Royal Society Open ScienceEcologyPeer-reviewed journal article
Fine-scale spatiotemporal predator-prey interactions in an Antarctic fur seal colony
Ane Liv BerthelseniD, Johannes BartliD, Alexander WinterliD, Cameron Fox‐Clarke, Jaume ForcadaiD, Rebecca NageliD, Ben FabryiD, Joseph Ivan HoffmaniD
Abstract
Density is a major determinant of population dynamics, with high densities exacerbating intraspecific competition and disease transmission, while low densities increase predation risk. To investigate spatiotemporal density patterns and predator-prey interactions in a breeding colony of Antarctic fur seals (Arctocephalus gazella), we deployed an autonomous camera capturing minute-by-minute, high-resolution images throughout a breeding season. Using a YOLO-based neural network, we identified adult males, females and pups, as well as three avian predator-scavengers: giant petrels (Macronectes spp.), brown skuas (Stercorarius antarcticus) and snowy sheathbills (Chionis alba). Analysis of 4.1 million automated detections from over 10,000 high-quality images revealed spatiotemporal abundance patterns corresponding with the known breeding and foraging behaviours of these species. Strong temporal associations emerged between the abundance of pups and two avian species, while fine-scale spatial analyses showed that pups grouped together with other pups and adult females but avoided avian predators and territorial males. Notably, proximity to adult fur seals of both sexes reduced pup predation risk, defined as the distance between the pup and the nearest bird, whereas proximity to other pups did not. Overall, this study provides a framework for quantifying density-dependent interactions in wild populations and emphasises the value of remote observation in ecological research.
- organism: multiple species
- assay: imaging
- research focus: ecology & biodiversity
- approach: deep learning
- Citations
- 0
- FWCI
- 0.00
- Field percentile
- 29th percentile
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- High population density limits predator access in Antarctic fur seal breeding colonies
Johannes Bartl, Ane Liv Berthelsen, … Ben Fabry·bioRxiv·Apr 7, 2026
- Sealing the deal - Antarctic fur seals' active hunting tactics to capture small evasive prey revealed by miniature sonar tags
M. Chevallay, C. Guinet, … T. Jeanniard du Dot·bioRxiv·Oct 19, 2023
- BOTTOM-UP EFFECTS AND DENSITY DEPENDENCE DRIVE THE DYNAMIC OF AN ANTARCTIC SEABIRD PREDATOR-PREY SYSTEM
L. Viollat, M. Queroue, … C. Barbraud·bioRxiv·Jun 6, 2023
- Predator-mediated interactions through changes in predator home range size can lead to local prey exclusion
A. Beardsell, D. Berteaux, … J. Bety·bioRxiv·Sep 30, 2022
- Experimental and field evidence indicate that islet-nesting tundra birds experience reduced nest predation and benefit indirectly from high snow goose densities
Marylou Beaudoin, Andréanne Beardsell, … Joël Bêty·OikosPeer-reviewed·Jul 6, 2026
- A seasonal pulse of ungulate neonates influences space use by carnivores in a multi-predator, multi-prey system
J. Ruprecht, T. D. Forrester, … T. Levi·bioRxiv·Dec 16, 2021