SoC and FPGA Oriented High-quality Stereo Vision System

被引:0
|
作者
Li, Yanzhe [1 ]
Huang, Kai [1 ]
Claesen, Luc [2 ]
机构
[1] Zhejiang Univ, Inst VLSI Design, Hangzhou, Zhejiang, Peoples R China
[2] Hasselt Univ, Engn Technol Elect ICT Dept, B-3590 Diepenbeek, Belgium
关键词
DISPARITY ESTIMATION;
D O I
10.1109/FPL.2016.7577366
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Stereo matching is a crucial step for acquiring depth information from stereo images. However, it is still challenging to achieve good performance in both speed and accuracy for various stereo vision applications. In this paper, a hardware-compatible stereo matching algorithm is proposed; its associated hardware implementation is also presented. The proposed algorithm can produce high-quality disparity maps with the use of mini-census transform, segmentation-based adaptive support weight and effective refinement. Moreover, the proposed implementation is optimized as a fully pipelined and scalable hardware system. The proposed design is evaluated based on the Middlebury benchmarks and the average overall error rate is 6.10%. The experimental results indicate that the accuracy is competitive with some state-of-art software implementations.
引用
收藏
页数:4
相关论文
共 50 条
  • [1] SoC Oriented Real-time High-quality Stereo Vision System
    Li, Yanzhe
    Huang, Kai
    Claesen, Luc
    [J]. 2016 IFIP/IEEE INTERNATIONAL CONFERENCE ON VERY LARGE SCALE INTEGRATION (VLSI-SOC), 2016,
  • [2] Real-time High-quality Stereo Vision System in FPGA
    Wang, Wenqiang
    Yan, Jing
    Xu, Ningyi
    Wang, Yu
    Hsu, Feng-Hsiung
    [J]. PROCEEDINGS OF THE 2013 INTERNATIONAL CONFERENCE ON FIELD-PROGRAMMABLE TECHNOLOGY (FPT), 2013, : 358 - 361
  • [3] Real-Time High-Quality Stereo Vision System in FPGA
    Wang, Wenqiang
    Yan, Jing
    Xu, Ningyi
    Wang, Yu
    Hsu, Feng-Hsiung
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2015, 25 (10) : 1696 - 1708
  • [4] Stereo Vision System implemented on FPGA
    Valsaraj, Akhil
    Barik, Abdul
    Vishak, P. V.
    Midhun, K. M.
    [J]. INTERNATIONAL CONFERENCE ON EMERGING TRENDS IN ENGINEERING, SCIENCE AND TECHNOLOGY (ICETEST - 2015), 2016, 24 : 1105 - 1112
  • [5] HIGH-QUALITY STEREO DECODER
    POEL, WS
    [J]. WIRELESS WORLD, 1978, 84 (1511): : 73 - 73
  • [6] Fast and Accurate Stereo Vision System on FPGA
    Jin, Minxi
    Maruyama, Tsutomu
    [J]. ACM TRANSACTIONS ON RECONFIGURABLE TECHNOLOGY AND SYSTEMS, 2014, 7 (01)
  • [7] Active Stereo Vision with High Resolution on an FPGA
    Pfeifer, Marc
    Scholl, Philipp M.
    Voigt, Rainer
    Becker, Bernd
    [J]. 2019 27TH IEEE ANNUAL INTERNATIONAL SYMPOSIUM ON FIELD-PROGRAMMABLE CUSTOM COMPUTING MACHINES (FCCM), 2019, : 118 - 126
  • [8] An FPGA-oriented Graph Cut Algorithm for Accelerating Stereo Vision
    Kamasaka, Ryo
    Shibata, Yuichiro
    Oguri, Kiyoshi
    [J]. 2018 INTERNATIONAL CONFERENCE ON RECONFIGURABLE COMPUTING AND FPGAS (RECONFIG), 2018,
  • [9] A simple but high-quality stereo algorithm
    Noguchi, T
    Ohta, Y
    [J]. 16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITON, VOL IV, PROCEEDINGS, 2002, : 351 - 354
  • [10] Implementation of Real-Time Post-Processing for High-Quality Stereo Vision
    Choi, Seungmin
    Jeong, Jae-Chan
    Chang, Jiho
    Shin, Hochul
    Lim, Eul-Gyoon
    Cho, Jae Ii
    Hwang, Daehwan
    [J]. ETRI JOURNAL, 2015, 37 (04) : 752 - 765