Genetic Programming with Convolutional Operators for Albatross Nest Detection from Satellite Imaging
Created by W.Langdon from
gp-bibliography.bib Revision:1.7975
- @InProceedings{rogers:2023:ACIVS,
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author = "Mitchell Rogers and Igor Debski and
Johannes Fischer and Peter McComb and Peter Frost and Bing Xue and
Mengjie Zhang and Patrice Delmas",
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title = "Genetic Programming with Convolutional Operators for
Albatross Nest Detection from Satellite Imaging",
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booktitle = "Advanced Concepts for Intelligent Vision Systems",
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year = "2023",
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editor = "Jaques Blanc-Talon and Patrice Delmas and
Wilfried Philips and Paul Scheunders",
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volume = "14124",
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series = "LNCS",
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pages = "287--298",
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address = "Kumamoto, Japan",
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month = aug # " 21-23",
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publisher = "Springer",
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keywords = "genetic algorithms, genetic programming",
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isbn13 = "978-3-031-45381-6",
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URL = "http://link.springer.com/chapter/10.1007/978-3-031-45382-3_24",
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DOI = "doi:10.1007/978-3-031-45382-3_24",
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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 ...",
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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