Image Processing and Analysis with Graphs: Theory and Practice

ISBN: 9781439855072
Series: Digital Imaging and Computer Vision
Published: July 03, 2012 by CRC Press - 562 Pages
Editor(s): Olivier Lézoray, University of Caen, France;
Leo Grady, Siemens Corporate Research, Princeton, New Jersey, USA
  1. Graph theory concepts and definitions used in image processing and analysis.
    • Olivier Lézoray and Leo Grady
  2. Graph Cuts --- Combinatorial Optimization in Vision.
    • Hiroshi Ishikawa
  3. Higher-order models in Computer Vision.
    • Pushmeet Kohli and Carsten Rother
  4. A Parametric Maximum Flow Approach for Discrete Total Variation Regularization.
    • Antonin Chambolle and Jérome Darbon
  5. Targeted image segmentation using graph methods.
    • Leo Grady
  6. A short tour of mathematical morphology on edge and vertex weighted graphs.
    • Laurent Najman and Fernand Meyer
  7. Partial difference equations on graphs for local and nonlocal image processing.
    • Olivier Lézoray, Abderrahim Elmoataz, Vinh-Thong Ta and Sébastien Bougleux
  8. Image denoising with non-local spectral graph wavelets.
    • David Hammond, Laurent Jacques and Pierre Vandergheynst
  9. Image and Video Matting.
    • Jue Wang
  10. Optimal Simultaneous Multi-Surface and Multi-Object Image Segmentation.
    • Xiaodong Wu, Mona Garvin and Milan Sonka
  11. Hierarchical Graph encodings.
    • Luc Brun and Walter Kropatsch
  12. Graph-based dimensionality reduction.
    • John Aldo Lee and Michel Verleysen
  13. Graph Edit Distance -- Theory, Algorithms and Applications.
    • Miquel Ferrer and Horst Bunke
  14. The Role of Graphs in Matching Shapes and in Categorization.
    • Benjamin Kimia
  15. 3D Shape Registration Using Spectral Graph Embedding and Probabilistic Matching.
    • Avinash Sharma, Radu Horaud and Diana Mateus
  16. Modeling Images with Undirected Graphical Models.
    • Marshall Tappen
  17. Tree-walk kernels for computer vision.
    • Zaid Harchaoui and Francis Bach


Chinese version
October 18, 2017. The Chinese version of the book has just been released.
Book in Chinese
May 15, 2013. The book will be translated in Chinese.
Book Published
July 1, 2012. The book published by CRC Press.
Book in production
February 1, 2012. The book in production with CRC Press.