Evolving Local Descriptor Operators through Genetic Programming

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@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