Image restoration using the Q-Ising spin glass

Jun-ichi Inoue and Domenico M. Carlucci
Phys. Rev. E 64, 036121 – Published 29 August 2001
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Abstract

We investigate static and dynamic properties of gray-scale image restoration by making use of the Q-Ising spin glass model, whose ladder symmetry allows us to take in account the distance between two spins. We thus give an explicit expression of the Hamming distance between the original and restored images as a function of the hyperparameters in the mean field limit. Finally, numerical simulations for real-world pictures are carried out to prove the efficiency of our model.

  • Received 27 June 2000

DOI:https://doi.org/10.1103/PhysRevE.64.036121

©2001 American Physical Society

Authors & Affiliations

Jun-ichi Inoue

  • Complex Systems Engineering, Graduate School of Engineering, Hokkaido University, N13-W8, Kita-ku, Sapporo, 060-8628, Japan

Domenico M. Carlucci

  • Instituut voor Theoretische Fysica, K. U. Leuven, B-3001 Leuven, Belgium

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Vol. 64, Iss. 3 — September 2001

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