About: Comparison of 3D Texture-based Image Descriptors in Fluorescence Microscopy

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

Attributes	Values
rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
rdfs:seeAlso	http://link.springer.com/chapter/10.1007/978-3-319-07148-0_17
Description	In recent years, research groups concentrate still more attention on 3D images, especially in the field of biomedical image processing. Adding another dimension enables to capture the entire object. On the other hand, handling 3D images requires also new algorithms, since not all of them can be modified for higher dimensions intuitively. In this article, we introduce a comparison of various implementations of 3D texture descriptors presented in the literature in recent years. We prepared an unified environment to test all of them under the same conditions. From the results of our tests we came to conclusion, that 3D variants of LBP in the combination with k-NN classifier are very strong approach with the classification accuracy more than 99% on selected group of 3D biomedical images. In recent years, research groups concentrate still more attention on 3D images, especially in the field of biomedical image processing. Adding another dimension enables to capture the entire object. On the other hand, handling 3D images requires also new algorithms, since not all of them can be modified for higher dimensions intuitively. In this article, we introduce a comparison of various implementations of 3D texture descriptors presented in the literature in recent years. We prepared an unified environment to test all of them under the same conditions. From the results of our tests we came to conclusion, that 3D variants of LBP in the combination with k-NN classifier are very strong approach with the classification accuracy more than 99% on selected group of 3D biomedical images. (en)
Title	Comparison of 3D Texture-based Image Descriptors in Fluorescence Microscopy Comparison of 3D Texture-based Image Descriptors in Fluorescence Microscopy (en)
skos:prefLabel	Comparison of 3D Texture-based Image Descriptors in Fluorescence Microscopy Comparison of 3D Texture-based Image Descriptors in Fluorescence Microscopy (en)
skos:notation	RIV/00216224:14330/14:00073552!RIV15-MSM-14330___
http://linked.open...avai/riv/aktivita	P S
http://linked.open...avai/riv/aktivity	P(GBP302/12/G157), S
http://linked.open...vai/riv/dodaniDat	2015
http://linked.open...aciTvurceVysledku	Svoboda, David Majtner, Tomáš
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Masarykova univerzita / Fakulta informatiky
http://linked.open...dnocenehoVysledku	8287
http://linked.open...ai/riv/idVysledku	RIV/00216224:14330/14:00073552
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	3D images; Texture descriptors; Fluorescence microscopy; Local Binary Patterns (en)
http://linked.open.../riv/klicoveSlovo	Fluorescence microscopy 3D images Local Binary Patterns Texture descriptors
http://linked.open...ontrolniKodProRIV	[8CA8AC951900]
http://linked.open...v/mistoKonaniAkce	Brno, Czech Republic
http://linked.open...i/riv/mistoVydani	Switzerland
http://linked.open...i/riv/nazevZdroje	16th International Workshop on Combinatorial Image Analysis (IWCIA) 2014
http://linked.open...in/vavai/riv/obor	JD
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	Dynamics and Organization of Chromosomes in the Cell Cycle and during Differentiation under Normal and Pathological Conditions
http://linked.open...UplatneniVysledku	2014
http://linked.open...iv/tvurceVysledku	Svoboda, David Majtner, Tomáš
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2014-05-28 (xsd:date)
issn	0302-9743
number of pages	10 (xsd:int)
http://bibframe.org/vocab/doi	10.1007/978-3-319-07148-0_17
http://purl.org/ne...btex#hasPublisher	Springer International Publishing
https://schema.org/isbn	9783319071473
http://localhost/t...ganizacniJednotka	14330

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