RECOD at ImageCLEF 2011: Medical Modality Classification using Genetic Programming

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@InProceedings{conf/clef/FariaCT11,

• author = "Fabio Augusto Faria and Rodrigo Tripodi Calumby and Ricardo {da Silva Torres}",
• title = "{RECOD} at {ImageCLEF} 2011: Medical Modality Classification using Genetic Programming",
• booktitle = "{CLEF} 2011 Labs and Workshop, Notebook Papers",
• year = "2011",
• editor = "Vivien Petras and Pamela Forner and Paul D. Clough",
• address = "Amsterdam, The Netherlands",
• month = "19-22 " # sep,
• keywords = "genetic algorithms, genetic programming, KNN, medical images, image classification, pattern recognition",
• isbn13 = "978-88-904810-1-7",
• bibdate = "2011-09-09",
• bibsource = "DBLP, http://dblp.uni-trier.de/db/conf/clef/clef2011w.html#FariaCT11",
• URL = "http://clef2011.org/resources/proceedings/Faria_Clef2011.pdf",
• data_url = "https://www.imageclef.org/2011/medical",
• size = "9 pages",
• abstract = "This paper describes the participation of the RECOD group on the ImageCLEF 2011 Medical Modality Classification sub-task. We present an approach based on genetic programming and kNN for image classification. In our approach the genetic programming is used for the learning of good functions for the combination of similarities obtained from a set of global descriptors for different visual evidences such as colour, texture, and shape. For each class of the dataset a combination function was learnt and used as a kNN classier. Final classification results were generated by a majority voting scheme with the voting functions from each class. Preliminary experiments have shown a good effectiveness of the approach and its potential for improvements.",
• notes = "broken June 2024 http://clef2011.org/index.php?page=pages/proceedings.php",

}

Genetic Programming entries for Fabio Augusto Faria Rodrigo Tripodi Calumby Ricardo Da Silva Torres

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