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Weakly Labeling the Antarctic: The Penguin Colony Case
[article]
2019
arXiv
pre-print
Antarctic penguins are important ecological indicators -- especially in the face of climate change. In this work, we present a deep learning based model for semantic segmentation of Ad\'elie penguin colonies in high-resolution satellite imagery. To train our segmentation models, we take advantage of the Penguin Colony Dataset: a unique dataset with 2044 georeferenced cropped images from 193 Ad\'elie penguin colonies in Antarctica. In the face of a scarcity of pixel-level annotation masks, we
arXiv:1905.03313v2
fatcat:zfrayqjjgzgxbbxq65c5itohpm