Expression-Based Evolution of Faces

Created by W.Langdon from gp-bibliography.bib Revision:1.7630

@InProceedings{Machado:2012:EvoMUSART,

• author = "Penousal Machado and Joao Correia and Juan Romero",
• title = "Expression-Based Evolution of Faces",
• booktitle = "Proceedings of the 1st International Conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design, EvoMUSART 2012",
• year = "2012",
• month = "11-13 " # apr,
• editor = "Penousal Machado and Juan Romero and Adrian Carballal",
• series = "LNCS",
• volume = "7247",
• publisher = "Springer Verlag",
• address = "Malaga, Spain",
• pages = "187--198",
• organisation = "EvoStar",
• isbn13 = "978-3-642-29141-8",
• DOI = "doi:10.1007/978-3-642-29142-5_17",
• keywords = "genetic algorithms, genetic programming, Evolutionary Art, Automatic Fitness Assignment, Face Detection",
• abstract = "The combination of a classifier system with an evolutionary image generation engine is explored. The framework is instantiated using an off-the-shelf face detection system and a general purpose, expression-based, genetic programming engine. By default, the classifier returns a binary output, which is inadequate to guide evolution. By retrieving information provided by intermediate results of the classification task, it became possible to develop a suitable fitness function. The experimental results show the ability of the system to evolve images that are classified as faces. A subjective analysis also reveals the unexpected nature and artistic potential of the evolved images.",
• notes = "Part of \cite{Machado:2012:EvoMusArt_proc} EvoMUSART'2012 held in conjunction with EuroGP2012, EvoCOP2012, EvoBIO2012 and EvoApplications2012",

}

Genetic Programming entries for Penousal Machado Joao Nuno Goncalves Costa Cavaleiro Correia Juan Jesus Romero Cardalda

Citations