Double reweighted sparse regression and graph regularization for hyperspectral unmixing

S Wang, TZ Huang, XL Zhao, G Liu, Y Cheng - Remote Sensing, 2018 - mdpi.com
Hyperspectral unmixing, aiming to estimate the fractional abundances of pure spectral
signatures in each mixed pixel, has attracted considerable attention in analyzing …

[PDF][PDF] Nonconvex Optimization Algorithms for Structured Matrix Estimation in Large-Scale Data Applications

PV Giampouras - 2018 - pergamos.lib.uoa.gr
Structured matrix estimation belongs to the family of learning tasks whose main goal is to
reveal low-dimensional embeddings of high-dimensional data. Nowadays, this task appears …

[PDF][PDF] Planetary Mineral Mapping using Advanced Hyperspectral Image Spectral Unmixing. Case study: the Syrtis Major area on planet Mars

O Sykioti, P Giampouras, A Rontogiannis… - researchgate.net
During the last decade, hyperspectral imaging (HSI) has been extended to the field of
planetary exploration. Investigating the geochemical composition and evolution of a planet …

[引用][C] Hyperspectral image unmixing for mineral detection on the surface of Mars