Robustness of Morphological Filters

Sari PELTONEN; Pauli KUOSMANEN

Robustness of Morphological Filters

Sari PELTONEN, Pauli KUOSMANEN

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In this paper our recently introduced method called output distributional influence function (ODIF) is used for the evaluation of the robustness properties of the nonlinear filter class of morphological filters. Several examples of the ODIFs for the dilation, closing and clos-opening are given and explained carefully. For each of these morphological filters the effect of filter length is examined by using the ODIFs for the expectation and variance. The robustness properties of the filters are also compared to each other and the effect of the distribution of the contamination is investigated for the closing as an example of realistic filtering conditions.

Publication: IEICE TRANSACTIONS on Fundamentals Vol.E86-A No.9 pp.2222-2228

Publication Date: 2003/09/01

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Type of Manuscript: Special Section PAPER (Special Section on Nonlinear Theory and its Applications)

Category: Nonlinear Signal Processing and Coding

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Sari PELTONEN, Pauli KUOSMANEN, "Robustness of Morphological Filters" in IEICE TRANSACTIONS on Fundamentals, vol. E86-A, no. 9, pp. 2222-2228, September 2003, doi: .
Abstract: In this paper our recently introduced method called output distributional influence function (ODIF) is used for the evaluation of the robustness properties of the nonlinear filter class of morphological filters. Several examples of the ODIFs for the dilation, closing and clos-opening are given and explained carefully. For each of these morphological filters the effect of filter length is examined by using the ODIFs for the expectation and variance. The robustness properties of the filters are also compared to each other and the effect of the distribution of the contamination is investigated for the closing as an example of realistic filtering conditions.
URL: https://global.ieice.org/en_transactions/fundamentals/10.1587/e86-a_9_2222/_p

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@ARTICLE{e86-a_9_2222,
author={Sari PELTONEN, Pauli KUOSMANEN, },
journal={IEICE TRANSACTIONS on Fundamentals},
title={Robustness of Morphological Filters},
year={2003},
volume={E86-A},
number={9},
pages={2222-2228},
abstract={In this paper our recently introduced method called output distributional influence function (ODIF) is used for the evaluation of the robustness properties of the nonlinear filter class of morphological filters. Several examples of the ODIFs for the dilation, closing and clos-opening are given and explained carefully. For each of these morphological filters the effect of filter length is examined by using the ODIFs for the expectation and variance. The robustness properties of the filters are also compared to each other and the effect of the distribution of the contamination is investigated for the closing as an example of realistic filtering conditions.},
keywords={},
doi={},
ISSN={},
month={September},}

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TY - JOUR
TI - Robustness of Morphological Filters
T2 - IEICE TRANSACTIONS on Fundamentals
SP - 2222
EP - 2228
AU - Sari PELTONEN
AU - Pauli KUOSMANEN
PY - 2003
DO -
JO - IEICE TRANSACTIONS on Fundamentals
SN -
VL - E86-A
IS - 9
JA - IEICE TRANSACTIONS on Fundamentals
Y1 - September 2003
AB - In this paper our recently introduced method called output distributional influence function (ODIF) is used for the evaluation of the robustness properties of the nonlinear filter class of morphological filters. Several examples of the ODIFs for the dilation, closing and clos-opening are given and explained carefully. For each of these morphological filters the effect of filter length is examined by using the ODIFs for the expectation and variance. The robustness properties of the filters are also compared to each other and the effect of the distribution of the contamination is investigated for the closing as an example of realistic filtering conditions.
ER -