@article{ART002571201},
author={Park Choong Shik},
title={Noise-tolerant Image Restoration with Similarity-learned Fuzzy Association Memory},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2020},
volume={25},
number={3},
pages={51-55},
doi={10.9708/jksci.2020.25.03.051}
TY - JOUR
AU - Park Choong Shik
TI - Noise-tolerant Image Restoration with Similarity-learned Fuzzy Association Memory
JO - Journal of The Korea Society of Computer and Information
PY - 2020
VL - 25
IS - 3
PB - The Korean Society Of Computer And Information
SP - 51
EP - 55
SN - 1598-849X
AB - In this paper, an improved FAM is proposed by adopting similarity learning in the existing FAM (Fuzzy Associative Memory) used in image restoration. Image restoration refers to the recovery of the latent clean image from its noise-corrupted version. In serious application like face recognition, this process should be noise-tolerant, robust, fast, and scalable. The existing FAM is a simple single layered neural network that can be applied to this domain with its robust fuzzy control but has low capacity problem in real world applications. That similarity measure is implied to the connection strength of the FAM structure to minimize the root mean square error between the recovered and the original image.
The efficacy of the proposed algorithm is verified with significant low error magnitude from random noise in our experiment.
KW - Image Restoration;Fuzzy Associative Memory;Similarity Learning. Similarity Measure
DO - 10.9708/jksci.2020.25.03.051
ER -
Park Choong Shik. (2020). Noise-tolerant Image Restoration with Similarity-learned Fuzzy Association Memory. Journal of The Korea Society of Computer and Information, 25(3), 51-55.
Park Choong Shik. 2020, "Noise-tolerant Image Restoration with Similarity-learned Fuzzy Association Memory", Journal of The Korea Society of Computer and Information, vol.25, no.3 pp.51-55. Available from: doi:10.9708/jksci.2020.25.03.051
Park Choong Shik "Noise-tolerant Image Restoration with Similarity-learned Fuzzy Association Memory" Journal of The Korea Society of Computer and Information 25.3 pp.51-55 (2020) : 51.
Park Choong Shik. Noise-tolerant Image Restoration with Similarity-learned Fuzzy Association Memory. 2020; 25(3), 51-55. Available from: doi:10.9708/jksci.2020.25.03.051
Park Choong Shik. "Noise-tolerant Image Restoration with Similarity-learned Fuzzy Association Memory" Journal of The Korea Society of Computer and Information 25, no.3 (2020) : 51-55.doi: 10.9708/jksci.2020.25.03.051
Park Choong Shik. Noise-tolerant Image Restoration with Similarity-learned Fuzzy Association Memory. Journal of The Korea Society of Computer and Information, 25(3), 51-55. doi: 10.9708/jksci.2020.25.03.051
Park Choong Shik. Noise-tolerant Image Restoration with Similarity-learned Fuzzy Association Memory. Journal of The Korea Society of Computer and Information. 2020; 25(3) 51-55. doi: 10.9708/jksci.2020.25.03.051
Park Choong Shik. Noise-tolerant Image Restoration with Similarity-learned Fuzzy Association Memory. 2020; 25(3), 51-55. Available from: doi:10.9708/jksci.2020.25.03.051
Park Choong Shik. "Noise-tolerant Image Restoration with Similarity-learned Fuzzy Association Memory" Journal of The Korea Society of Computer and Information 25, no.3 (2020) : 51-55.doi: 10.9708/jksci.2020.25.03.051