Semi-Automated Seal Detection on the Western Antarctic Peninsula: An Unsupervised Machine Learning Approach for Detecting Ice Seals in Aerial Survey Data
Claire McGinnity, Connor C. G. Bamford, Nathan Fenney, Andrew Fleming, Jaume Forcada, Michael S. Tift, Luis A. Hückstädt, Daniel P. Costa, Peter T. Fretwell
This paper presents a semi-automated image analysis pipeline using hierarchical clustering to detect ice seals in aerial survey data from the Western Antarctic Peninsula, achieving 82% test recall.
Remote Sensing in Ecology and Conservation · Mar 6, 2026Peer-reviewedEcology