67 citations · 292 across the 17 of their papers we have counts for
Showing 2015Show all
3 papers · 1 filter
physics.data-an2015★ 67 cited
Hyperspectral Unmixing in Presence of Endmember Variability, Nonlinearity or Mismodelling Effects
Abderrahim Halimi, Paul Honeine, Jose Bioucas-Dias
This paper presents three hyperspectral mixture models jointly with Bayesian algorithms for supervised hyperspectral unmixing. Based on the residual component analysis model, the p…
stat.ML2015★ 2 cited
Bi-Objective Nonnegative Matrix Factorization: Linear Versus Kernel-Based Models
Paul Honeine, Fei Zhu
Nonnegative matrix factorization (NMF) is a powerful class of feature extraction techniques that has been successfully applied in many fields, namely in signal and image processing…
stat.AP2015★ 40 cited
Estimating the Intrinsic Dimension of Hyperspectral Images Using an Eigen-Gap Approach
A. Halimi, P. Honeine, M. Kharouf +2
Linear mixture models are commonly used to represent hyperspectral datacube as a linear combinations of endmember spectra. However, determining of the number of endmembers for imag…