no code implementations • 3 Jul 2023 • Jun Ma, Huanfeng Shen, Menghui Jiang, Liupeng Lin, Chunlei Meng, Chao Zeng, Huifang Li, Penghai Wu
Specifically, the light gradient-boosting machine (LGBM) model, which uses only remote sensing data as input, serves as the pure ML model.
no code implementations • 1 Sep 2021 • Menghui Jiang, Huanfeng Shen, Jie Li, Liangpei Zhang
Images from many remote sensing satellites, including MODIS, Landsat-8, Sentinel-1, and Sentinel-2, are utilized in the experiments.
no code implementations • 13 Aug 2021 • Huanfeng Shen, Menghui Jiang, Jie Li, Chenxia Zhou, Qiangqiang Yuan, Liangpei Zhang
In this paper, we systematically investigate the coupling of model-driven and data-driven methods, which has rarely been considered in the remote sensing image restoration and fusion communities.
no code implementations • 4 Sep 2018 • Huanfeng Shen, Menghui Jiang, Jie Li, Qiangqiang Yuan, Yanchong Wei, Liangpei Zhang
In the field of spatial-spectral fusion, the model-based method and the deep learning (DL)-based method are state-of-the-art.