Title :
Image filtering by reduced kernels exploiting kernel structure and focal-plane averaging
Author :
Fernandez-Berni, J. ; Carmona-Galan, R. ; Rodríguez-Vázquez, A.
Author_Institution :
Inst. of Microelectron. of Seville (IMSE-CNM), Univ. de Sevilla, Sevilla, Spain
Abstract :
Incorporating multi-resolution capabilities into imagers renders additional power saving mechanisms in the subsequent image processing. In this paper, we show how, by exploiting a certain mask structure, 3 × 3 kernels can be reduced to 2 × 2 kernels if charge redistribution is provided at the focal plane of the imaging device. More precisely, by averaging and shifting a half-resolution pixel grid, we will have a pre-processed image, subsampled by a factor of 2 on each dimension, that can be filtered with a mask of a reduced size. Very useful image filtering kernels, like a 3 × 3 Gaussian kernel for image smoothing, or the well-known Sobel operators, fall into this category of reducible kernels. Operating onto the pre-processed image with one of these reduced kernels represents a smaller number of operations per pixel than realizing all the multiply-accumulate operations needed to apply a 3 × 3 kernel. Memory accesses are reduced in the same fraction. Concerning the difficulties of providing this pre-processed image representation, we propose a methodology for obtaining it at a very low power cost. It requires the implementation of user definable image subdivision and subsampling at the focal plane. Experimental results are given, obtained from measurements on a CMOS imager prototype chip incorporating these multi-resolution capabilities.
Keywords :
CMOS image sensors; Gaussian processes; filtering theory; image representation; image resolution; CMOS imager prototype chip; Gaussian kernel; Sobel operators; focal-plane averaging; image filtering; image representation; image smoothing; multi-resolution capabilities; power saving mechanisms; Arrays; Image resolution; Kernel; Prototypes; Registers; System-on-a-chip;
Conference_Titel :
Circuit Theory and Design (ECCTD), 2011 20th European Conference on
Conference_Location :
Linkoping
Print_ISBN :
978-1-4577-0617-2
Electronic_ISBN :
978-1-4577-0616-5
DOI :
10.1109/ECCTD.2011.6043324