A regularized image restoration algorithm for lossy compression in astronomy

被引:14
作者
Bobichon, Y
Bijaoui, A
机构
[1] Observatoire de la Côte d'Azur, Dpt. CERGA URA CNRS 1360, 06304 Nice Cedex 4
关键词
image compression; multiresolution; regularization constraint; image restoration;
D O I
10.1023/A:1007923229275
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
Astronomical images currently provide large amounts of data. Lossy compression algorithms have recently been developed for high compression ratios. These compression techniques introduce distortion in the compressed images and for high compression ratios, a blocking effect appears. We propose a modified compression algorithm based on the hcompress scheme. and we introduce a new decompression method based on the regularization theory. The image is restored scale by scale in a multiresolution scheme and the information lost during the compression is recovered by applying a Tikhonov regularization constraint. The experimental results show that the blocking effect is reduced and some measurements made on a simulated image show that the astrometric and the photometric properties of the restored images are improved.
引用
收藏
页码:239 / 255
页数:17
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