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Authors: Manuel González-Hidalgo ; Sebastià Massanet ; Arnau Mir and Daniel Ruiz-Aguilera

Affiliation: University of the Balearic Islands, Spain

ISBN: 978-989-8565-33-4

Keyword(s): Edge Detection, Fuzzy Mathematical Morphology, Uninorms, Fuzzy Implications, Hysteresis.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Computational Intelligence ; Fuzzy Image, Speech and Signal Processing, Vision and Multimedia ; Fuzzy Systems ; Soft Computing

Abstract: In this paper, we study the performance of the edge detector from the fuzzy mathematical morphology based on conjunctive uninorms. Several different pairs of uninorm and fuzzy implication (configurations) are considered in the fuzzy morphological gradient. The results are compared using an objective edge detection performance measure, the so-called Pratt’s figure of merit. To reinforce the analysis a K-means clustering algorithm has been applied to study the relation between the configurations and to determine which uninorm and implication have to be chosen to obtain an optimal edge detector. According to the analysis of the obtained results, the idempotent uninorm obtained using the classical negation, and its residual implication is the best configuration in this framework.

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Paper citation in several formats:
González-Hidalgo, M.; Massanet, S.; Mir, A. and Ruiz-Aguilera, D. (2012). A Comparison Study of Some Configurations of the Uninorm Morphological Edge Detector.In Proceedings of the 4th International Joint Conference on Computational Intelligence - Volume 1: FCTA, (IJCCI 2012) ISBN 978-989-8565-33-4, pages 410-419. DOI: 10.5220/0004148804100419

@conference{fcta12,
author={Manuel González{-}Hidalgo. and Sebastià Massanet. and Arnau Mir. and Daniel Ruiz{-}Aguilera.},
title={A Comparison Study of Some Configurations of the Uninorm Morphological Edge Detector},
booktitle={Proceedings of the 4th International Joint Conference on Computational Intelligence - Volume 1: FCTA, (IJCCI 2012)},
year={2012},
pages={410-419},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004148804100419},
isbn={978-989-8565-33-4},
}

TY - CONF

JO - Proceedings of the 4th International Joint Conference on Computational Intelligence - Volume 1: FCTA, (IJCCI 2012)
TI - A Comparison Study of Some Configurations of the Uninorm Morphological Edge Detector
SN - 978-989-8565-33-4
AU - González-Hidalgo, M.
AU - Massanet, S.
AU - Mir, A.
AU - Ruiz-Aguilera, D.
PY - 2012
SP - 410
EP - 419
DO - 10.5220/0004148804100419

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