• DocumentCode
    2722022
  • Title

    A real-time embedded solution for skew correction in banknote analysis

  • Author

    Rashid, Adnan ; Prati, Andrea ; Cucchiara, Rita

  • Author_Institution
    DII, Univ. of Modena & Reggio Emilia, Modena, Italy
  • fYear
    2011
  • fDate
    20-25 June 2011
  • Firstpage
    42
  • Lastpage
    49
  • Abstract
    Several industrial applications do require embedded solutions both for compacting the hardware occupation and reducing energy consumption, and for achieving high speed performance. This paper presents a computer vision system developed for correcting image skew in applications for banknote analysis and classification. The system must be very efficient and run on a fixed-point DSP with limited computational resources. Consequently, we propose three innovative improvements to basic and general-purpose image processing techniques that can be helpful in other computer vision applications on embedded devices. In particular, we address: a) an efficient labeling with an union-find approach for hole filling, b) a fast Hough transform implementation, and c) a very high-speed estimation of affine transformation for skew correction. The reported results demonstrate both the accuracy and the efficiency of the system, also in presence of severe skew. In terms of efficiency, the computational time is reduced of about two orders of magnitude.
  • Keywords
    Hough transforms; affine transforms; banking; computer vision; Hough transform implementation; affine transformation; banknote analysis; banknote classification; computer vision system; fixed-point DSP; hole filling; image skew correction; real-time embedded solution; union-find approach; Digital signal processing; Estimation; Image segmentation; Optimization; Real time systems; Transforms; Visualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision and Pattern Recognition Workshops (CVPRW), 2011 IEEE Computer Society Conference on
  • Conference_Location
    Colorado Springs, CO
  • ISSN
    2160-7508
  • Print_ISBN
    978-1-4577-0529-8
  • Type

    conf

  • DOI
    10.1109/CVPRW.2011.5981806
  • Filename
    5981806