[IPOL announce] new preprint: Analysis and Extension of the Ponomarenko et al Method, Estimating a Noise Curve from a Single Image
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Mon May 27 13:01:19 CEST 2013
A new preprint is available in IPOL: http://www.ipol.im/pub/pre/82/
Analysis and Extension of the Ponomarenko et al Method, Estimating a
Noise Curve from a Single Image
by Miguel Colom, Antoni Buades
Abstract
In the article "An Automatic Approach to Lossy Compression of AVIRIS
Images" N.N. Ponomarenko et al. propose a new method to specifically
compress AVIRIS images. As part of the compression algorithm, a noise
estimation is performed with a proposed new algorithm based on the
computation of the variance of overlapping 8x8 blocks. The noise is
estimated on the high-frequency orthonormal DCT-II coefficients of the
blocks. To avoid the effect of edges and textures, the blocks are sorted
according to their energy measured on a set of low-frequency
coefficients. The final noise estimation is obtained by computing the
median of the variances measured on the high-frequency part of the
spectrum of the blocks using only those whose energy (measured on the
low-frequencies) is low. A small percentile of the total set of blocks
(typically the 0.5%) is used to select those blocks with the lower
energy at the low-frequencies. Although the method measures uniform
Gaussian noise, it can be easily adapted to deal with signal-dependent
noise, which is realistic with the Poisson noise model obtained by a CCD
device in a digital camera.
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