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Application-specific instruction processor for extracting local binary patterns

  • Jani Boutellier*
  • , Ismo Lundbom
  • , Janne Janhunen
  • , Jori Ylimainen
  • , Jari Hannuksela
  • *Tämän työn vastaava kirjoittaja

    Tutkimustuotos: KonferenssiartikkeliTieteellinenvertaisarvioitu

    9 Sitaatiot (Scopus)

    Abstrakti

    Local Binary Pattern (LBP) is texture operator used in preprocessing for object detection, tracking, face recognition and fingerprint matching. Many of these applications are performed on embedded devices, which poses limitations on the implementation complexity and power consumption. As LBP features are computed pixelwise, high performance is required for real time extraction of LBP features from high resolution video. This paper presents an application-specific instruction processor for LBP extraction. The compact, yet powerful processor is capable of extracting LBP features from 1280 × 720p (30 fps) video with a reasonable 304 MHz clock rate. With a low power consumption and an area of less than 16k gates the processor is suitable for embedded devices. Experiments present resource and power consumption measured on an FPGA board, along with processor synthesis results. In terms of latency, our processor requires 17.5 × less clock cycles per LBP feature than a workstation implementation and only 2.0 × more than a hardwired ASIC.

    AlkuperäiskieliEnglanti
    OtsikkoDASIP 2012 - Proceedings of the 2012 Conference on Design and Architectures for Signal and Image Processing
    Sivut82-89
    Sivumäärä8
    TilaJulkaistu - 2012
    OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisussa
    Tapahtuma6th Annual Conference on Design and Architectures for Signal and Image Processing, DASIP 2012 - Karlsruhe, Saksa
    Kesto: 23 lokak. 201225 lokak. 2012

    Conference

    Conference6th Annual Conference on Design and Architectures for Signal and Image Processing, DASIP 2012
    Maa/AlueSaksa
    KaupunkiKarlsruhe
    Ajanjakso23/10/1225/10/12

    !!ASJC Scopus subject areas

    • Computer Graphics and Computer-Aided Design
    • Computer Vision and Pattern Recognition
    • Hardware and Architecture
    • Signal Processing
    • Electrical and Electronic Engineering

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