Advertisement

Unsupervised Segmentation on Image with JSEG Using Soft Class Map

  • Yuanjie Zheng
  • Jie Yang
  • Yue Zhou
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 3177)

Abstract

Soft class map is presented for JSEG. The definitions of J values etc. in JSEG are adjusted correspondingly. The method of constructing soft class map is provided. JSEG with soft class map is a more robust method in unsupervised image segmentation compared with the original JSEG method. Our method can segment correctly image in which there exists color smooth transition in underlying object region.

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. 1.
    Deng, Y., Manjunath, B.S.: Unsupervised segmentation of color-texture regions in images and video. IEEE Transactions on Pattern Analysis and Machine Intelligence 23, 800–810 (2001)CrossRefGoogle Scholar
  2. 2.
    Deng, Y., Kenney, C., Moore, M.S., Manjunath, B.S.: Peer group filtering and perceptual color image quantization. In: Proc. IEEE Int’l Symp Circuits and Systems., vol. 4, pp. 21–24 (1999)Google Scholar
  3. 3.
    Saha, P.K., Udupa, J.K.: Fuzzy connected object delineation: axiomatic path strength definition and the case of multiple seeds. Computer Vision and Image Understanding 83, 275–295 (2001)zbMATHCrossRefGoogle Scholar
  4. 4.
    Udupa, J.K., Samarasekera, S.: Fuzzy connectedness and object definition: theory, algorithms, and applications in image segmentation. Graphical Models and Image Processing 58, 246–261 (1996)CrossRefGoogle Scholar
  5. 5.
    Karayiannis, N.B., Pai, P.-I.: Fuzzy vector quantization algorithms and their application in image compression. IEEE Transactions on Image Processing 4, 1193–1201 (1995)CrossRefGoogle Scholar
  6. 6.
    Marques, F., Kuo, C.-C.J.: Classified vector quantization using fuzzy theory. In: IEEE International Conference on Fuzzy Systems, pp. 237–244 (1992)Google Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2004

Authors and Affiliations

  • Yuanjie Zheng
    • 1
  • Jie Yang
    • 1
  • Yue Zhou
    • 1
  1. 1.Institute of Image Processing and Pattern RecognitionShanghai Jiaotong UniversityShanghaiChina

Personalised recommendations