DocumentCode :
340178
Title :
A simple algorithm for restoring images from pixellated radiation detectors
Author :
Clinthorne, Neal H. ; Strobel, Joerg
Author_Institution :
Michigan Univ., MI, USA
Volume :
2
fYear :
1998
fDate :
1998
Firstpage :
758
Abstract :
Pixellated radiation detectors suffer from a variety of non-ideal characteristics, many of which vary significantly among pixels. These include variations in gain, different background or dark-signal levels, and variations in noise characteristics. A simple method that corrects for these effects in a unified manner is described in this work. The method seeks a non-negative solution that minimizes a penalized, weighted least squares objective function. The penalty function encourages smoothness in the estimates and the variable error weighting allows measurements having disparate uncertainties to be appropriately combined. Solution is via an iterative Gauss-Seidel method with convergence usually occurring in a few iterations
Keywords :
convergence of numerical methods; image restoration; iterative methods; least squares approximations; minimisation; position sensitive particle detectors; background levels; convergence; dark-signal levels; gain variations; image restoration; iterative Gauss-Seidel method; minimization; noise characteristics; nonideal characteristics; nonnegative solution; penalized weighted least squares objective function; pixellated radiation detectors; Background noise; Gaussian processes; Image restoration; Iterative methods; Least squares methods; Measurement uncertainty; Noise level; Pixel; Radiation detectors; Weight measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Nuclear Science Symposium, 1998. Conference Record. 1998 IEEE
Conference_Location :
Toronto, Ont.
ISSN :
1082-3654
Print_ISBN :
0-7803-5021-9
Type :
conf
DOI :
10.1109/NSSMIC.1998.774285
Filename :
774285
Link To Document :
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