25.7.3
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The Network Based Method Spectral Unmixing Framework

Gianfranco Di Pietro

An introduction to the Network Based Method concept regarding the spectral unmixing of hyperspectral images. Bringing together several years of research performed in the unmixing domain, the readers can understand the principles behind the theory of the NBM framework and corresponding algorithms. A comprehensive analysis is also made on the current state-of-art of techniques and methods used to spectrally unmix remote sensing/hyperspectral data. The textbook course is intended for researchers, tutors, and students who want to read and understand the mathematical framework of NBM along with corresponding implemented algorithms. The full spectrum of spectral unmixing is covered, i.e. estimation of number of endmembers, endmember extraction, abundance estimation.

Skills / Knowledge

  • Spectral Mixing Models
  • Linear Mixing Model
  • Non-linear Mixing Model
  • Spectral Unmixing Frameworks
  • Endmember Number Estimation and Extraction
  • Abundance Estimation
  • The Network Concept in Hyperspectral Unmixing
  • Fractional Distance
  • Network Based Method (NBM)

Issued on

February 4, 2020

Expires on

Does not expire