Estimation of image noise variance

Citation
K. Rank et al., Estimation of image noise variance, IEE P-VIS I, 146(2), 1999, pp. 80-84
Citations number
13
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING
ISSN journal
1350245X → ACNP
Volume
146
Issue
2
Year of publication
1999
Pages
80 - 84
Database
ISI
SICI code
1350-245X(199904)146:2<80:EOINV>2.0.ZU;2-G
Abstract
A novel algorithm for estimating the noise variance of an image is presente d. The image is assumed to be corrupted by Gaussian distributed noise. The algorithm estimates the noise variance in three steps. At first the noisy i mage is filtered by a horizontal and a vertical difference operator to supp ress the influence of the (unknown) original image. In a second step a hist ogram of local signal variances is computed. Finally a statistical evaluati on of the histogram provides the desired estimation value. For a comparison with several previously published estimation methods an ensemble of 128 na tural and artificial test images is used. It is shown that with the novel a lgorithm more accurate results can be achieved.