Publication Type :
Academic Journal
Accession number :
142768371
Full Text :
https://doi.org/10.1016/j.procs.2020.03.398