• DocumentCode
    735307
  • Title

    A 33 nJ/vector descriptor generation processor for low-power object recognition

  • Author

    Dongjoo Shin ; Injoon Hong ; Gyeonghoon Kim ; Hoi-Jun Yoo

  • Author_Institution
    Dept. of EE, KAIST, Daejeon, South Korea
  • fYear
    2015
  • fDate
    17-19 June 2015
  • Abstract
    An energy efficient descriptor generation (DG) processor is proposed for low-power object recognition (OR) processor, it has 3 low-power schemes: descriptor reuse (DR) algorithm, hierarchical pipeline (HP) architecture, and look-up table (LUT)-based nonlinear operation circuits. The DR OR algorithm reuses 58% descriptors from the previous frame. The HP employs upper 3-stage keypoint-level pipeline with lower 4-stage fine-grained pixel-level pipeline for the high pipeline utilization. The LUT-based nonlinear operations enhance the energy efficiency. The chip is implemented in a 65nm CMOS process, and it shows average 5 mW power consumption and up to 33 nJ/vector energy efficiency. As a result, 21.6 times higher energy efficiency and 3.5 times higher area efficiency can be achieved compared to the state-of-the-art OR processor.
  • Keywords
    CMOS integrated circuits; low-power electronics; microprocessor chips; object recognition; table lookup; 3-stage keypoint-level pipeline; 4-stage fine-grained pixel-level pipeline; CMOS process; descriptor reuse algorithm; energy efficient descriptor generation processor; hierarchical pipeline architecture; high pipeline utilization; look-up table; low-power object recognition; nonlinear operation circuits; size 65 nm; Algorithm design and analysis; Energy efficiency; Object recognition; Pipelines; Power demand; Table lookup; Very large scale integration;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    VLSI Circuits (VLSI Circuits), 2015 Symposium on
  • Conference_Location
    Kyoto
  • Print_ISBN
    978-4-86348-502-0
  • Type

    conf

  • DOI
    10.1109/VLSIC.2015.7231324
  • Filename
    7231324