Explainable AI for Earth observation: current methods, open challenges, and opportunities

G Taskin, E Aptoula, A Ertürk - Advances in Machine Learning and Image …, 2024 - Elsevier
Deep learning has taken by storm all fields involved in data analysis, including remote
sensing for Earth observation. However, despite significant advances in terms of …

Multiscale dual-domain guidance network for pan-sharpening

X He, K Yan, J Zhang, R Li, C **e… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The goal of pan-sharpening is to produce a high-spatial-resolution multispectral (HRMS)
image from a low-spatial-resolution multispectral (LRMS) counterpart by super-resolving the …

Pyramid dual domain injection network for pan-sharpening

X He, K Yan, R Li, C **e, J Zhang… - Proceedings of the …, 2023 - openaccess.thecvf.com
Pan-sharpening, a panchromatic image guided low-spatial-resolution multi-spectral super-
resolution task, aims to reconstruct the missing high-frequency information of high-resolution …

Normalization-based feature selection and restitution for pan-sharpening

M Zhou, J Huang, K Yan, G Yang, A Liu, C Li… - Proceedings of the 30th …, 2022 - dl.acm.org
Pan-sharpening is essentially a panchromatic (PAN) image-guided low-spatial resolution
MS image super-resolution problem. The commonly challenging issue of pan-sharpening is …