Title :
Variational Image Deblurring Using Modified Hopfield Neural Network
Author :
Hongying, Zhang ; Qicong, PENG ; Yadong, Wu
Author_Institution :
Sch. of Commun. & Inf. Eng., Univ. of Electron. Sci. & Technol. of China, Chengdu
Abstract :
We address the problem of variational image restoration by neural network in this paper. A variational image deblurring algorithm based on modified Hopfield neural network (MHNN) is proposed. Then we analyze the convergence of the deblurring algorithm and give a strategy to guarantee the algorithm to converge stable state. Comparative experimental results show that the proposed algorithm is favorable to other related algorithms
Keywords :
Hopfield neural nets; image restoration; MHNN; image deblurring algorithm; image restoration; modified Hopfield neural network; Algorithm design and analysis; Computer science; Hopfield neural networks; Image converters; Image processing; Image restoration; Neural networks; Parallel processing; Partial differential equations; TV;
Conference_Titel :
Communications, Circuits and Systems Proceedings, 2006 International Conference on
Conference_Location :
Guilin
Print_ISBN :
0-7803-9584-0
Electronic_ISBN :
0-7803-9585-9
DOI :
10.1109/ICCCAS.2006.284669
