Color image segmentation in HSI space for automotive applications

被引:73
|
作者
Rotaru, Calin [1 ]
Graf, Thorsten [1 ]
Zhang, Jianwei [2 ]
机构
[1] Volkswagen AG, Grp Res Elect, D-38436 Wolfsburg, Germany
[2] Univ Hamburg, Dept Comp Sci, D-22527 Hamburg, Germany
关键词
Color image processing; HSI space; Image segmentation; Automotive applications; Driver assistance;
D O I
10.1007/s11554-008-0078-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article presents a method for classifying color points for automotive applications in the Hue Saturation Intensity (HSI) Space based on the distances between their projections onto the SI plane. Firstly the HSI Space is analyzed in detail. Secondly the projection of image points from a typical automotive scene onto the SI plane is shown. The minimal classes relevant for driver assistance applications are derived. The requirements for the classification of the points into those classes are obtained. Several weighting functions are proposed and a fast form of an euclidean metric is investigated in detail. In order to improve the sensitivity of the weighting function, dynamic coefficients are introduced. It is shown how to compute them automatically in order to get optimal results for the classification. Finally some results of applying the metric to the sample images are shown and the conclusions are drawn.
引用
收藏
页码:311 / 322
页数:12
相关论文
共 50 条
  • [21] A review:Color image segmentation based on color space
    Li, Mengxin
    Hou, Dingding
    Xia, Xinghua
    Fan, Jingjing
    Xu, Weijing
    [J]. FRONTIERS OF MANUFACTURING SCIENCE AND MEASURING TECHNOLOGY III, PTS 1-3, 2013, 401 : 1310 - 1314
  • [22] Color Image Segmentation in a Novel Dynamic Color Space
    Jiao, Chunlin
    Gao, Mantun
    Shi, Yikai
    [J]. 2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 5922 - 5927
  • [23] Color image segmentation for multimedia applications
    Ikonomakis, N.
    Plataniotis, K.N.
    Venetsanopoulos, A.N.
    [J]. Journal of Intelligent and Robotic Systems: Theory and Applications, 2000, 28 (01): : 5 - 20
  • [24] Single Remote-Sensing Image Dehazing in HSI Color Space
    Guo, Yongfei
    Zhang, Zeshu
    Yuan, Hangfei
    Shao, Shuai
    [J]. JOURNAL OF THE KOREAN PHYSICAL SOCIETY, 2019, 74 (08) : 779 - 784
  • [25] Color Image Segmentation for Multimedia Applications
    N. Ikonomakis
    K. N. Plataniotis
    A. N. Venetsanopoulos
    [J]. Journal of Intelligent and Robotic Systems, 2000, 28 : 5 - 20
  • [26] Image Quality Improvement of Underwater Images in Ideal HSI Color Space
    Yoshida, Ibuki
    Taguchi, Akira
    [J]. 2019 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATION SYSTEMS (ISPACS), 2019,
  • [27] Color Image Segmentation to the RGB and HSI Model Based on Region Growing Algorithm
    Alsultanny, Yas A.
    [J]. RECENT ADVANCES IN COMPUTER ENGINEERING AND APPLICATIONS: PROCEEDINGS OF THE 4TH WSEAS INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND APPLICATIONS (CEA 10), 2009, : 63 - +
  • [28] Color image segmentation for multimedia applications
    Ikonomakis, N
    Plataniotis, KN
    Venetsanopoulos, AN
    [J]. JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2000, 28 (1-2) : 5 - 20
  • [29] Color image segmentation for multimedia applications
    Ikonomakis, N
    Plataniotis, KN
    Venetsanopoulos, AN
    [J]. ADVANCES IN INTELLIGENT SYSTEMS: CONCEPTS, TOOLS AND APPLICATIONS, 1999, 21 : 287 - 298
  • [30] Single Remote-Sensing Image Dehazing in HSI Color Space
    Yongfei Guo
    Zeshu Zhang
    Hangfei Yuan
    Shuai Shao
    [J]. Journal of the Korean Physical Society, 2019, 74 : 779 - 784