Evolving Object Detectors with a GPU Accelerated Vision System

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@InProceedings{Ebner:2010b,
  author =       "Marc Ebner",
  title =        "Evolving Object Detectors with a GPU Accelerated
                 Vision System",
  booktitle =    "Proceedings of the 9th International Conference
                 Evolvable Systems: From Biology to Hardware, ICES
                 2010",
  year =         "2010",
  editor =       "Gianluca Tempesti and Andy M. Tyrrell and 
                 Julian F. Miller",
  series =       "Lecture Notes in Computer Science",
  volume =       "6274",
  pages =        "109--120",
  address =      "York",
  month =        sep # " 6-8",
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming, GPU",
  isbn13 =       "978-3-642-15322-8",
  DOI =          "doi:10.1007/978-3-642-15323-5_10",
  abstract =     "Using GPU processing, it is now possible to develop an
                 evolutionary vision system working at interactive frame
                 rates. Our system uses motion as an important cue to
                 evolve detectors which are able to detect an object
                 when this cue is not available. Object detectors
                 consist of a series of high level operators which are
                 applied to the input image. A matrix of low level point
                 operators are used to recombine the output of the high
                 level operators. With this contribution, we
                 investigate, which image processing operators are most
                 useful for object detection. It was found that the set
                 of image processing operators could be considerably
                 reduced without reducing recognition performance.
                 Reducing the set of operators lead to an increase in
                 speedup compared to a standard CPU implementation.",
  affiliation =  "Wilhelm-Schickard-Institut fur Informatik,
                 Eberhard-Karls-Universitat Tuebingen, Abt.
                 Rechnerarchitektur, Sand 1, 72076 Tbingen, Germany",
}

Genetic Programming entries for Marc Ebner

Citations