Estimating animal size or distance in camera trap images: Photogrammetry using the pinhole camera model

Abstract As camera trapping has become a standard practice in wildlife ecology, developing techniques to extract additional information from images will increase the utility of generated data. Despite rapid advancements in camera trapping practices, methods for estimating animal size or distance fro...

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Published in:Methods in Ecology and Evolution
Main Authors: Leorna, Scott, Brinkman, Todd, Fullman, Timothy
Other Authors: Office of Polar Programs
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2022
Subjects:
Online Access:http://dx.doi.org/10.1111/2041-210x.13880
https://onlinelibrary.wiley.com/doi/pdf/10.1111/2041-210X.13880
https://onlinelibrary.wiley.com/doi/full-xml/10.1111/2041-210X.13880
https://besjournals.onlinelibrary.wiley.com/doi/am-pdf/10.1111/2041-210X.13880
https://besjournals.onlinelibrary.wiley.com/doi/pdf/10.1111/2041-210X.13880
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spelling crwiley:10.1111/2041-210x.13880 2024-06-23T07:56:22+00:00 Estimating animal size or distance in camera trap images: Photogrammetry using the pinhole camera model Leorna, Scott Brinkman, Todd Fullman, Timothy Office of Polar Programs 2022 http://dx.doi.org/10.1111/2041-210x.13880 https://onlinelibrary.wiley.com/doi/pdf/10.1111/2041-210X.13880 https://onlinelibrary.wiley.com/doi/full-xml/10.1111/2041-210X.13880 https://besjournals.onlinelibrary.wiley.com/doi/am-pdf/10.1111/2041-210X.13880 https://besjournals.onlinelibrary.wiley.com/doi/pdf/10.1111/2041-210X.13880 en eng Wiley http://onlinelibrary.wiley.com/termsAndConditions#am http://onlinelibrary.wiley.com/termsAndConditions#vor Methods in Ecology and Evolution volume 13, issue 8, page 1707-1718 ISSN 2041-210X 2041-210X journal-article 2022 crwiley https://doi.org/10.1111/2041-210x.13880 2024-06-04T06:38:08Z Abstract As camera trapping has become a standard practice in wildlife ecology, developing techniques to extract additional information from images will increase the utility of generated data. Despite rapid advancements in camera trapping practices, methods for estimating animal size or distance from the camera using captured images have not been standardized. Deriving animal sizes directly from images creates opportunities to collect wildlife metrics such as growth rates or changes in body condition. Distances to animals may be used to quantify important aspects of sampling design such as the effective area sampled or distribution of animals in the camera's field‐of‐view. We present a method of using pixel measurements in an image to estimate animal size or distance from the camera using a conceptual model in photogrammetry known as the ‘pinhole camera model’. We evaluated the performance of this approach both using stationary three‐dimensional animal targets and in a field setting using live captive reindeer Rangifer tarandus ranging in size and distance from the camera. We found total mean relative error of estimated animal sizes or distances from the cameras in our simulation was −3.0% and 3.3% and in our field setting was −8.6% and 10.5%, respectively. In our simulation, mean relative error of size or distance estimates were not statistically different between image settings within camera models, between camera models or between the measured dimension used in calculations. We provide recommendations for applying the pinhole camera model in a wildlife camera trapping context. Our approach of using the pinhole camera model to estimate animal size or distance from the camera produced robust estimates using a single image while remaining easy to implement and generalizable to different camera trap models and installations, thus enhancing its utility for a variety of camera trap applications and expanding opportunities to use camera trap images in novel ways. Article in Journal/Newspaper Rangifer tarandus Wiley Online Library Methods in Ecology and Evolution 13 8 1707 1718
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Abstract As camera trapping has become a standard practice in wildlife ecology, developing techniques to extract additional information from images will increase the utility of generated data. Despite rapid advancements in camera trapping practices, methods for estimating animal size or distance from the camera using captured images have not been standardized. Deriving animal sizes directly from images creates opportunities to collect wildlife metrics such as growth rates or changes in body condition. Distances to animals may be used to quantify important aspects of sampling design such as the effective area sampled or distribution of animals in the camera's field‐of‐view. We present a method of using pixel measurements in an image to estimate animal size or distance from the camera using a conceptual model in photogrammetry known as the ‘pinhole camera model’. We evaluated the performance of this approach both using stationary three‐dimensional animal targets and in a field setting using live captive reindeer Rangifer tarandus ranging in size and distance from the camera. We found total mean relative error of estimated animal sizes or distances from the cameras in our simulation was −3.0% and 3.3% and in our field setting was −8.6% and 10.5%, respectively. In our simulation, mean relative error of size or distance estimates were not statistically different between image settings within camera models, between camera models or between the measured dimension used in calculations. We provide recommendations for applying the pinhole camera model in a wildlife camera trapping context. Our approach of using the pinhole camera model to estimate animal size or distance from the camera produced robust estimates using a single image while remaining easy to implement and generalizable to different camera trap models and installations, thus enhancing its utility for a variety of camera trap applications and expanding opportunities to use camera trap images in novel ways.
author2 Office of Polar Programs
format Article in Journal/Newspaper
author Leorna, Scott
Brinkman, Todd
Fullman, Timothy
spellingShingle Leorna, Scott
Brinkman, Todd
Fullman, Timothy
Estimating animal size or distance in camera trap images: Photogrammetry using the pinhole camera model
author_facet Leorna, Scott
Brinkman, Todd
Fullman, Timothy
author_sort Leorna, Scott
title Estimating animal size or distance in camera trap images: Photogrammetry using the pinhole camera model
title_short Estimating animal size or distance in camera trap images: Photogrammetry using the pinhole camera model
title_full Estimating animal size or distance in camera trap images: Photogrammetry using the pinhole camera model
title_fullStr Estimating animal size or distance in camera trap images: Photogrammetry using the pinhole camera model
title_full_unstemmed Estimating animal size or distance in camera trap images: Photogrammetry using the pinhole camera model
title_sort estimating animal size or distance in camera trap images: photogrammetry using the pinhole camera model
publisher Wiley
publishDate 2022
url http://dx.doi.org/10.1111/2041-210x.13880
https://onlinelibrary.wiley.com/doi/pdf/10.1111/2041-210X.13880
https://onlinelibrary.wiley.com/doi/full-xml/10.1111/2041-210X.13880
https://besjournals.onlinelibrary.wiley.com/doi/am-pdf/10.1111/2041-210X.13880
https://besjournals.onlinelibrary.wiley.com/doi/pdf/10.1111/2041-210X.13880
genre Rangifer tarandus
genre_facet Rangifer tarandus
op_source Methods in Ecology and Evolution
volume 13, issue 8, page 1707-1718
ISSN 2041-210X 2041-210X
op_rights http://onlinelibrary.wiley.com/termsAndConditions#am
http://onlinelibrary.wiley.com/termsAndConditions#vor
op_doi https://doi.org/10.1111/2041-210x.13880
container_title Methods in Ecology and Evolution
container_volume 13
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