A performance acceleration algorithm of spectral unmixing via subset selection
An acceleration algorithm for spectral unmixing approach is proposed based on subset selection. The method classifies the pixels in a spectral image into accurate and approximated unmixing groups based on the similarity and dissimilarity of ...
Guo, Yi (R18457) +3 more
core
Spectral unmixing of hyperspectral imagery using multilayer NMF
Hyperspectral images contain mixed pixels due to low spatial resolution of hyperspectral sensors. Spectral unmixing problem refers to decomposing mixed pixels into a set of endmembers and abundance fractions.
Hassan Ghassemian, Roozbeh Rajabi
core +1 more source
Improvement of the Similarity Spectral Unmixing Approach for Multiplexed Two-Photon Imaging by Linear Dimension Reduction of the Mixing Matrix. [PDF]
Rakhymzhan A +4 more
europepmc +1 more source
Development and testing of improved spectral unmixing techniques [PDF]
The tradeoff between spatial and spectral resolution gives rise to a finite ground sample size, which produces data with spectrally mixed pixels in a multispectral and hyperspectral systems.
Konno, Daisei
core
Mineral mapping and landsat thematic mapper image classification using spectral unmixing
In this paper, spectral image unmixing applied to Landsat Thematic mapper data from southern Spain is described to obtain a classified image based on abundance estimates of a number of spectral endmembers assuming linear mixing systematics.
van der Meer, F.D.
core +1 more source
An Application of Multivariate Data Analysis to Photoacoustic Imaging for the Spectral Unmixing of Gold Nanorods in Biological Tissues. [PDF]
Maturi M +3 more
europepmc +1 more source
Spectral unmixing using nonnegative matrix factorization with smoothed L0 norm constraint
Spectral unmixing using nonnegative matrix factorization with smoothed L0 norm ...
Zuyuan Yang (13101507) +3 more
core
Spectral Unmixing-Based Reaction Monitoring of Transformations between Nucleosides and Nucleobases. [PDF]
Kaspar F +8 more
europepmc +1 more source
Spectral unmixing using the concept of pure variables
This comprehensive book presents an interdisciplinary approach to demonstrate how and why data analysis, signal processing, and chemometrics are essential to resolving the spectral unmixing ...
Kucheryavskiy, Sergey V.; id_orcid
core
Deep Learning-Based Spectral Unmixing for Optoacoustic Imaging of Tissue Oxygen Saturation. [PDF]
Olefir I +5 more
europepmc +1 more source

