Towards Automated Learning of Object Detectors

Created by W.Langdon from gp-bibliography.bib Revision:1.4208

  author =       "Marc Ebner",
  title =        "Towards Automated Learning of Object Detectors",
  booktitle =    "EvoIASP",
  year =         "2010",
  editor =       "Cecilia {Di Chio} and Stefano Cagnoni and 
                 Carlos Cotta and Marc Ebner and Aniko Ekart and 
                 Anna I. Esparcia-Alcazar and Chi-Keong Goh and 
                 Juan J. Merelo and Ferrante Neri and Mike Preuss and 
                 Julian Togelius and Georgios N. Yannakakis",
  volume =       "6024",
  series =       "LNCS",
  pages =        "231--240",
  address =      "Istanbul",
  month =        "7-9 " # apr,
  organisation = "EvoStar",
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming, cartesian
                 genetic programming, GPU",
  isbn13 =       "978-3-642-12238-5",
  DOI =          "doi:10.1007/978-3-642-12239-2_24",
  abstract =     "Recognizing arbitrary objects in images or video
                 sequences is a difficult task for a computer vision
                 system. We work towards automated learning of object
                 detectors from video sequences (without user
                 interaction). Our system uses object motion as an
                 important cue to detect independently moving objects in
                 the input sequence. The largest object is always taken
                 as the teaching input, i.e. the object to be extracted.
                 We use Cartesian Genetic Programming to evolve image
                 processing routines which deliver the maximum output at
                 the same position where the detected object is located.
                 The graphics processor (GPU) is used to speed up the
                 image processing. Our system is a step towards
                 automated learning of object detectors.",
  notes =        "EvoIASP'2010 held in conjunction with EuroGP'2010
                 EvoCOP2010 EvoBIO2010",

Genetic Programming entries for Marc Ebner