Neural network representation and implementation of gray scale morphological operators

Sung-Jea Ko; Aldo Morales

doi:10.1109/ISCAS.1992.230003

Neural network representation and implementation of gray scale morphological operators

Sung-Jea Ko, Aldo Morales

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

1 Citation (Scopus)

Abstract

In this paper we introduce a neural network implementation of gray scale operators. In this structure, synaptic weights are represented by a gray scale structuring element. Two learning algorithms are used to train the fuzzy morphological neural networks. The first algorithm utilizes the overall equality index. The second algorithm is based on the averaged least-mean square. It is shown that the LMS based algorithm is simpler and more robust.

Original language	English
Title of host publication	1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	105-108
Number of pages	4
ISBN (Electronic)	0780305930
DOIs	https://doi.org/10.1109/ISCAS.1992.230003
Publication status	Published - 1992 Jan 1
Externally published	Yes
Event	1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992 - San Diego, United States Duration: 1992 May 10 → 1992 May 13

Publication series

Name	Proceedings - IEEE International Symposium on Circuits and Systems
Volume	1
ISSN (Print)	0271-4310

Conference

Conference	1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992
Country	United States
City	San Diego
Period	92/5/10 → 92/5/13

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ASJC Scopus subject areas

Electrical and Electronic Engineering

Cite this

Ko, S-J., & Morales, A. (1992). Neural network representation and implementation of gray scale morphological operators. In 1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992 (pp. 105-108). [230003] (Proceedings - IEEE International Symposium on Circuits and Systems; Vol. 1). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ISCAS.1992.230003

Neural network representation and implementation of gray scale morphological operators. / Ko, Sung-Jea; Morales, Aldo.

1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992. Institute of Electrical and Electronics Engineers Inc., 1992. p. 105-108 230003 (Proceedings - IEEE International Symposium on Circuits and Systems; Vol. 1).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Ko, S-J & Morales, A 1992, Neural network representation and implementation of gray scale morphological operators. in 1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992., 230003, Proceedings - IEEE International Symposium on Circuits and Systems, vol. 1, Institute of Electrical and Electronics Engineers Inc., pp. 105-108, 1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992, San Diego, United States, 92/5/10. https://doi.org/10.1109/ISCAS.1992.230003

Ko S-J, Morales A. Neural network representation and implementation of gray scale morphological operators. In 1992 IEEE International Symposium on Circuits and Systems, ISCAS 1992. Institute of Electrical and Electronics Engineers Inc. 1992. p. 105-108. 230003. (Proceedings - IEEE International Symposium on Circuits and Systems). https://doi.org/10.1109/ISCAS.1992.230003

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Access to Document

10.1109/ISCAS.1992.230003