LOSSY COMPRESSION OF NOISY IMAGES

Citation
Ok. Alshaykh et Rm. Mersereau, LOSSY COMPRESSION OF NOISY IMAGES, IEEE transactions on image processing, 7(12), 1998, pp. 1641-1652
Citations number
34
Categorie Soggetti
Computer Science Software Graphycs Programming","Computer Science Theory & Methods","Engineering, Eletrical & Electronic","Computer Science Software Graphycs Programming","Computer Science Theory & Methods
ISSN journal
10577149
Volume
7
Issue
12
Year of publication
1998
Pages
1641 - 1652
Database
ISI
SICI code
1057-7149(1998)7:12<1641:LCONI>2.0.ZU;2-O
Abstract
Noise degrades the performance of any image compression algorithm, Thi s paper studies the effect of noise bn lossy image compression. The ef fect of Gaussian, Poisson, and film-grain noise on compression is stud ied. To reduce the effect of the noise on compression, the distortion is measured with respect to the original image not to the input of the coder. Results of noisy source coding are then used to design the opt imal coder. In the minimum-mean-square-error (MMSE) sense, this is equ ivalent to an MMSE estimator followed by an MMSE coder. The coders for the Poisson noise and the film-grain noise cases are derived and thei r performance is studied. The effect of this preprocessing step is stu died using standard coders, e,g,, JPEG, also. As will be demonstrated, higher quality is achieved at lower bit rates.