• DocumentCode
    1920632
  • Title

    Techniques to Implement an Embedded Laser Sensor for Pattern Recognition

  • Author

    Cracan, Arcadie M. ; Catalin, T. ; Dan Marius, D.

  • Author_Institution
    Fac. of Electron. & Telecommun., Iasi Tech. Univ.
  • Volume
    2
  • fYear
    2005
  • fDate
    21-24 Nov. 2005
  • Firstpage
    1417
  • Lastpage
    1420
  • Abstract
    This paper describes the implementation of a real-time, non contact, static hand sign recognition system using simple techniques and cost effective equipment. The system has two operation modes: recognition mode and learning mode. Hand sign recognition is based on an image appearance model of the human hand extracted by means of a custom transducer. The transducer is composed of a Web cam and a laser plane generator. A DSP processes two images, extracts a laser trace and computes the AR coefficients which are fed to an MLP neural-network classifier. The result of the classification operation is translated into a command sent to the target system (e.g. a PC). The default set of recognized signs can be customized in learning mode by "tuning" the system according to needs. The rates of correct recognition for all testing hand signs were in the range of 0.82 -1
  • Keywords
    feature extraction; gesture recognition; laser beam applications; learning (artificial intelligence); multilayer perceptrons; sensors; AR coefficients; DSP; MLP neural-network classifier; Web cam; custom transducer; embedded laser sensor; hand sign recognition system; human hand model; laser plane generator; pattern recognition; Costs; Digital signal processing; Humans; Image recognition; Laser modes; Laser tuning; Pattern recognition; Real time systems; Testing; Transducers; AR coefficients; DSP; Hand sign recognition; Laser sensor; MLP neural-network;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer as a Tool, 2005. EUROCON 2005.The International Conference on
  • Conference_Location
    Belgrade
  • Print_ISBN
    1-4244-0049-X
  • Type

    conf

  • DOI
    10.1109/EURCON.2005.1630227
  • Filename
    1630227