Title :
Introduction to the Issue on Advances in Hyperspectral Data Processing and Analysis
Author :
Prasad, Saurabh ; Chanussot, Jocelyn ; Fowler, James E. ; Bioucas-Dias, Jose ; Creuserre, Charles D.
Author_Institution :
Hyperspectral Image Analysis Lab, Electrical and Computer Engineering Department, University of Houston, Houston, TX, USA
Abstract :
The articles in this special issue represent advances in hyperspectral image-processing research. Specifically, it focuses on novel algorithmic approaches related to the representation and analysis of hyperspectral images, as well as their application to real-world image-analysis needs. It also delves into theoretical insights, performance limits, and trade-offs on the class of emerging image-processing approaches tailored to hyperspectral images. This issue covers a gamut of broad topics, from representation and sensing (image coding, compressive sensing), feature extraction and channel selection, to image analysis (spectral unmixing, classification, and detection.
Keywords :
Data processing; Hyperspectral imaging; Optical sensors; Special issues and sections;
Journal_Title :
Selected Topics in Signal Processing, IEEE Journal of
DOI :
10.1109/JSTSP.2015.2457631