Forest mapping: a comparison between hyperspectral and multispectral images and technologies
Sign Up to like & getrecommendations! Published in 2017 at "Journal of Forestry Research"
DOI: 10.1007/s11676-017-0528-y
Abstract: Mapping forests is an important process in managing natural resources. At present, due to spectral resolution limitations, multispectral images do not give a complete separation between different forest species. In contrast, advances in remote sensing… read more here.
Keywords: forest mapping; multispectral images; hyperspectral multispectral; spectral signatures ... See more keywords
Fusion of Hyperspectral and Multispectral Images Based on a Bayesian Nonparametric Approach
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2019.2902847
Abstract: This paper presents a new approach to fusion of hyperspectral and multispectral images based on Bayesian nonparametric sparse representation. The approach formulates the image fusion problem within a constrained optimization framework, while assuming that the… read more here.
Keywords: fusion hyperspectral; hyperspectral multispectral; approach; bayesian nonparametric ... See more keywords
Deep Hyperspectral and Multispectral Image Fusion via Probabilistic Matrix Factorization
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2023.3244992
Abstract: Deep learning methods are popular for hyperspectral and multispectral image (HSI-MSI) fusion to obtain a high-resolution HSI. However, most of them are unsatisfactory due to limited generalization ability and poor interpretability. This article proposes a… read more here.
Keywords: matrix; fusion; multispectral image; matrix factorization ... See more keywords
Interpretable Model-Driven Deep Network for Hyperspectral, Multispectral, and Panchromatic Image Fusion.
Sign Up to like & getrecommendations! Published in 2023 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2023.3278928
Abstract: Simultaneously fusing hyperspectral (HS), multispectral (MS), and panchromatic (PAN) images brings a new paradigm to generate a high-resolution HS (HRHS) image. In this study, we propose an interpretable model-driven deep network for HS, MS, and… read more here.
Keywords: network; fusion; hyperspectral multispectral; model ... See more keywords