DocumentCode
1596610
Title
Local discriminant bases representation and non-linear growth processing for species classification and age estimation of fish based on otolith images
Author
Soria, J.A. ; Lombarte, A. ; Parisi, V.
Author_Institution
DEE (UPC), Balaguer
fYear
2008
Firstpage
1
Lastpage
6
Abstract
In computer based fish identification from otolith images, recent techniques such as Curvature Scale Space (CCS) and Wavelets have been used to locate the position of singular features. On the other hand, automated fish ageing methods use Fourier Transform (FT), Principal Component Analysis (PCA) or Peak Based Representation (PBR) to enhance classifier performance. In this work we use the Local Discriminant Bases algorithm (LDB). In ageing applications, is necessary to employ an optimization method to demodulate growth effects before using the LDB. LDB can also be used for fish identification after filtering and resampling the otolith contour. The proposed methods have been tested with otolith contours from a web-base database and with images of cod otolith sections. In both cases results show that only a few bases are needed to represent class features accurately.
Keywords
Fourier transforms; biology computing; feature extraction; geophysical signal processing; image classification; image representation; oceanographic techniques; oceanography; principal component analysis; wavelet transforms; Fourier transform; Web-base database; automated fish ageing method; class feature representation; classifier performance; cod otolith; computer based fish identification; curvature scale space; fish age estimation; fish species classification; growth effect demodulation; local discriminant basis representation; nonlinear growth processing; optimization method; otolith contour filtering; otolith contour resampling; otolith images; peak based representation; principal component analysis; wavelets; Aging; Bioreactors; Carbon capture and storage; Filtering; Fourier transforms; Image databases; Marine animals; Optimization methods; Principal component analysis; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
OCEANS 2008 - MTS/IEEE Kobe Techno-Ocean
Conference_Location
Kobe
Print_ISBN
978-1-4244-2125-1
Electronic_ISBN
978-1-4244-2126-8
Type
conf
DOI
10.1109/OCEANSKOBE.2008.4530950
Filename
4530950
Link To Document