Y. Bobichon et A. Bijaoui, A REGULARIZED IMAGE-RESTORATION ALGORITHM FOR LOSSY COMPRESSION IN ASTRONOMY, Experimental astronomy, 7(3), 1997, pp. 239-255
Astronomical images currently provide large amounts of data. Lossy com
pression algorithms have recently been developed for high compression
ratios. These compression techniques introduce distortion in the compr
essed images and for high compression ratios, a blocking effect appear
s. We propose a modified compression algorithm based on the hcompress
scheme. and we introduce a new decompression method based on the regul
arization theory. The image is restored scale by scale in a multiresol
ution scheme and the information lost during the compression is recove
red by applying a Tikhonov regularization constraint. The experimental
results show that the blocking effect is reduced and some measurement
s made on a simulated image show that the astrometric and the photomet
ric properties of the restored images are improved.