Data from: Integrating 3D models with morphometric measurements to improve volumetric estimates in marine mammals

1. Studies of body condition are key to understanding the health, bioenergetics, and ecological roles of marine mammals. Due to challenges in studying marine mammals at sea, body condition is often approximated using metrics representing the size of the dorsal surface visible from aerial imagery, bu...

Full description

Bibliographic Details
Main Authors: Hirtle, Nathan, Stepanuk, Julia, Heywood, Eleanor, Christiansen, Fredrik, Thorne, Lesley
Format: Dataset
Language:unknown
Published: 2022
Subjects:
UAV
Online Access:https://zenodo.org/record/6808432
https://doi.org/10.5061/dryad.kh189328g
id ftzenodo:oai:zenodo.org:6808432
record_format openpolar
spelling ftzenodo:oai:zenodo.org:6808432 2023-05-15T16:35:59+02:00 Data from: Integrating 3D models with morphometric measurements to improve volumetric estimates in marine mammals Hirtle, Nathan Stepanuk, Julia Heywood, Eleanor Christiansen, Fredrik Thorne, Lesley 2022-08-11 https://zenodo.org/record/6808432 https://doi.org/10.5061/dryad.kh189328g unknown https://zenodo.org/communities/dryad https://zenodo.org/record/6808432 https://doi.org/10.5061/dryad.kh189328g oai:zenodo.org:6808432 info:eu-repo/semantics/openAccess https://creativecommons.org/publicdomain/zero/1.0/legalcode Blender body condition humpback whale UAV body shape photogrammetry info:eu-repo/semantics/other dataset 2022 ftzenodo https://doi.org/10.5061/dryad.kh189328g 2023-03-10T19:01:14Z 1. Studies of body condition are key to understanding the health, bioenergetics, and ecological roles of marine mammals. Due to challenges in studying marine mammals at sea, body condition is often approximated using metrics representing the size of the dorsal surface visible from aerial imagery, but quantifying variability in body volume would enable a more holistic understanding of bioenergetics. Further, the number and location of measurements needed to accurately quantify body condition has received little attention. Three-dimensional (3D) models provide a promising tool for representing morphology and providing holistic estimates of marine mammal body condition when combined with field-based morphometric measurements. 2. We use humpback whales (Megaptera novaeangliae) to demonstrate the utility of 3D models for estimating body condition in marine mammals. We integrate morphometric measurements taken from Unoccupied Aerial Vehicles (UAVs) with scalable 3D models to generate estimates of humpback whale body volume. We assess which and how many morphometric measurements are required to accurately estimate body volume and compare the error between volume estimates derived from 3D models and previously developed models representing volume as a series of ellipses. Using UAV measurements, we assess the contribution of each morphometric measurement to volumetric estimates, and quantify the error produced by all combinations and numbers of morphometric measurements (131,072 combinations). 3. Error in volume estimates from 3D models generated with as few as five width measurements was <5% compared to the full models and was lower than the error produced when using five width measurements with the elliptical approach. We suggest that by conserving the external morphology of marine mammals, 3D models allow body volume and body condition to be estimated accurately with few measurements. 4. We provide code and guidelines for creating 3D models using the open-source software Blender and for assessing which measurements ... Dataset Humpback Whale Megaptera novaeangliae Zenodo
institution Open Polar
collection Zenodo
op_collection_id ftzenodo
language unknown
topic Blender
body condition
humpback whale
UAV
body shape
photogrammetry
spellingShingle Blender
body condition
humpback whale
UAV
body shape
photogrammetry
Hirtle, Nathan
Stepanuk, Julia
Heywood, Eleanor
Christiansen, Fredrik
Thorne, Lesley
Data from: Integrating 3D models with morphometric measurements to improve volumetric estimates in marine mammals
topic_facet Blender
body condition
humpback whale
UAV
body shape
photogrammetry
description 1. Studies of body condition are key to understanding the health, bioenergetics, and ecological roles of marine mammals. Due to challenges in studying marine mammals at sea, body condition is often approximated using metrics representing the size of the dorsal surface visible from aerial imagery, but quantifying variability in body volume would enable a more holistic understanding of bioenergetics. Further, the number and location of measurements needed to accurately quantify body condition has received little attention. Three-dimensional (3D) models provide a promising tool for representing morphology and providing holistic estimates of marine mammal body condition when combined with field-based morphometric measurements. 2. We use humpback whales (Megaptera novaeangliae) to demonstrate the utility of 3D models for estimating body condition in marine mammals. We integrate morphometric measurements taken from Unoccupied Aerial Vehicles (UAVs) with scalable 3D models to generate estimates of humpback whale body volume. We assess which and how many morphometric measurements are required to accurately estimate body volume and compare the error between volume estimates derived from 3D models and previously developed models representing volume as a series of ellipses. Using UAV measurements, we assess the contribution of each morphometric measurement to volumetric estimates, and quantify the error produced by all combinations and numbers of morphometric measurements (131,072 combinations). 3. Error in volume estimates from 3D models generated with as few as five width measurements was <5% compared to the full models and was lower than the error produced when using five width measurements with the elliptical approach. We suggest that by conserving the external morphology of marine mammals, 3D models allow body volume and body condition to be estimated accurately with few measurements. 4. We provide code and guidelines for creating 3D models using the open-source software Blender and for assessing which measurements ...
format Dataset
author Hirtle, Nathan
Stepanuk, Julia
Heywood, Eleanor
Christiansen, Fredrik
Thorne, Lesley
author_facet Hirtle, Nathan
Stepanuk, Julia
Heywood, Eleanor
Christiansen, Fredrik
Thorne, Lesley
author_sort Hirtle, Nathan
title Data from: Integrating 3D models with morphometric measurements to improve volumetric estimates in marine mammals
title_short Data from: Integrating 3D models with morphometric measurements to improve volumetric estimates in marine mammals
title_full Data from: Integrating 3D models with morphometric measurements to improve volumetric estimates in marine mammals
title_fullStr Data from: Integrating 3D models with morphometric measurements to improve volumetric estimates in marine mammals
title_full_unstemmed Data from: Integrating 3D models with morphometric measurements to improve volumetric estimates in marine mammals
title_sort data from: integrating 3d models with morphometric measurements to improve volumetric estimates in marine mammals
publishDate 2022
url https://zenodo.org/record/6808432
https://doi.org/10.5061/dryad.kh189328g
genre Humpback Whale
Megaptera novaeangliae
genre_facet Humpback Whale
Megaptera novaeangliae
op_relation https://zenodo.org/communities/dryad
https://zenodo.org/record/6808432
https://doi.org/10.5061/dryad.kh189328g
oai:zenodo.org:6808432
op_rights info:eu-repo/semantics/openAccess
https://creativecommons.org/publicdomain/zero/1.0/legalcode
op_doi https://doi.org/10.5061/dryad.kh189328g
_version_ 1766026303270551552