Domestic Multispectral Image Classification Based on Multilayer Perception Convolutional Neural Network
文献类型：期刊论文
| 作者 | R. Zhu,J. Ma,Z. Li,D. Wang,Y. An,X. Zhong,F. Gao and X. Meng |
| 刊名 | Guangxue Xuebao/Acta Optica Sinica
 |
| 出版日期 | 2020 |
| 卷号 | 40期号:15 |
| ISSN号 | 2532239 |
| DOI | 10.3788/AOS202040.1528003 |
| 英文摘要 | 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. |
| URL标识 | 查看原文 |
| 源URL | [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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