Otolith shape feature extraction oriented to automatic classification with open distributed data

10 pages, 7 figures, 4 tables

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Main Authors: Piera, Jaume, Parisi-Baradad, Vicenç, García-Ladona, Emilio, Lombarte, Antoni, Recasens, Laura, Cabestany, J.
Format: artículo biblioteca
Language:English
Published: CSIRO Publishing 2005
Subjects:Image processing, Shape characterisation, Shape descriptors,
Online Access:http://hdl.handle.net/10261/28509
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spelling dig-icm-es-10261-285092020-11-10T09:40:12Z Otolith shape feature extraction oriented to automatic classification with open distributed data Piera, Jaume Parisi-Baradad, Vicenç García-Ladona, Emilio Lombarte, Antoni Recasens, Laura Cabestany, J. Image processing Shape characterisation Shape descriptors 10 pages, 7 figures, 4 tables The present study reviewed some of the critical pre-processing steps required for otolith shape characterisation for automatic classification with heterogeneous distributed data. A common procedure for optimising automatic classification is to apply data pre-processing in order to reduce the dimension of vector inputs. One of the key aspects of these pre-processing methods is the type of codification method used for describing the otolith contour. Two types of codification methods (Cartesian and Polar) were evaluated, and the limitations (loss of information) and the benefits (invariance to affine transformations) associated with each method were pointed out. The comparative study was developed using four types of shape descriptors (morphological, statistical, spectral and multiscale), and focused on data codification techniques and their effects on extracting shape features for automatic classification. A new method derived from the Karhunen–Loève transformation was proposed as the main procedure for standardising the codification of the otolith contours. The present study was funded by the IBACS project (European Union Project QLRT-2001-01610), by the Spanish project AVG-ION (McyT-TIC2000-0376-p4-04) from the Spanish Ministry of Science and Technology and by the IBACS European project. Peer reviewed 2010-10-15T13:11:54Z 2010-10-15T13:11:54Z 2005 artículo http://purl.org/coar/resource_type/c_6501 Marine and Freshwater Research 56(5): 805–814 (2005) 1323-1650 http://hdl.handle.net/10261/28509 10.1071/MF04163 en https://doi.org/10.1071/MF04163 none 22195 bytes application/pdf CSIRO Publishing
institution ICM ES
collection DSpace
country España
countrycode ES
component Bibliográfico
access En linea
databasecode dig-icm-es
tag biblioteca
region Europa del Sur
libraryname Biblioteca del ICM España
language English
topic Image processing
Shape characterisation
Shape descriptors
Image processing
Shape characterisation
Shape descriptors
spellingShingle Image processing
Shape characterisation
Shape descriptors
Image processing
Shape characterisation
Shape descriptors
Piera, Jaume
Parisi-Baradad, Vicenç
García-Ladona, Emilio
Lombarte, Antoni
Recasens, Laura
Cabestany, J.
Otolith shape feature extraction oriented to automatic classification with open distributed data
description 10 pages, 7 figures, 4 tables
format artículo
topic_facet Image processing
Shape characterisation
Shape descriptors
author Piera, Jaume
Parisi-Baradad, Vicenç
García-Ladona, Emilio
Lombarte, Antoni
Recasens, Laura
Cabestany, J.
author_facet Piera, Jaume
Parisi-Baradad, Vicenç
García-Ladona, Emilio
Lombarte, Antoni
Recasens, Laura
Cabestany, J.
author_sort Piera, Jaume
title Otolith shape feature extraction oriented to automatic classification with open distributed data
title_short Otolith shape feature extraction oriented to automatic classification with open distributed data
title_full Otolith shape feature extraction oriented to automatic classification with open distributed data
title_fullStr Otolith shape feature extraction oriented to automatic classification with open distributed data
title_full_unstemmed Otolith shape feature extraction oriented to automatic classification with open distributed data
title_sort otolith shape feature extraction oriented to automatic classification with open distributed data
publisher CSIRO Publishing
publishDate 2005
url http://hdl.handle.net/10261/28509
work_keys_str_mv AT pierajaume otolithshapefeatureextractionorientedtoautomaticclassificationwithopendistributeddata
AT parisibaradadvicenc otolithshapefeatureextractionorientedtoautomaticclassificationwithopendistributeddata
AT garcialadonaemilio otolithshapefeatureextractionorientedtoautomaticclassificationwithopendistributeddata
AT lombarteantoni otolithshapefeatureextractionorientedtoautomaticclassificationwithopendistributeddata
AT recasenslaura otolithshapefeatureextractionorientedtoautomaticclassificationwithopendistributeddata
AT cabestanyj otolithshapefeatureextractionorientedtoautomaticclassificationwithopendistributeddata
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