Development of individual recognition of female southern elephant seals, Mirounga leonina, from Punta Norte Península Valdés, applying principal components analysis

Abstract Aim The development of software able to provide individual recognition of southern elephant seals, as a tool to study colonies. This analysis was performed within a framework of studies concerning environmental dispersion produced by the El Niño Southern Oscillation effect in the Southern O...

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Published in:Journal of Biogeography
Main Authors: Caiafa, Cesar F., Proto, Araceli N., Vergani, Daniel, Stanganelli, Zulma
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2005
Subjects:
Online Access:http://dx.doi.org/10.1111/j.1365-2699.2004.01215.x
https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1111%2Fj.1365-2699.2004.01215.x
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spelling crwiley:10.1111/j.1365-2699.2004.01215.x 2024-06-02T08:06:00+00:00 Development of individual recognition of female southern elephant seals, Mirounga leonina, from Punta Norte Península Valdés, applying principal components analysis Caiafa, Cesar F. Proto, Araceli N. Vergani, Daniel Stanganelli, Zulma 2005 http://dx.doi.org/10.1111/j.1365-2699.2004.01215.x https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1111%2Fj.1365-2699.2004.01215.x https://onlinelibrary.wiley.com/doi/pdf/10.1111/j.1365-2699.2004.01215.x en eng Wiley http://onlinelibrary.wiley.com/termsAndConditions#vor Journal of Biogeography volume 32, issue 7, page 1257-1266 ISSN 0305-0270 1365-2699 journal-article 2005 crwiley https://doi.org/10.1111/j.1365-2699.2004.01215.x 2024-05-03T10:45:28Z Abstract Aim The development of software able to provide individual recognition of southern elephant seals, as a tool to study colonies. This analysis was performed within a framework of studies concerning environmental dispersion produced by the El Niño Southern Oscillation effect in the Southern Ocean Ecosystem. Location Digital photographs of reproductive female elephant seals were taken at Punta Norte (Península Valdés, Patagonia; 42°05′ S, 63°45′ W) during the 2002 breeding season (August to November). The data set under analysis is composed of 96 elephant seal images for a population of 56 individuals. Method Identification of specimens was carried out using digital pictures taken with a digital video camera, and processed through the ‘ Eigenfaces ’ method, which is based on principal components analysis. Special care was taken to control possible variations among images of the same individual, like distance, angle, light intensity, etc. To deal with these variations, an initial alignment procedure is proposed to have all images framed; in addition an initial histogram equalization was used which attenuates any potential variation in light intensity. The software was developed in IDL5.5 language. Results A complete set of empirical results is displayed showing the potential effectiveness of this technique. Individual recognition and pertinence to different population subsets (harems) tests have been carried out. A principal result of this work is that all 96 elephant seal images (representing 56 individuals) were correctly identified. Conclusion The Eigenfaces method can be used successfully for identification of elephant seals. With the appropriate preparatory treatment of images, high performance results can be expected. Article in Journal/Newspaper Elephant Seal Elephant Seals Mirounga leonina Southern Elephant Seals Southern Ocean Wiley Online Library Patagonia punta Norte ENVELOPE(-61.683,-61.683,-63.733,-63.733) Southern Ocean Journal of Biogeography 32 7 1257 1266
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Abstract Aim The development of software able to provide individual recognition of southern elephant seals, as a tool to study colonies. This analysis was performed within a framework of studies concerning environmental dispersion produced by the El Niño Southern Oscillation effect in the Southern Ocean Ecosystem. Location Digital photographs of reproductive female elephant seals were taken at Punta Norte (Península Valdés, Patagonia; 42°05′ S, 63°45′ W) during the 2002 breeding season (August to November). The data set under analysis is composed of 96 elephant seal images for a population of 56 individuals. Method Identification of specimens was carried out using digital pictures taken with a digital video camera, and processed through the ‘ Eigenfaces ’ method, which is based on principal components analysis. Special care was taken to control possible variations among images of the same individual, like distance, angle, light intensity, etc. To deal with these variations, an initial alignment procedure is proposed to have all images framed; in addition an initial histogram equalization was used which attenuates any potential variation in light intensity. The software was developed in IDL5.5 language. Results A complete set of empirical results is displayed showing the potential effectiveness of this technique. Individual recognition and pertinence to different population subsets (harems) tests have been carried out. A principal result of this work is that all 96 elephant seal images (representing 56 individuals) were correctly identified. Conclusion The Eigenfaces method can be used successfully for identification of elephant seals. With the appropriate preparatory treatment of images, high performance results can be expected.
format Article in Journal/Newspaper
author Caiafa, Cesar F.
Proto, Araceli N.
Vergani, Daniel
Stanganelli, Zulma
spellingShingle Caiafa, Cesar F.
Proto, Araceli N.
Vergani, Daniel
Stanganelli, Zulma
Development of individual recognition of female southern elephant seals, Mirounga leonina, from Punta Norte Península Valdés, applying principal components analysis
author_facet Caiafa, Cesar F.
Proto, Araceli N.
Vergani, Daniel
Stanganelli, Zulma
author_sort Caiafa, Cesar F.
title Development of individual recognition of female southern elephant seals, Mirounga leonina, from Punta Norte Península Valdés, applying principal components analysis
title_short Development of individual recognition of female southern elephant seals, Mirounga leonina, from Punta Norte Península Valdés, applying principal components analysis
title_full Development of individual recognition of female southern elephant seals, Mirounga leonina, from Punta Norte Península Valdés, applying principal components analysis
title_fullStr Development of individual recognition of female southern elephant seals, Mirounga leonina, from Punta Norte Península Valdés, applying principal components analysis
title_full_unstemmed Development of individual recognition of female southern elephant seals, Mirounga leonina, from Punta Norte Península Valdés, applying principal components analysis
title_sort development of individual recognition of female southern elephant seals, mirounga leonina, from punta norte península valdés, applying principal components analysis
publisher Wiley
publishDate 2005
url http://dx.doi.org/10.1111/j.1365-2699.2004.01215.x
https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1111%2Fj.1365-2699.2004.01215.x
https://onlinelibrary.wiley.com/doi/pdf/10.1111/j.1365-2699.2004.01215.x
long_lat ENVELOPE(-61.683,-61.683,-63.733,-63.733)
geographic Patagonia
punta Norte
Southern Ocean
geographic_facet Patagonia
punta Norte
Southern Ocean
genre Elephant Seal
Elephant Seals
Mirounga leonina
Southern Elephant Seals
Southern Ocean
genre_facet Elephant Seal
Elephant Seals
Mirounga leonina
Southern Elephant Seals
Southern Ocean
op_source Journal of Biogeography
volume 32, issue 7, page 1257-1266
ISSN 0305-0270 1365-2699
op_rights http://onlinelibrary.wiley.com/termsAndConditions#vor
op_doi https://doi.org/10.1111/j.1365-2699.2004.01215.x
container_title Journal of Biogeography
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