SealID: Saimaa Ringed Seal Re-Identification Dataset

Wildlife camera traps and crowd-sourced image material provide novel possibilities to monitor endangered animal species. The massive data volumes call for automatic methods to solve various tasks related to population monitoring, such as the re-identification of individual animals. The Saimaa ringed...

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Published in:Sensors
Main Authors: Ekaterina Nepovinnykh, Tuomas Eerola, Vincent Biard, Piia Mutka, Marja Niemi, Mervi Kunnasranta, Heikki Kälviäinen
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2022
Subjects:
Online Access:https://doi.org/10.3390/s22197602
https://doaj.org/article/f4573b8e58b349f5b10c3988ffde14cd
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spelling ftdoajarticles:oai:doaj.org/article:f4573b8e58b349f5b10c3988ffde14cd 2023-05-15T18:03:47+02:00 SealID: Saimaa Ringed Seal Re-Identification Dataset Ekaterina Nepovinnykh Tuomas Eerola Vincent Biard Piia Mutka Marja Niemi Mervi Kunnasranta Heikki Kälviäinen 2022-10-01T00:00:00Z https://doi.org/10.3390/s22197602 https://doaj.org/article/f4573b8e58b349f5b10c3988ffde14cd EN eng MDPI AG https://www.mdpi.com/1424-8220/22/19/7602 https://doaj.org/toc/1424-8220 doi:10.3390/s22197602 1424-8220 https://doaj.org/article/f4573b8e58b349f5b10c3988ffde14cd Sensors, Vol 22, Iss 7602, p 7602 (2022) computer vision image processing animal biometrics re-identification ringed seals re-identification dataset Chemical technology TP1-1185 article 2022 ftdoajarticles https://doi.org/10.3390/s22197602 2022-12-30T21:33:53Z Wildlife camera traps and crowd-sourced image material provide novel possibilities to monitor endangered animal species. The massive data volumes call for automatic methods to solve various tasks related to population monitoring, such as the re-identification of individual animals. The Saimaa ringed seal ( Pusa hispida saimensis ) is an endangered subspecies only found in Lake Saimaa, Finland, and is one of the few existing freshwater seal species. Ringed seals have permanent pelage patterns that are unique to each individual and that can be used for the identification of individuals. A large variation in poses, further exacerbated by the deformable nature of seals, together with varying appearance and low contrast between the ring pattern and the rest of the pelage makes the Saimaa ringed seal re-identification task very challenging, providing a good benchmark by which to evaluate state-of-the-art re-identification methods. Therefore, we make our Saimaa ringed seal image (SealID) dataset ( N = 57) publicly available for research purposes. In this paper, the dataset is described, the evaluation protocol for re-identification methods is proposed, and the results for two baseline methods—HotSpotter and NORPPA—are provided. The SealID dataset has been made publicly available. Article in Journal/Newspaper Pusa hispida ringed seal Norppa Directory of Open Access Journals: DOAJ Articles Norppa ENVELOPE(24.865,24.865,65.631,65.631) Sensors 22 19 7602
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic computer vision
image processing
animal biometrics
re-identification
ringed seals
re-identification dataset
Chemical technology
TP1-1185
spellingShingle computer vision
image processing
animal biometrics
re-identification
ringed seals
re-identification dataset
Chemical technology
TP1-1185
Ekaterina Nepovinnykh
Tuomas Eerola
Vincent Biard
Piia Mutka
Marja Niemi
Mervi Kunnasranta
Heikki Kälviäinen
SealID: Saimaa Ringed Seal Re-Identification Dataset
topic_facet computer vision
image processing
animal biometrics
re-identification
ringed seals
re-identification dataset
Chemical technology
TP1-1185
description Wildlife camera traps and crowd-sourced image material provide novel possibilities to monitor endangered animal species. The massive data volumes call for automatic methods to solve various tasks related to population monitoring, such as the re-identification of individual animals. The Saimaa ringed seal ( Pusa hispida saimensis ) is an endangered subspecies only found in Lake Saimaa, Finland, and is one of the few existing freshwater seal species. Ringed seals have permanent pelage patterns that are unique to each individual and that can be used for the identification of individuals. A large variation in poses, further exacerbated by the deformable nature of seals, together with varying appearance and low contrast between the ring pattern and the rest of the pelage makes the Saimaa ringed seal re-identification task very challenging, providing a good benchmark by which to evaluate state-of-the-art re-identification methods. Therefore, we make our Saimaa ringed seal image (SealID) dataset ( N = 57) publicly available for research purposes. In this paper, the dataset is described, the evaluation protocol for re-identification methods is proposed, and the results for two baseline methods—HotSpotter and NORPPA—are provided. The SealID dataset has been made publicly available.
format Article in Journal/Newspaper
author Ekaterina Nepovinnykh
Tuomas Eerola
Vincent Biard
Piia Mutka
Marja Niemi
Mervi Kunnasranta
Heikki Kälviäinen
author_facet Ekaterina Nepovinnykh
Tuomas Eerola
Vincent Biard
Piia Mutka
Marja Niemi
Mervi Kunnasranta
Heikki Kälviäinen
author_sort Ekaterina Nepovinnykh
title SealID: Saimaa Ringed Seal Re-Identification Dataset
title_short SealID: Saimaa Ringed Seal Re-Identification Dataset
title_full SealID: Saimaa Ringed Seal Re-Identification Dataset
title_fullStr SealID: Saimaa Ringed Seal Re-Identification Dataset
title_full_unstemmed SealID: Saimaa Ringed Seal Re-Identification Dataset
title_sort sealid: saimaa ringed seal re-identification dataset
publisher MDPI AG
publishDate 2022
url https://doi.org/10.3390/s22197602
https://doaj.org/article/f4573b8e58b349f5b10c3988ffde14cd
long_lat ENVELOPE(24.865,24.865,65.631,65.631)
geographic Norppa
geographic_facet Norppa
genre Pusa hispida
ringed seal
Norppa
genre_facet Pusa hispida
ringed seal
Norppa
op_source Sensors, Vol 22, Iss 7602, p 7602 (2022)
op_relation https://www.mdpi.com/1424-8220/22/19/7602
https://doaj.org/toc/1424-8220
doi:10.3390/s22197602
1424-8220
https://doaj.org/article/f4573b8e58b349f5b10c3988ffde14cd
op_doi https://doi.org/10.3390/s22197602
container_title Sensors
container_volume 22
container_issue 19
container_start_page 7602
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