Eastern Canada Flocks: Images and manually annotated bird positions

The Eastern Canada (ECA) Flocks data set consists of manually annotated Images from the Common Eider (COEI, Somateria mollissima) Winter Survey and the Greater Snow Geese (GSGO, Anser caerulescens atlanticus) Spring Survey. The images were taken in Eastern Canada using fixed-wing aircraft and manual...

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Main Authors: Cruz, Marcos, González-Villa, Javier, Lefebvre, Josée, Gilliland, Scott, St-Pierre, Francis, English, Matthew, Lepage, Christine
Format: Other/Unknown Material
Language:unknown
Published: Zenodo 2022
Subjects:
Online Access:https://doi.org/10.5061/dryad.98sf7m0hx
id ftzenodo:oai:zenodo.org:5009246
record_format openpolar
spelling ftzenodo:oai:zenodo.org:5009246 2024-09-15T18:02:42+00:00 Eastern Canada Flocks: Images and manually annotated bird positions Cruz, Marcos González-Villa, Javier Lefebvre, Josée Gilliland, Scott St-Pierre, Francis English, Matthew Lepage, Christine 2022-03-31 https://doi.org/10.5061/dryad.98sf7m0hx unknown Zenodo https://zenodo.org/communities/dryad https://doi.org/10.5061/dryad.98sf7m0hx oai:zenodo.org:5009246 info:eu-repo/semantics/openAccess Creative Commons Zero v1.0 Universal https://creativecommons.org/publicdomain/zero/1.0/legalcode automated image analysis Wildlife Management computer vision algorithms population census population size estimation Deep convolutional neural network info:eu-repo/semantics/other 2022 ftzenodo https://doi.org/10.5061/dryad.98sf7m0hx 2024-07-26T11:09:43Z The Eastern Canada (ECA) Flocks data set consists of manually annotated Images from the Common Eider (COEI, Somateria mollissima) Winter Survey and the Greater Snow Geese (GSGO, Anser caerulescens atlanticus) Spring Survey. The images were taken in Eastern Canada using fixed-wing aircraft and manually annotated with ImageJ's Cell counter plugins. We selected and annotated the ECA Flocks images in order to test the precision of the CountEm flock size estimation method. ECA Flocks includes 179 COEI and 99 GSGO single flock images. We cut each image manually to a rectangle that excluded large parts of the image with no birds. Both versions (original and cut) of each image are available in the data set. We manually annotated 637,555 (124,309 COEI and 514,235 GSGO) bird positions in the cut images from both surveys. Each bird has an associated "Type" which refers to species and/or sex. Sex identification was only possible for adult common eiders since females and immature males are brown birds whereas adult males have mainly white plumage. 64,484 male and 58,029 females were identified in the COEI images, as well as 1796 birds of other species. 504,891 Snow Geese and 9344 birds of other species were labeled in the GSGO images. A .csv file including all annotated bird positions and types is available for each image. The COEI and GSGO photos of the ECA Flocks data set were taken in the years 2006 and 2018 and 2016-2018 respectively. We selected these photos in order to include images with different quality and resolution. COEI and GSGO flock sizes range from 6 to 4,154 and from 43 to 36, 241 respectively. There is high variability in light conditions, backgrounds, number and spatial arrangement of birds across the images. The data set is therefore potentially useful to test the precision of methods for analyzing imagery to estimate the abundance of animals by directly detecting, identifying and counting individuals. See ECA_Flocks_README.txt Other/Unknown Material Common Eider Somateria mollissima Zenodo
institution Open Polar
collection Zenodo
op_collection_id ftzenodo
language unknown
topic automated image analysis
Wildlife Management
computer vision algorithms
population census
population size estimation
Deep convolutional neural network
spellingShingle automated image analysis
Wildlife Management
computer vision algorithms
population census
population size estimation
Deep convolutional neural network
Cruz, Marcos
González-Villa, Javier
Lefebvre, Josée
Gilliland, Scott
St-Pierre, Francis
English, Matthew
Lepage, Christine
Eastern Canada Flocks: Images and manually annotated bird positions
topic_facet automated image analysis
Wildlife Management
computer vision algorithms
population census
population size estimation
Deep convolutional neural network
description The Eastern Canada (ECA) Flocks data set consists of manually annotated Images from the Common Eider (COEI, Somateria mollissima) Winter Survey and the Greater Snow Geese (GSGO, Anser caerulescens atlanticus) Spring Survey. The images were taken in Eastern Canada using fixed-wing aircraft and manually annotated with ImageJ's Cell counter plugins. We selected and annotated the ECA Flocks images in order to test the precision of the CountEm flock size estimation method. ECA Flocks includes 179 COEI and 99 GSGO single flock images. We cut each image manually to a rectangle that excluded large parts of the image with no birds. Both versions (original and cut) of each image are available in the data set. We manually annotated 637,555 (124,309 COEI and 514,235 GSGO) bird positions in the cut images from both surveys. Each bird has an associated "Type" which refers to species and/or sex. Sex identification was only possible for adult common eiders since females and immature males are brown birds whereas adult males have mainly white plumage. 64,484 male and 58,029 females were identified in the COEI images, as well as 1796 birds of other species. 504,891 Snow Geese and 9344 birds of other species were labeled in the GSGO images. A .csv file including all annotated bird positions and types is available for each image. The COEI and GSGO photos of the ECA Flocks data set were taken in the years 2006 and 2018 and 2016-2018 respectively. We selected these photos in order to include images with different quality and resolution. COEI and GSGO flock sizes range from 6 to 4,154 and from 43 to 36, 241 respectively. There is high variability in light conditions, backgrounds, number and spatial arrangement of birds across the images. The data set is therefore potentially useful to test the precision of methods for analyzing imagery to estimate the abundance of animals by directly detecting, identifying and counting individuals. See ECA_Flocks_README.txt
format Other/Unknown Material
author Cruz, Marcos
González-Villa, Javier
Lefebvre, Josée
Gilliland, Scott
St-Pierre, Francis
English, Matthew
Lepage, Christine
author_facet Cruz, Marcos
González-Villa, Javier
Lefebvre, Josée
Gilliland, Scott
St-Pierre, Francis
English, Matthew
Lepage, Christine
author_sort Cruz, Marcos
title Eastern Canada Flocks: Images and manually annotated bird positions
title_short Eastern Canada Flocks: Images and manually annotated bird positions
title_full Eastern Canada Flocks: Images and manually annotated bird positions
title_fullStr Eastern Canada Flocks: Images and manually annotated bird positions
title_full_unstemmed Eastern Canada Flocks: Images and manually annotated bird positions
title_sort eastern canada flocks: images and manually annotated bird positions
publisher Zenodo
publishDate 2022
url https://doi.org/10.5061/dryad.98sf7m0hx
genre Common Eider
Somateria mollissima
genre_facet Common Eider
Somateria mollissima
op_relation https://zenodo.org/communities/dryad
https://doi.org/10.5061/dryad.98sf7m0hx
oai:zenodo.org:5009246
op_rights info:eu-repo/semantics/openAccess
Creative Commons Zero v1.0 Universal
https://creativecommons.org/publicdomain/zero/1.0/legalcode
op_doi https://doi.org/10.5061/dryad.98sf7m0hx
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