Scene Classification of Remote Sensing Images Based on Integrated Convolutional Neural Networks

doi:10.3788/AOS201838.1128001

CIOMP OpenIR

	Scene Classification of Remote Sensing Images Based on Integrated Convolutional Neural Networks
	Zhang, Xiaonan; Zhong, Xing; Zhu, Ruifei; Gao, Fang; Zhang, Zuoxing; Bao, Songze; Li, Zhuqiang
	2018
发表期刊	Guangxue Xuebao/Acta Optica Sinica
ISSN	2532239
卷号	38 期号:11
摘要	A scene classification algorithm of remote sensing images based on the integrated convolutional neural network (CNN) is proposed. A back-propagation network is constructed to measure the complexity of scene images. The classification of these images is conducted with the CNN based on the complexity level of each image, thus, the scene classification of remoting sensing images is achieved. With the proposed algorithm, the experimental verification of the open data of NWPU-RESISC45 is conducted and the classification accuracy of 89.33% for Type I test and that of 92.53% for Type II are obtained, respectively. The average running time is 0.41 s. Compared with the VGG-16 model for fine tuning and training, the classification accuracy by the proposed algorithm is increased by 2.19% and 2.17%, respectively. Simultaneously, the prediction rate is increased by 33%. Thus, the efficiency and practicality of this proposed algorithm are confirmed. 2018, Chinese Lasers Press. All right reserved.
关键词	Image classification Backpropagation Complex networks Convolution Data mining Neural networks Open Data Remote sensing
DOI	10.3788/AOS201838.1128001
收录类别	EI
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/60801
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	Zhang, Xiaonan,Zhong, Xing,Zhu, Ruifei,et al. Scene Classification of Remote Sensing Images Based on Integrated Convolutional Neural Networks[J]. Guangxue Xuebao/Acta Optica Sinica,2018,38(11).
APA	Zhang, Xiaonan.,Zhong, Xing.,Zhu, Ruifei.,Gao, Fang.,Zhang, Zuoxing.,...&Li, Zhuqiang.(2018).Scene Classification of Remote Sensing Images Based on Integrated Convolutional Neural Networks.Guangxue Xuebao/Acta Optica Sinica,38(11).
MLA	Zhang, Xiaonan,et al."Scene Classification of Remote Sensing Images Based on Integrated Convolutional Neural Networks".Guangxue Xuebao/Acta Optica Sinica 38.11(2018).

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