Spectral variability significantly impacts the accuracy and convergence of hyperspectral unmixing algorithms. Many methods address complex spectral variability; yet large-scale distortions to the scale of the observed pixel signatures due to topography ...
Praveen Sumanasekara +6 more
doaj +1 more source
Substance Dependence Constrained Sparse NMF for Hyperspectral Unmixing
Hyperspectral unmixing is one of the most important problems in analyzing remote sensing images, which aims to decompose a mixed pixel into a collection of constituent materials named endmembers and their corresponding fractional abundances.
Lu, Xiaoqiang, Yuan, Yuan, Fu, Min
core +1 more source
An Open Evaluation of Hyperspectral Unmixing Strategies for EDS Analysis. [PDF]
Taillon JA.
europepmc +1 more source
Contributions to Hyperspectral Unmixing
Contribution au démélange hyperspectral Le démelangeage spectral est un domaine de recherche actif qui trouve des applications dans des domaines variés comme la télédétection, le traitement des signaux audio ou la chimie. Dans le contexte des capteurs hyper spectraux, les images acquises sont souvent de faible résolution spatiale ...
openaire +2 more sources
A Dye-Free Analog to Retinal Angiography Using Hyperspectral Unmixing to Retrieve Oxyhemoglobin Abundance. [PDF]
Dwight JG +3 more
europepmc +1 more source
An Abundance-Guided Mamba Network for Hyperspectral Unmixing. [PDF]
Tang Z, Wang X, Li B.
europepmc +1 more source
Spatial-Channel Multiscale Transformer Network for Hyperspectral Unmixing. [PDF]
Sun H, Cao Q, Meng F, Xu J, Cheng M.
europepmc +1 more source
Autoencoder-Based Hyperspectral Unmixing with Simultaneous Number-of-Endmembers Estimation. [PDF]
Alshahrani AA, Bchir O, Ben Ismail MM.
europepmc +1 more source
Hyperspectral unmixing for Raman spectroscopy via physics-constrained autoencoders. [PDF]
Georgiev D +6 more
europepmc +1 more source
AI-Driven Hyperspectral Imaging in Clinical Medicine: A Critical Appraisal of Translational Readiness. [PDF]
Meeran ABM +5 more
europepmc +1 more source

