Contour Detection for Industrial Image Processing by Means of Level Set Methods

被引:0
|
作者
Marot, J. [1 ]
Caulier, Y. [1 ]
Kuleschov, A. [1 ]
Spinnler, K. [1 ]
Bourennane, S. [2 ]
机构
[1] Fraunhofer Inst IIS, Wolfsmantel 33, D-91058 Erlangen, Germany
[2] Univ Paul Cezanne, Ecole Cent Marseille, Inst Fresnel, CNRS UMR 6133, F-13013 Marseille, France
关键词
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
We consider the problem of the automatic inspection of industrial metal pieces. The purpose of the work presented in this paper is to derive a method for defect detection. For the first time in this context we adapt level set method to distinguish hollow regions in the metal pieces from the grinded surface. We compare this method with Canny OF edge enhancement and with a thresholding method based on histogram Computation. The experiments performed on two industrial images show that the proposed method retrieves correctly fuzzy contours and is robust against noise.
引用
收藏
页码:655 / +
页数:3
相关论文
共 50 条
  • [21] Parallel image segmentation with level set methods
    Jeon, M
    Alexander, M
    Pizzi, N
    Proceedings of the Fifth IASTED International Conference on Visualization, Imaging, and Image Processing, 2005, : 394 - 399
  • [22] Level set methods for watershed image segmentation
    Tai, Xue-Cheng
    Hodneland, Erlend
    Weickert, Joachim
    Bukoreshtliev, Nickolay V.
    Lundervold, Arvid
    Gerdes, Hans-Hermann
    SCALE SPACE AND VARIATIONAL METHODS IN COMPUTER VISION, PROCEEDINGS, 2007, 4485 : 178 - +
  • [23] Automated lip contour detection using the level set segmentation method
    Sohail, Abu Sayeed Md.
    Bhattacharya, Prabir
    14TH INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND PROCESSING, PROCEEDINGS, 2007, : 425 - +
  • [24] METHODS AND MEANS OF OPERATIVE DIGITAL IMAGE PROCESSING.
    Kirichuk, V.S.
    Kosykh, V.P.
    Nesterikhin, Yu.E.
    Yakovenko, N.S.
    Optoelectronics, Instrumentation and Data Processing (English translation of Avtometriya), 1984, (04): : 95 - 99
  • [25] Image processing models, methods and means in radio systems
    Prudyus, I
    MODERN PROBLEMS OF RADIO ENGINEERING, TELECOMMUNICATIONS AND COMPUTER SCIENCE, PROCEEDINGS, 2004, : 14 - 19
  • [26] A level set image segmentation method based on a cloud model as the priori contour
    Weisheng Li
    Feiyan Li
    Jiao Du
    Signal, Image and Video Processing, 2019, 13 : 103 - 110
  • [27] A level set image segmentation method based on a cloud model as the priori contour
    Li, Weisheng
    Li, Feiyan
    Du, Jiao
    SIGNAL IMAGE AND VIDEO PROCESSING, 2019, 13 (01) : 103 - 110
  • [28] Novelty Detection Using Level Set Methods
    Ding, Xuemei
    Li, Yuhua
    Belatreche, Ammar
    Maguire, Liam P.
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2015, 26 (03) : 576 - 588
  • [29] Level set methods, distance function and image segmentation
    Wang, DJ
    Zhao, JL
    Kee, S
    Tang, ZS
    PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, 2004, : 110 - 115
  • [30] Piecewise constant level set methods and image segmentation
    Lie, J
    Lysaker, M
    Tai, XC
    SCALE SPACE AND PDE METHODS IN COMPUTER VISION, PROCEEDINGS, 2005, 3459 : 573 - 584