• DocumentCode
    2102264
  • Title

    Hardware-oriented stereo vision algorithm based on 1-D guided filtering and its FPGA implementation

  • Author

    Ohata, Katsuki ; Sanada, Yukitoshi ; Ogaki, Tetsuro ; Matsuyama, Kimihide ; Ohira, Takashi ; Chikuda, Satoshi ; Igarashi, M. ; Ikebe, Masayuki ; Asai, Tetsuya ; Motomura, Masato ; Kuroda, Tadahiro

  • Author_Institution
    Fac. of Sci. & Technol., Keio Univ., Yokohama, Japan
  • fYear
    2013
  • fDate
    8-11 Dec. 2013
  • Firstpage
    169
  • Lastpage
    172
  • Abstract
    This paper presents a novel hardware-oriented stereo vision system based on 1-D cost aggregation. Many researchers have implemented hardware efficient stereo matching to realize real-time systems. However, such methods require a large amount of memory. We proposed a system that is based on a hardware-software hybrid architecture for memory reduction. It consisted of grayscale 1-D cost aggregation HW and 2-D disparity refinement SW. The 1-D processing reduced the size of RAM in our HW to 266 kb with an input image size of 1024×768. We achieved the average error rate for the Middlebury datasets as 6.24%. The processing time was 56.6 ms for the 1024×768 images and an average of 8.6 ms for the Middlebury datasets which have an average size of 400×380. Using the resolution of Middlebury datasets, our system can perform real-time depth-aided image processing.
  • Keywords
    field programmable gate arrays; image matching; logic design; stereo image processing; visual perception; 1D guided filtering; 1D processing; 2D disparity refinement SW; FPGA implementation; Middlebury datasets; grayscale 1D cost aggregation HW; hardware efficient stereo matching; hardware-oriented stereo vision algorithm; hardware-software hybrid architecture; memory reduction; real-time depth-aided image processing; real-time systems; storage capacity 266 Kbit; time 56.6 ms; time 8.6 ms; Accuracy; Field programmable gate arrays; Gray-scale; Hardware; Memory management; Real-time systems; Software;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electronics, Circuits, and Systems (ICECS), 2013 IEEE 20th International Conference on
  • Conference_Location
    Abu Dhabi
  • Type

    conf

  • DOI
    10.1109/ICECS.2013.6815381
  • Filename
    6815381