NSFC-YSF-Cloud

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遥感影像厚云处理方法研究


资助项目

  • 国家自然科学基金青年科学基金项目(42101357)，张量空间下时序遥感影像厚云处理方法研究，2022-01至2024-12


研究成果

  • Li, Z., Xu, S. and Weng, Q., 2024. Beyond clouds: Seamless flood mapping using Harmonized Landsat and Sentinel-2 time series imagery and water occurrence data. ISPRS Journal of Photogrammetry and Remote Sensing, 216, 185-199. [HTML] [PDF] [Code]

  • Li, Z., Weng, Q., Zhou, Y., Dou, P. and Ding, X., 2024. Learning spectral-indices-fused deep models for time-series land use and land cover mapping in cloud-prone areas: The case of Pearl River Delta. Remote Sensing of Environment, 308, 114190. [HTML] [PDF]

  • Li, Z., Shen, H., Weng, Q., Zhang, Y., Dou, P. and Zhang, L., 2022. Cloud and cloud shadow detection for optical satellite imagery: Features, algorithms, validation, and prospects. ISPRS Journal of Photogrammetry and Remote Sensing, 188, pp.89-108. [HTML] [PDF] [Project] (ESI Highly Cited Paper🏆)

  • Zhu, S., Li, Z. and Shen, H., 2024. Transferring Deep Models for Cloud Detection in Multisensor Images via Weakly Supervised Learning. IEEE Transactions on Geoscience and Remote Sensing, 62, 5609518. [HTML] [PDF] [Dataset]

  • Zhu, S., Li, Z., Shen, H. and Lin, D., 2023. A fast two-step algorithm for large-area thick cloud removal in high-resolution images. Remote Sensing Letters, 14(1), 1-9. [HTML] [PDF]

  • Li, Z., Xu, S., Weng, Q., 2024. Can we reconstruct cloud-covered flooding areas in harmonized Landsat and Sentinel-2 image time series?, IEEE International Geoscience and Remote Sensing Symposium (IGARSS). pp. 3686–3688, Athens, Greece.

  • 张宇卓, 李志伟, 沈焕锋, 彭小元, 2022. 激光雷达数据辅助的FY-3D影像阈值自适应云检测方法. 遥感技术与应用. 37(5): 1109-1118.

  • 汪宇浩, 沈焕锋, 李志伟, 2024. 基于L1正则化的MODIS地表反射率数据时域重建方法. 遥感技术与应用. 39(3): 603-611.


相关链接

1）项目数据集与代码分享网站

2）研究成果媒体报道

3）研究成果科普介绍