Genetic Programming with Convolutional Operators for Albatross Nest Detection from Satellite Imaging

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@InProceedings{rogers:2023:ACIVS,

• author = "Mitchell Rogers and Igor Debski and Johannes Fischer and Peter McComb and Peter Frost and Bing Xue and Mengjie Zhang and Patrice Delmas",
• title = "Genetic Programming with Convolutional Operators for Albatross Nest Detection from Satellite Imaging",
• booktitle = "Advanced Concepts for Intelligent Vision Systems",
• year = "2023",
• editor = "Jaques Blanc-Talon and Patrice Delmas and Wilfried Philips and Paul Scheunders",
• volume = "14124",
• series = "LNCS",
• pages = "287--298",
• address = "Kumamoto, Japan",
• month = aug # " 21-23",
• publisher = "Springer",
• keywords = "genetic algorithms, genetic programming",
• isbn13 = "978-3-031-45381-6",
• URL = "http://link.springer.com/chapter/10.1007/978-3-031-45382-3_24",
• DOI = "doi:10.1007/978-3-031-45382-3_24",
• abstract = "Conservation efforts in remote areas, such as population monitoring, are expensive and laborious. Recent advances in satellite resolution have made it possible to achieve sub-40 cm resolution and see small objects. This study aimed to count potential southern royal albatross nests based on the remote Campbell Island, 700 km south of New Zealand. The southern royal albatross population is declining, and due to its remoteness, there is an urgent need to develop new remote sensing methods for assessing the population. propose a new tree-based genetic programming (GP) approach for binary image segmentation by extracting shallow convolutional features. An ensemble of these GP segmentation models and individual GP models were compared with a state-of-the-art nnU-Net segmentation model trained on manually labelled images. The ensemble of shallow GP segmentation trees provided significantly more interpretable models, using <1% the number of convolutions while achieving performance similar to that of the nnU-Net models ...",
• notes = "University of Auckland, Auckland CBD, Auckland, 1010, New Zealand",

}

Genetic Programming entries for Mitchell Rogers Igor Debski Johannes Fischer Peter McComb Peter G H Frost Bing Xue Mengjie Zhang Patrice Delmas

Citations