• DocumentCode
    35402
  • Title

    An Accurate Algorithm for the Identification of Fingertips Using an RGB-D Camera

  • Author

    Maisto, M. ; Panella, Massimo ; Liparulo, Luca ; Proietti, A.

  • Author_Institution
    Dept. of Inf. Eng., Electron. & Telecommun., Univ. of Rome La Sapienza, Rome, Italy
  • Volume
    3
  • Issue
    2
  • fYear
    2013
  • fDate
    Jun-13
  • Firstpage
    272
  • Lastpage
    283
  • Abstract
    RGB-D cameras and depth sensors have made possible the development of an uncountable number of applications in the field of human-computer interactions. Such applications, varying from gaming to medical, have made possible because of the capability of such sensors of elaborating depth maps of the placed ambient. In this context, aiming to realize a sound basis for future applications relevant to the movement and to the pose of hands, we propose a new approach to recognize fingertips and to identify their position by means of the Microsoft Kinect technology. The experimental results exhibit a really good identification rate, an execution speed faster than the frame rate with no meaningful latencies, thus allowing the use of the proposed system in real time applications. Furthermore, the scored identification accuracy confirms the excellent capability of following also little movements of the hand and it encourages the real possibility of successive implementations in more complex gesture recognition systems.
  • Keywords
    gesture recognition; human computer interaction; image colour analysis; image sensors; object recognition; Microsoft Kinect technology; RGB-D cameras; depth maps; depth sensors; faster execution speed; fingertip recognition; fingertips identification algorithm; gesture recognition systems; good identification rate; human-computer interactions; position identification; Fingertip tracking; Kinect sensor; RGB-D camera; gesture recognition; human–computer interaction;
  • fLanguage
    English
  • Journal_Title
    Emerging and Selected Topics in Circuits and Systems, IEEE Journal on
  • Publisher
    ieee
  • ISSN
    2156-3357
  • Type

    jour

  • DOI
    10.1109/JETCAS.2013.2256830
  • Filename
    6507660