Title :
Noise in imaging chains: correlations and predictions
Author :
Buzzi, Jérôme ; Guichard, Frédéric
Author_Institution :
DXO Labs, Buologne, France
Abstract :
Noise is an important factor in image quality. We analyze it in images produced by digital cameras. We show that, beyond the usual standard deviation measurement, spatial correlations also convey interesting information which allows to (i) better describe the perception of the noise, (ii) analyze an unknown imaging chain. Indeed, knowledge of these spatial correlations is necessary to predict the noise after the rescaling and sampling involved in a realistic imaging chains.
Keywords :
cameras; image processing; noise; imaging chain noise; spatial correlations; Additive noise; Convolution; Digital cameras; Gaussian noise; Image analysis; Image quality; Kernel; Measurement standards; Noise level; Noise measurement;
Conference_Titel :
Image Processing, 2005. ICIP 2005. IEEE International Conference on
Print_ISBN :
0-7803-9134-9
DOI :
10.1109/ICIP.2005.1529774