Evolving Local Descriptor Operators through Genetic Programming

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

@InProceedings{Perez:evows09,

• author = "Cynthia B. Perez and Gustavo Olague",
• title = "Evolving Local Descriptor Operators through Genetic Programming",
• booktitle = "Applications of Evolutionary Computing, EvoWorkshops2009: {EvoCOMNET}, {EvoENVIRONMENT}, {EvoFIN}, {EvoGAMES}, {EvoHOT}, {EvoIASP}, {EvoINTERACTION}, {EvoMUSART}, {EvoNUM}, {EvoPhD}, {EvoSTOC}, {EvoTRANSLOG}",
• year = "2009",
• month = "15-17 " # apr,
• editor = "Mario Giacobini and Ivanoe {De Falco} and Marc Ebner",
• series = "LNCS",
• volume = "5484",
• publisher = "Springer Verlag",
• address = "Tubingen, Germany",
• pages = "414--419",
• keywords = "genetic algorithms, genetic programming",
• isbn13 = "978-3-642-01128-3",
• DOI = "doi:10.1007/978-3-642-01129-0_46",
• abstract = "This paper presents a new methodology based on Genetic Programming that aims to create novel mathematical expressions that could improve local descriptors algorithms.We introduce the RDGP-ILLUM descriptor operator that was learned with two image pairs considering rotation, scale and illumination changes during the training stage. Such descriptor operator has a similar performance to our previous RDGP descriptor proposed in Perez and Olague, while outperforming the RDGP descriptor in object recognition application. A set of experimental results have been used to test our evolved descriptor against three state-of-the-art local descriptors. We conclude that genetic programming is able to synthesise image operators that outperform significantly previous human-made designs.",
• notes = "EvoWorkshops2009",

}

Genetic Programming entries for Cynthia B Perez Gustavo Olague

Citations