Title :
Artifact Removal for GLS Map Makers by Means of Post-Processing
Author :
Piazzo, L. ; Ikhenaode, D. ; Natoli, P. ; Pestalozzi, M. ; Piacentini, F. ; Traficante, A.
Author_Institution :
Dept. of Inf., Electron. & Telecommun., Univ. of Rome La Sapienza, Rome, Italy
Abstract :
The quality of astrophysical images produced by means of the generalized least square (GLS) approach may be degraded by the presence of artificial structures, obviously not present in the sky. This problem affects, in different degrees, all images produced by the instruments onboard the European Space Agency´s Herschel satellite. In this paper, we analyze these artifacts and introduce a method to remove them. The method is based on a post-processing of GLS image that estimates and removes the artifacts subtracting them from the original image. We find that the only drawback of this method is a slight increase of the background noise which, however, can be mitigated by detecting the artifacts and by performing the subtraction only where they are detected. The efficiency of the approach is demonstrated and quantified using simulated and real data.
Keywords :
artificial satellites; astronomy computing; image processing; infrared imaging; European Space Agency; GLS approach; GLS map makers; Herschel satellite; artifact detection; artifact removal; artificial structures; astrophysical image quality; background noise; generalized least square; post-processing; real data; simulated data; Bolometers; Instruments; Least squares approximations; Picture archiving and communication systems; Astrophysics; infrared imaging; least squares methods; map making; Algorithms; Artifacts; Geographic Information Systems; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Reproducibility of Results; Satellite Imagery; Sensitivity and Specificity;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2012.2197009