Title :
Restoration of color images subjected to interchannel blurring
Author :
Kaulgud, Narasimha ; Desai, U.B.
Author_Institution :
SPANN Lab., IIT Bombay, Mumbai, India
Abstract :
This paper deals with the restoration of colored images, distorted by both intra- and inter-channel blur, and corrupted by additive white Gaussian noise. The image is modeled as a Markov Random Field (MRF), and color image restoration is cast as a maximum a posteriori (MAP) estimation problem. We propose a First Order Interchannel Interaction (FOII) model for image restoration. Simulated annealing algorithm is then used to minimize the posterior energy function. We compare the simulation results of the conventional non-interaction (NI) approach and the proposed FOII approach. The proposed model is fairly general, and the results are satisfactory even when interchannel degradation parameter is unknown
Keywords :
AWGN; Markov processes; image colour analysis; image restoration; minimisation; simulated annealing; Lisa image; Markov random field model; additive white Gaussian noise; color image restoration; energy function minimization; first order interchannel interaction model; interchannel blurring; intrachannel blur; inverse log cooling schedule; maximum a posteriori estimation; simulated annealing; Additive white noise; Color; Covariance matrix; Degradation; Helium; Image restoration; Markov random fields; Production facilities; Psychology; Simulated annealing;
Conference_Titel :
Circuits and Systems, 1999. ISCAS '99. Proceedings of the 1999 IEEE International Symposium on
Conference_Location :
Orlando, FL
Print_ISBN :
0-7803-5471-0
DOI :
10.1109/ISCAS.1999.779945