A review of nonlinear hyperspectral unmixing methods

R Heylen, M Parente, P Gader - IEEE Journal of Selected …, 2014 - ieeexplore.ieee.org
In hyperspectral unmixing, the prevalent model used is the linear mixing model, and a large
variety of techniques based on this model has been proposed to obtain endmembers and …

Endmember variability in spectral mixture analysis: A review

B Somers, GP Asner, L Tits, P Coppin - Remote Sensing of Environment, 2011 - Elsevier
The composite nature of remotely sensed spectral information often masks diagnostic
spectral features and hampers the detailed identification and map** of targeted …

Spectral variability in hyperspectral data unmixing: A comprehensive review

RA Borsoi, T Imbiriba, JCM Bermudez… - … and remote sensing …, 2021 - ieeexplore.ieee.org
The spectral signatures of the materials contained in hyperspectral images, also called
endmembers (EMs), can be significantly affected by variations in atmospheric, illumination …

Endmember variability in hyperspectral analysis: Addressing spectral variability during spectral unmixing

A Zare, KC Ho - IEEE Signal Processing Magazine, 2013 - ieeexplore.ieee.org
Variable illumination and environmental, atmospheric, and temporal conditions cause the
measured spectral signature for a material to vary within hyperspectral imagery. By ignoring …

A review on spectral processing methods for geological remote sensing

S Asadzadeh, CR de Souza Filho - International journal of applied earth …, 2016 - Elsevier
In this work, many of the fundamental and advanced spectral processing methods available
to geologic remote sensing are reviewed. A novel categorization scheme is proposed that …

Detection of local H2O exposed at the surface of Ceres

JP Combe, TB McCord, F Tosi, E Ammannito… - Science, 2016 - science.org
INTRODUCTION Dwarf planet Ceres' low average-density (2162±3 kg m− 3) indicates that it
must contain considerable water. Water is likely a key component in the chemical evolution …

A Gaussian mixture model representation of endmember variability in hyperspectral unmixing

Y Zhou, A Rangarajan, PD Gader - IEEE Transactions on Image …, 2018 - ieeexplore.ieee.org
Hyperspectral unmixing while considering endmember variability is usually performed by
the normal compositional model, where the endmembers for each pixel are assumed to be …

Dark material on Vesta from the infall of carbonaceous volatile-rich material

TB McCord, JY Li, JP Combe, HY McSween… - Nature, 2012 - nature.com
Localized dark and bright materials, often with extremely different albedos, were recently
found on Vesta's surface,. The range of albedos is among the largest observed on Solar …

The SuperCam infrared spectrometer for the perseverance rover of the Mars2020 mission

T Fouchet, JM Reess, F Montmessin, R Hassen-Khodja… - Icarus, 2022 - Elsevier
We present the Infrared spectrometer of SuperCam Instrument Suite that enables the Mars
2020 Perseverance Rover to study remotely the Martian mineralogy within the Jezero crater …

Spatial and spectral unmixing using the beta compositional model

X Du, A Zare, P Gader… - IEEE Journal of Selected …, 2014 - ieeexplore.ieee.org
This paper introduces the beta compositional model (BCM) for hyperspectral unmixing and
four algorithms for unmixing given the BCM. Hyperspectral unmixing estimates the …