A pedestrian detection system using applied log-Gabor filters

被引:0
|
作者
Janta, J. [1 ]
Kumsawat, P. [1 ]
Attakitmongkol, K. [1 ]
Srikaew, A. [1 ]
机构
[1] Suranaree Univ Technol, Sch Elect Engn, Intelligent Syst Grp, Robot & Automat Real World Applicat Res Unit, 111 Univ Ave,Muang Dist, Nakhon Ratchasima 30000, Thailand
关键词
pedestrian detection; pedestrian safety systems; applied log-Gabor filters; pedestrian feature extraction; support vector machines;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Pedestrian detection is one of the most important research contents of road safety. The crucial idea behind such pedestrian safety systems is to protect the driver and pedestrian from any accident. In this paper, a pedestrian feature extraction based on applied log-Gabor filters is presented. The resulting filtered images show desirable segmentation performance which allows support vector machines to be able to efficiently classify and recognize the pedestrian. The proposed system is capable of detecting multiple pedestrians from complex background and providing size and position information of pedestrians within the image. Pedestrians with different sizes, shapes, postures, and clothes can be detected effectively. Results and discussions are presented.
引用
收藏
页码:55 / +
页数:2
相关论文
共 50 条
  • [41] Using Single Log-Gabor Filter and Reassignment Method for Audio Classification Applications
    Souli, Sameh
    Lachiri, Zied
    [J]. 2015 IEEE 12TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2015,
  • [42] Generation of Iris Codes Using 1D Log-Gabor Filter
    Kahlil, A. T.
    Abou-Chadi, F. E. M.
    [J]. ICCES'2010: THE 2010 INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING & SYSTEMS, 2010, : 329 - 336
  • [43] Fingerprint Image Enhancement via log-Gabor Filtering
    Lu, Zhen-kun
    Yu, Zhen-ming
    [J]. MIPPR 2011: AUTOMATIC TARGET RECOGNITION AND IMAGE ANALYSIS, 2011, 8003
  • [44] Multiscale corner detection of gray level images based on log-Gabor wavelet transform
    Gao, Xinting
    Sattar, Farook
    Venkateswarlu, Ronda
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2007, 17 (07) : 868 - 875
  • [45] A New Image Feature Point Detection Method Based on Log-Gabor Gradient Feature
    Yang Jian
    Zhao Zhongming
    [J]. 2009 JOINT URBAN REMOTE SENSING EVENT, VOLS 1-3, 2009, : 140 - 144
  • [46] Multiscale corner detection of gray level images based on log-Gabor wavelet transform
    Gao, Xinting
    Sattar, Farook
    Venkateswarlu, Ronda
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL I, PTS 1-3, PROCEEDINGS, 2007, : 1253 - +
  • [47] Multiclass support vector machines for environmental sounds classification in visual domain based on log-Gabor filters
    Sameh S.
    Lachiri Z.
    [J]. International Journal of Speech Technology, 2013, 16 (2) : 203 - 213
  • [48] Video Text Extraction Using The Fusion of Color Gradient and Log-Gabor Filter
    Zhang, Zhike
    Wang, Weiqiang
    Lu, Ke
    [J]. 2014 22ND INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2014, : 2938 - 2943
  • [49] An application of Log-Gabor filter on road detection in arid environments for forward looking buried object detection
    Plodpradista, P.
    Keller, J. M.
    Popescu, M.
    [J]. DETECTION AND SENSING OF MINES, EXPLOSIVE OBJECTS, AND OBSCURED TARGETS XX, 2015, 9454
  • [50] Fingerprint verification using filter-bank of Gabor and Log Gabor filters
    Nemati, Rehan Jamshaid
    Javed, Muhammad Younus
    [J]. PROCEEDINGS OF IWSSIP 2008: 15TH INTERNATIONAL CONFERENCE ON SYSTEMS, SIGNALS AND IMAGE PROCESSING, 2008, : 363 - 366