• DocumentCode
    3458279
  • Title

    The HPU

  • Author

    Davis, James ; Arderiu, Joan ; Lin, Henry ; Nevins, Zeb ; Schuon, Sebastian ; Gallo, Orazio ; Yang, Ming-Hsuan

  • Author_Institution
    UC Santa Cruz, Santa Cruz, CA, USA
  • fYear
    2010
  • fDate
    13-18 June 2010
  • Firstpage
    9
  • Lastpage
    16
  • Abstract
    Computer-mediated, human micro-labor markets have so far been treated as novelty services good for cheaply labeling training data and easy user studies. This paper´s primary contribution is conceptual, the claim that these markets can be characterized as Human co-Processing Units (HPU), and represent a first class computational platform. In the same way that Graphics Processing Units (GPU) represent a change in architecture from CPU based computation, HPU based computation is different, and deserves careful characterization and study. We demonstrate the value of this claim by showing that simplistic HPU computation can be more accurate than complex CPU based algorithms on some important computer vision tasks. We also argue that HPU computation can be cheaper than state-of-the-art CPU based computation. Finally we give some examples of characterizing the HPU as an architectural platform.
  • Keywords
    coprocessors; human computer interaction; HPU; graphic processing units; human coprocessing units; human microlabor markets; Central Processing Unit; Computer architecture; Computer networks; Computer science; Computer vision; Conferences; Humans; Machine vision; Pattern recognition; Training data;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision and Pattern Recognition Workshops (CVPRW), 2010 IEEE Computer Society Conference on
  • Conference_Location
    San Francisco, CA
  • ISSN
    2160-7508
  • Print_ISBN
    978-1-4244-7029-7
  • Type

    conf

  • DOI
    10.1109/CVPRW.2010.5543192
  • Filename
    5543192