Detection in image dependent noise (Corresp.)

The detection of two-dimensional optical signals which have been corrupted by noise is considered. Discussion is limited to the detection of a known object in a known location. The problem is approached from the classical statistical technique of hypothesis testing. Initially the solution is formula...

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Veröffentlicht in:IEEE transactions on information theory 1976-09, Vol.22 (5), p.603-610
Hauptverfasser: Cunningham, D., Laramore, R., Barrett, E.
Format: Artikel
Sprache:eng
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Zusammenfassung:The detection of two-dimensional optical signals which have been corrupted by noise is considered. Discussion is limited to the detection of a known object in a known location. The problem is approached from the classical statistical technique of hypothesis testing. Initially the solution is formulated in very general terms. The decision rule is derived for a signal distorted by noise of an unspecified type which may include signal dependent noise. Once the decision rule is obtained, the probabilities of false alarm and detection are evaluated from a {\sl a priori} knowledge of the noise and imaging system. The general results are applied to Poisson noise, signal dependent Gaussian noise, and binomial noise.
ISSN:0018-9448
1557-9654
DOI:10.1109/TIT.1976.1055591