Authors

Peter Bajorski

Abstract

Recently, we initiated research that attempts to describe performance of the subpixel detectors using analytical formulas. We showed a surprising result that MFD always outperformed OSP in a traditional theoretical formulation of the detection problem. We also showed that this theoretical formulation was not realistic in practical target detection in real spectral images. The purpose of this paper is to give specific formulas for the detection power of MFD and OSP detectors under a more realistic scenario when the background signatures vary in both target and non-target pizel spectra. In this paper, we consider normal (Gaussian) distributions of the abundances of the background signatures. We show under what conditions the MFD outperforms OSP, and when the opposite is true. We show three numerical examples of the balance between the bias of MFD and the large variability if OSP and its impact on the relative performance of these detectors.

Publication Date

2005

Comments

Note: imported from RIT’s Digital Media Library running on DSpace to RIT Scholar Works in February 2014.

Document Type

Article

Department, Program, or Center

The John D. Hromi Center for Quality and Applied Statistics (KGCOE)

Campus

RIT – Main Campus

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