Dynamically Sampling biomedical Images For Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.7975

@InProceedings{lavinas:2024:GECCOcomp2,

• author = "Yuri Lavinas and Nathaniel Haut and William Punch and Wolfgang Banzhaf and Sylvain Cussat-Blanc",
• title = "Dynamically Sampling biomedical Images For Genetic Programming",
• booktitle = "Proceedings of the 2024 Genetic and Evolutionary Computation Conference Companion",
• year = "2024",
• editor = "Ting Hu and Aniko Ekart",
• pages = "515--518",
• address = "Melbourne, Australia",
• series = "GECCO '24",
• month = "14-18 " # jul,
• organisation = "SIGEVO",
• publisher = "Association for Computing Machinery",
• publisher_address = "New York, NY, USA",
• keywords = "genetic algorithms, genetic programming, cartesian genetic programming, image processing, active learning, data sampling: Poster",
• isbn13 = "979-8-4007-0495-6",
• DOI = "doi:10.1145/3638530.3654202",
• size = "4 pages",
• abstract = "In this contribution we study how to effectively evolve programs tailored for biomedical image segmentation by using an Active Learning approach in Cartesian Genetic Programming (CGP). Active Learning allows to dynamically select training data by identifying the most informative next image to add to the training set. We study how different metrics for selecting images under active learning impact the searchability of CGP. Our results show that datasets built during evolution with active learning improve the performance of Cartesian GP substantially. In addition, we found that the choice of the particular metric used for selecting which images to add heavily impacts convergence speed. Our work shows that the right choice of the image selection metric positively impacts the effectiveness of the evolutionary algorithm.",
• notes = "GECCO-2024 GP A Recombination of the 33rd International Conference on Genetic Algorithms (ICGA) and the 29th Annual Genetic Programming Conference (GP)",

}

Genetic Programming entries for Yuri Lavinas Nathaniel Haut William F Punch Wolfgang Banzhaf Sylvain Cussat-Blanc

Citations