Bayesian MAP detection of extragalactic point sources in microwave astronomical images
Contributo in Atti di convegno
Data di Pubblicazione:
2011
Abstract:
In this paper we review a maximum a posteriori (MAP) approach detection method in a Bayesian scheme which incorporates prior information about the source flux distribution, the locations and the number of sources of extragalactic point sources in images of the Cosmic Microwave Background. This new technique allows us to obtain fast solutions and to fix the number of detected sources in a non-arbitrary way. The performance of the method is superior to that of the standard frequentist approach based on the matched filter.
Tipologia CRIS:
04.01 Contributo in Atti di convegno
Keywords:
Radio astronomy; Bayesian methods; Signal detection; Cosmology; Point sources
Elenco autori:
Kayabol, Koray; Kuruoglu, ERCAN ENGIN; Salerno, Emanuele
Link alla scheda completa:
Titolo del libro:
IEEE ICIP2011: 2011 18th IEEE International Conference on image processing