Title :
A hybrid image restoration algorithm based on Projections Onto Convex Sets and Harmony Search
Author :
Pires, Rafael G. ; Pereira, Luis A. M. ; Mansano, Alex F. ; Papa, Joao Paulo
Author_Institution :
Dept. of Comput., UNESP - Univ. Estadual Paulista, Bauru, Brazil
Abstract :
Image restoration is a research field that attempts to recover a blurred and noisy image. Since it can be modeled as a linear system, we propose in this paper to use the meta-heuristics optimization algorithm Harmony Search (HS) to find out near-optimal solutions in a Projections Onto Convex Sets-based formulation to solve this problem. The experiments using HS and four of its variants have shown that we can obtain near-optimal and faster restored images than other evolutionary optimization approach.
Keywords :
evolutionary computation; image restoration; evolutionary optimization; harmony search; hybrid image restoration algorithm; linear system; metaheuristics optimization algorithm; projections onto convex sets; research field; Additives; Equations; Image restoration; Mathematical model; Noise; Optimization; Vectors;
Conference_Titel :
Circuits and Systems (ISCAS), 2013 IEEE International Symposium on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-5760-9
DOI :
10.1109/ISCAS.2013.6572466