1. 上海勘测设计研究院有限公司
2. 成都锦江电子系统工程有限公司
3. 天津师范大学京津冀生态文明发展研究院
纸质出版:2024
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王顺, 陈小月, 林中杰, 等. 运用U-Net++模型的遥感影像多尺度云检测[J]. 地理空间信息, 2024,22(7):54-58.
王顺, 陈小月, 林中杰, et al. 运用U-Net++模型的遥感影像多尺度云检测[J]. 2024, 22(7): 54-58.
针对传统方法将建筑物、水体误识别为云以及提取边缘轮廓不连续等问题,提出了一种结合多尺度语义分割模型的云检测方法。首先对遥感影像各个波段进行标注、裁剪、数据增广等处理,形成多个数据集;再将数据集输入U-Net++网络进行训练、直至收敛,并利用深度监督方法进行剪枝以减少待保存参数,得到各波段的云检测模型;最后通过多模型加权融合获取总体精度更高、主观效果更优的云检测结果。实验结果表明,该方法的总体精度达到91.04%、约比OTSU法高6%,且改善了提取云区轮廓效果。
罗信,闫奇奇,宋思涵,杜泓达,兰志玺,龙颖波.遥感影像中辫状河道提取的CART决策树分类方法研究[J].计算机时代,2022(08).
段雅鸣,张锦水,朱爽.基于深度卷积神经网络的云检测方法[J].测绘通报,2021(04).
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张永宏,蔡朋艳,陶润喆,王剑庚,田伟.基于改进U-Net网络的遥感图像云检测[J].测绘通报,2020(03).
么嘉棋,陈继溢,陈赟,刘超镇,李国元.联合深度学习和条件随机场的遥感影像云检测[J].测绘科学,2019(12).
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Yao Jiaqi,Tang Xinming,Li Guoyuan,Chen Jiyi,Zuo Zhiqiang,Ai Bo,Zhang Shuaitai,Guo Jinquan.Influence of Atmospheric Scattering on the Accuracy of Laser Altimetry of the GF-7 Satellite and Corrections[J].Remote Sensing,2021.
Yang Xiaomeng,Sun Lin,Tang Xinming,Ai Bo,Xu Hanwen,Wen Zhen.An Improved Fmask Method for Cloud Detection in GF-6 WFV Based on Spectral-Contextual Information[J].Remote Sensing,2021.
Yao Jiaqi,Tang Xinming,Li Guoyuan,Guo Jinquan,Chen Jiyi,Yang Xiongdan,Ai Bo.Cloud detection of GF‐7 satellite laser footprint image[J].IET Image Processing,2021.
School of Resources and Environment, University of Electronic Science and Technology of China, Chengdu, Sichuan 611731, China,Department of Geosciences, Texas Tech University, Lubbock, TX 79409, USA,Department of Natural Resources and the Environment, University of Connecticut, Storrs, CT 06269, USA,Department of Geosciences, Texas Tech University, Lubbock, TX 79409, USA,School of Resources and Environment, University of Electronic Science and Technology of China, Chengdu, Sichuan 611731, China,Center for Information Geoscience, University of Electronic Science and Technology of China, Chengdu, Sichuan 611731, China.Fmask 4.0: Improved cloud and cloud shadow detection in Landsats 4–8 and Sentinel-2 imagery[J].Remote Sensing of Environment,2019.
Zijia Niu,Wen Liu,Jingyi Zhao,Guoqian Jiang.DeepLab-Based Spatial Feature Extraction for Hyperspectral Image Classification[J].IEEE Geoscience and Remote Sensing Letters,2019.
Zhou Zongwei,Siddiquee Md Mahfuzur Rahman,Tajbakhsh Nima,Liang Jianming.UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation[J].IEEE Transactions on Medical Imaging,2019.
Badrinarayanan Vijay,Kendall Alex,Cipolla Roberto.SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation.[J].IEEE transactions on pattern analysis and machine intelligence,2017.
Xie Fengying,Shi Mengyun,Shi Zhenwei,Yin Jihao,Zhao Danpei.Multilevel Cloud Detection in Remote Sensing Images Based on Deep Learning[J].IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,2017.
Yuanchong Zhang,William B. Rossow,Andrew A. Lacis,Valdar Oinas,Michael I. Mishchenko.Calculation of radiative fluxes from the surface to top of atmosphere based on ISCCP and other global data sets: Refinements of the radiative transfer model and the input data[J].Journal of Geophysical Research: Atmospheres,2004.
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Chen Liang-Chieh,Papandreou George,Kokkinos Iasonas,Murphy Kevin,Yuille Alan L.DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs.[J].IEEE transactions on pattern analysis and machine intelligence,2018.
Yao Jiaqi,Zhai Haoran,Wang Guanghui.Cloud detection of multi-feature remote sensing images based on deep learning[J].IOP Conference Series: Earth and Environmental Science,2021.
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