Otolith shape feature extraction oriented to automatic classification with open distributed data
10 pages, 7 figures, 4 tables
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Format: | artículo biblioteca |
Language: | English |
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CSIRO Publishing
2005
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Subjects: | Image processing, Shape characterisation, Shape descriptors, |
Online Access: | http://hdl.handle.net/10261/28509 |
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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 |
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Image processing Shape characterisation Shape descriptors Image processing Shape characterisation Shape descriptors |
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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 |
_version_ |
1777665773973536768 |