Title :
Restoration of solar radio images using adaptive regularization techniques based on clustering
Author :
Machado, Will R S ; Mascarenhas, Nelson D A ; Costa, Joaquim E R
Author_Institution :
Pontificia Univ. Catolica de Minas Gerais, Pocos De Caldas, Brazil
Abstract :
The article describes a new algorithm for the restoration of solar radio images. The technique is based on the use of adaptive regularization procedures that incorporate the k-means clustering algorithm over local roughness measures. Experimental results involving simulated and real images are described. The results demonstrate the superiority of the adaptive procedure compared to conventional regularization, both from the visual and numerical points of view.
Keywords :
Sun; adaptive signal processing; deconvolution; image restoration; radioastronomical techniques; radioastronomy; solar activity; adaptive regularization; deconvolution; k-means clustering algorithm; local roughness measures; radio astronomy; solar activities; solar radio image restoration; Antenna measurements; Clustering algorithms; Degradation; Earth; Extraterrestrial measurements; Image restoration; Radio astronomy; Radiometry; Receiving antennas; Sun;
Conference_Titel :
Image Analysis and Interpretation, 2004. 6th IEEE Southwest Symposium on
Print_ISBN :
0-7803-8387-7
DOI :
10.1109/IAI.2004.1300953