SPACE-VARIANT RECURSIVE RESTORATION OF NOISY IMAGES

被引:12
作者
DESANTIS, A
GERMANI, A
JETTO, L
机构
[1] UNIV LAQUILA, DIPARTIMENTO INGN ELETT, I-67100 LAQUILA, ITALY
[2] CNR, INST ANAL SISTEMI & INFORMAT, ROME, ITALY
[3] POLITECN TORINO, DIPARTIMENTO AUTOMAT & INFORMAT, I-10128 TURIN, ITALY
关键词
D O I
10.1109/82.285704
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A new approach to the modelling and filtering problems of nonhomogeneous images is proposed. The main assumption is that the whole image can be modelled by a collection of open subregions where the 2-D signal is regular enough to be well described by a smooth two-dimensional Gaussian process. The boundary points between two adjacent subregions are the image edges which represent sharp discontinuities in the signal distribution. A non-stationary state-space representation with structural information about image edges is then obtained. This allows the model to vary, adapting to the presence of spatial discontinuities. The reported simulation results show high filter performances.
引用
收藏
页码:249 / 261
页数:13
相关论文
共 34 条
[1]   NON-LINEAR RESTORATION OF NOISY IMAGES [J].
ABRAMATIC, JF ;
SILVERMAN, LM .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1982, 4 (02) :141-149
[2]   IMAGE-RESTORATION BASED ON A SUBJECTIVE CRITERION [J].
ANDERSON, GL ;
NETRAVALI, AN .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1976, 6 (12) :845-853
[3]  
ARGILE E, 1971, P IEEE, V59, P285
[4]   EDGE-PRESERVING RECURSIVE NOISE-SMOOTHING ALGORITHM FOR IMAGE DATA [J].
BIEMOND, J ;
GERBRANDS, JJ .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1979, 9 (10) :622-627
[5]  
BILLINGSLEY P., 1979, PROBABILITY MEASURE
[6]   QUANTITATIVE-EVALUATION OF EDGE DETECTION SCHEMES AND THEIR COMPARISON WITH HUMAN PERFORMANCE [J].
FRAM, JR ;
DEUTSCH, ES .
IEEE TRANSACTIONS ON COMPUTERS, 1975, C 24 (06) :616-628
[7]  
FROM JR, 1978, IEEE T COMPUT, V27, P205
[8]   IMAGE MODELING AND RESTORATION - A NEW APPROACH [J].
GERMANI, A ;
JETTO, L .
CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 1988, 7 (04) :427-457
[9]   2-DIMENSIONAL BAYESIAN ESTIMATE OF IMAGES [J].
HABIBI, A .
PROCEEDINGS OF THE INSTITUTE OF ELECTRICAL AND ELECTRONICS ENGINEERS, 1972, 60 (07) :878-&
[10]   PARTIAL-DIFFERENTIAL EQUATIONS AND FINITE-DIFFERENCE METHODS IN IMAGE-PROCESSING .1. IMAGE REPRESENTATION [J].
JAIN, AK .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1977, 23 (01) :65-91