3D velocity filters for improved object detection in automotive applications

被引:0
作者
Schauland, Sam [1 ]
Velten, Joerg [1 ]
Kummert, Anton [1 ]
机构
[1] Univ Wuppertal, Fac Elect Informat & Media Engn, D-42097 Wuppertal, Germany
来源
2007 IEEE INTELLIGENT TRANSPORTATION SYSTEMS CONFERENCE, VOLS 1 AND 2 | 2007年
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Vision-based object detection is a core part of many automotive collision warning systems. Especially due to the extensive information an image can hold and the decreasing costs of computational power, it has attracted more and more interest in the last decade. This paper proposes a motion-based approach to simplify the detection of moving objects. In contrast to most of the existing approaches we interpret the image sequence containing the moving object (e.g. a vehicle or a crossing pedestrian) as a three-dimensional signal, not just as an image matrix. Thus, we can benefit from the advanced theoretical knowledge on system description and handling from the field of signal processing. More precisely, we use three-dimensional velocity filters to oppress every object in the image that is not moving in a certain direction at a certain velocity. We present basic considerations on motion in the spatio-temporal and spectral domain as well as transfer function design. Finally, examples from pedestrian detection are given and ideal filter results are compared to results obtained using a wave digital filter (WDF) implementation thereof.
引用
收藏
页码:392 / 396
页数:5
相关论文
共 9 条
  • [1] Bolle M., 1992, THESIS RUHR U BOCHUM
  • [2] THE ENHANCEMENT AND TRACKING OF MOVING-OBJECTS IN DIGITAL IMAGES USING ADAPTIVE 3-DIMENSIONAL RECURSIVE FILTERS
    BRUTON, LT
    BARTLEY, NR
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1986, 33 (06): : 604 - 612
  • [3] THE DESIGN OF HIGHLY SELECTIVE ADAPTIVE 3-DIMENSIONAL RECURSIVE CONE FILTERS
    BRUTON, LT
    BARTLEY, NR
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1987, 34 (07): : 775 - 781
  • [4] SUPPRESSION OF PARASITIC OSCILLATIONS IN WAVE DIGITAL-FILTERS
    FETTWEIS, A
    MEERKOTTER, K
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1975, CA22 (03): : 239 - 246
  • [5] FETTWEIS A, 1986, EUR ASS SIGN PROC EU
  • [6] Gandhi T., 2006, P IEEE INT TRANSP SY, P976, DOI [10.1109/ITSC.2006.1706871, DOI 10.1109/ITSC.2006.1706871]
  • [7] Lu W.-S., 1992, Two-Dimensional Digital Filters, V1st
  • [8] Runze G., 2005, THESIS U ERLANGEN NU
  • [9] Stockman G. C., 2001, Computer Vision