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Abstract: We propose a novel approach for solving the perceptual grouping problem in vision. Rather than focusing on local features and their consistencies in the image data, our approach aims at extracting the global impression of an image. We treat image segmentation as a graph partitioning problem and propose a novel global criterion, the normalized cut, for segmenting the graph. The normalized cut criterion measures both the total dissimilarity between the different groups as well as the total... (Update)
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BibTeX entry: (Update)
J. Shi and J. Malik. Normalized cuts and image segmentation. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR'97), pages 731--737, 1997. http://citeseer.ist.psu.edu/shi97normalized.html More
@article{ shi00normalized,
author = "Jianbo Shi and Jitendra Malik",
title = "Normalized Cuts and Image Segmentation",
journal = "IEEE Transactions on Pattern Analysis and Machine Intelligence",
volume = "22",
number = "8",
pages = "888-905",
year = "2000",
url = "citeseer.ist.psu.edu/shi97normalized.html" }
Citations (may not include all citations):805 Algorithms for Clustering Data (context) - Jain, Dubes - 1988
453 Visual Reconstruction (context) - Blake, Zisserman - 1987
309 Partitioning sparse matrices with eigenvectors of graphs (context) - Pothen, Simon et al. - 1990
209 Optimal approximations by piecewise smooth functions (context) - Mumford, Shah - 1989
167 Constructing simple stable descriptions for image partitioni.. - Leclerc - 1989
146 an and D. Geman. Stochastic relaxation, gibbs distributions,.. (context) - Gem - 1984
143 John Hopkins Press (context) - Van Loan - 1989
126 Eigenvalues and expanders (context) - Alon - 1986
124 Preattentive texture discrimination with early vision mechan.. (context) - Malik, Perona - 1990
92 A property of eigenvectors of nonnegative symmetric matrices.. (context) - Fiedler - 1975
82 Lower bounds for the partitioning of graphs (context) - Donath, Hoffman - 1973
64 An optimal graph theoretic approach to data clustering: Theo.. (context) - Wu, Leahy - 1993
44 Laws of organization in perceptual forms (context) - Wertheimer - 1938
31 Quantitative measures of change based on feature organizatio.. (context) - Sarkar, Boyer - 1996
17 Ratio regions: a technique for image segmentation (context) - Cox, Rao et al. - 1996
8 Disk packings and planar separators (context) - Spielman, Teng - 1996
8 Shape from motion from image streams under orthograph (context) - Tomasi, Kanade - 1992
7 An improved spectral bisection algorithm and its application.. (context) - Van Driessche, Roose - 1995
3 A representation of hypergraphs in the euclidean space (context) - Fukunaga, Yamada et al. - 1984
2 Amulti-body factorization method for motion analysis (context) - Costeira, Kanade - 1995
1 Domain mapping of parallel scientific computations (context) - Hendrickson, Leland - 1992
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