High-speed image feature detection using FPGA implementation of fast algorithm

被引:0
作者
Kraft, Marek [1 ]
Schmidt, Adam [1 ]
Kasinski, Andrzej [1 ]
机构
[1] Poznan Univ Tech, Inst Control & Informat Engn, PL-60965 Poznan, Poland
来源
VISAPP 2008: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON COMPUTER VISION THEORY AND APPLICATIONS, VOL 1 | 2008年
关键词
image processing; feature detection; FPGA;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Many of contemporary computer and machine vision applications require finding of corresponding points across multiple images. To that goal, among many features, the most commonly used are corner points. Corners are formed by two or more edges, and mark the boundaries of objects or boundaries between distinctive object parts. This makes corners the feature points that used in a wide range of tasks. Therefore, numerous corner detectors with different properties have been developed. In this paper, we present a complete FPGA architecture implementing corer detection. This architecture is based on the FAST algorithm. The proposed solution is capable of processing the incoming image data with the speed of hundreds of frames per second for a 512 x 512, 8-bit gray-scale image. The speed is comparable to the results achieved by top-of-the-shelf general purpose processors. However, the use of inexpensive FPGA allows to cut costs, power consumption and to reduce the footprint of a complete system solution. The paper includes also a brief description of the implemented algorithm, resource usage summary, resulting images, as well as block diagrams of the described architecture.
引用
收藏
页码:174 / 179
页数:6
相关论文
共 13 条
  • [1] [Anonymous], IEEE COMP VIS PATT R
  • [2] A COMPUTATIONAL APPROACH FOR CORNER AND VERTEX DETECTION
    DERICHE, R
    GIRAUDON, G
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 1993, 10 (02) : 101 - 124
  • [3] Harris C. G., 1988, P 4 ALV VIS C, DOI [10.5244/C.2.23, DOI 10.5244/C.2.23]
  • [4] Gray-level corner detection
    Kitchen, Les
    Rosenfeld, Azriel
    [J]. PATTERN RECOGNITION LETTERS, 1982, 1 (02) : 95 - 102
  • [5] Kraft M, 2007, ADV INTEL SOFT COMPU, V45, P132
  • [6] Robust image corner detection through curvature scale space
    Mokhtarian, F
    Suomela, R
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (12) : 1376 - 1381
  • [7] Moravec Hans, 1979, P 6 INT JOINT C ART, P599
  • [8] Rosten E, 2005, IEEE I CONF COMP VIS, P1508
  • [9] Rosten E., 2006, Computer Vision European Conference on Computer Vision 2006, P430, DOI DOI 10.1007/11744023_34
  • [10] SUSAN - A new approach to low level image processing
    Smith, SM
    Brady, JM
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 23 (01) : 45 - 78