Domestic Multispectral Image Classification Based on Multilayer Perception Convolutional Neural Network

doi:10.3788/AOS202040.1528003

CIOMP OpenIR

	Domestic Multispectral Image Classification Based on Multilayer Perception Convolutional Neural Network
	R. Zhu,J. Ma,Z. Li,D. Wang,Y. An,X. Zhong,F. Gao and X. Meng
	2020
发表期刊	Guangxue Xuebao/Acta Optica Sinica
ISSN	2532239
卷号	40 期号:15
摘要	In this study, a multilayer perception convolutional neural network (MPCNet) was proposed for the pixel-level classification of multispectral remote sensing images, which combines the spectral information and spatial structure features of pixels. The performance of a land-cover-classification algorithm was tested based on the Jilin-1 spectral satellite (Jilin-1GP) images in the Nashik research area, India. To ensure high reliability of the experiment, the Landsat8, Sentinel-2A, and HJ-1A images were used within the same time interval for synchronized classification to perform qualitative and quantitative evaluations. Moreover, three current popular algorithms, namely, support vector machine(SVM), LightGBM, and shallow convolutional neural network(CNN), were selected to compare the algorithm performance. The experimental results indicate that the overall classification accuracy on the Jilin-1GP images can reach 94.0%-95.8%, and the Kappa coefficient can reach 0.932-0.948. The overall classification accuracy of the MPCNet increase by 3.7 percentage compared with that of the shallow CNN, which exhibits high accuracy. 2020, Chinese Lasers Press. All right reserved.
DOI	10.3788/AOS202040.1528003
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收录类别	EI
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文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/64458
专题	中国科学院长春光学精密机械与物理研究所
推荐引用方式 GB/T 7714	R. Zhu,J. Ma,Z. Li,D. Wang,Y. An,X. Zhong,F. Gao and X. Meng. Domestic Multispectral Image Classification Based on Multilayer Perception Convolutional Neural Network[J]. Guangxue Xuebao/Acta Optica Sinica,2020,40(15).
APA	R. Zhu,J. Ma,Z. Li,D. Wang,Y. An,X. Zhong,F. Gao and X. Meng.(2020).Domestic Multispectral Image Classification Based on Multilayer Perception Convolutional Neural Network.Guangxue Xuebao/Acta Optica Sinica,40(15).
MLA	R. Zhu,J. Ma,Z. Li,D. Wang,Y. An,X. Zhong,F. Gao and X. Meng."Domestic Multispectral Image Classification Based on Multilayer Perception Convolutional Neural Network".Guangxue Xuebao/Acta Optica Sinica 40.15(2020).

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