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Efficient Computation of Morphological Greyscale Reconstruction

Authors: Pavel Karas

Published in: OASIcs, Volume 16, Sixth Doctoral Workshop on Mathematical and Engineering Methods in Computer Science (MEMICS'10) -- Selected Papers (2011)


Abstract
Morphological reconstruction is an important image operator from mathematical morphology. It is very often used for filtering, segmentation, and feature extraction. However, its computation can be very time-consuming for some input data. In this paper we review several efficient algorithms to compute the reconstruction, and compare their performance on real 3D images of large sizes. Furthermore, we propose a GPU implementation which performs up to 15x faster than the CPU methods. To our best knowledge, this is the first GPU implementation of the morphological reconstruction, described in literature.

Cite as

Pavel Karas. Efficient Computation of Morphological Greyscale Reconstruction. In Sixth Doctoral Workshop on Mathematical and Engineering Methods in Computer Science (MEMICS'10) -- Selected Papers. Open Access Series in Informatics (OASIcs), Volume 16, pp. 54-61, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2011)


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@InProceedings{karas:OASIcs.MEMICS.2010.54,
  author =	{Karas, Pavel},
  title =	{{Efficient Computation of Morphological Greyscale Reconstruction}},
  booktitle =	{Sixth Doctoral Workshop on Mathematical and Engineering Methods in Computer Science (MEMICS'10) -- Selected Papers},
  pages =	{54--61},
  series =	{Open Access Series in Informatics (OASIcs)},
  ISBN =	{978-3-939897-22-4},
  ISSN =	{2190-6807},
  year =	{2011},
  volume =	{16},
  editor =	{Matyska, Ludek and Kozubek, Michal and Vojnar, Tomas and Zemcik, Pavel and Antos, David},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops-dev.dagstuhl.de/entities/document/10.4230/OASIcs.MEMICS.2010.54},
  URN =		{urn:nbn:de:0030-drops-30679},
  doi =		{10.4230/OASIcs.MEMICS.2010.54},
  annote =	{Keywords: GPU, morphological reconstruction}
}
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