3 papers
cs.CV2024
Fast Semisupervised Unmixing Using Nonconvex Optimization
Behnood Rasti, Alexandre Zouaoui, Julien Mairal +1
In this paper, we introduce a novel linear model tailored for semisupervised/library-based unmixing. Our model incorporates considerations for library mismatch while enabling the e…
cs.LG2024
MLXP: A Framework for Conducting Replicable Experiments in Python
Michael Arbel, Alexandre Zouaoui
Replicability in machine learning (ML) research is increasingly concerning due to the utilization of complex non-deterministic algorithms and the dependence on numerous hyper-param…
eess.IV2024
Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package
Behnood Rasti, Alexandre Zouaoui, Julien Mairal +1
Spectral pixels are often a mixture of the pure spectra of the materials, called endmembers, due to the low spatial resolution of hyperspectral sensors, double scattering, and inti…