Normalized Cuts and Image Segmentation

@inproceedings{Shi1997NormalizedCA,
  title={Normalized Cuts and Image Segmentation},
  author={Jianbo Shi and Jitendra Malik},
  booktitle={CVPR},
  year={1997}
}
w e propose Q novel approach for solving the perceptual grouping problem in vision. Rather than focusing on local features and their consistencies in the amage data, our approach aims a t extracting the global impression of an image. We treat image segmentation QS (I graph partitioning problem and propose Q novel global criterion, the normalized cut, for segmenting the graph. The normalized cut craterion measures both the total dissimilarity between the different groups QS well as the total… CONTINUE READING
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References

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Showing 1-10 of 11 references

Normalized cuts and image segmentation

J. Shi, J. Malik
Technical Report CSD-97-940, UC Berkeley, • 1997

Preattentive texture discrimination with early vision mechanisms.

Journal of the Optical Society of America. A, Optics and image science • 1990

A representationof hypergraphs in the euclidean space Constructing simple stable descriptions for image partitioning

S. Yamada K. Fukunaga, H. S. Stone, T. Kasai
International Journal of Computer Vision • 1988

A property of eigenvectors of nonnegative symmetric matrices and its applications to graph theory. Czech

M. Fiedler
Mathematical Journal, • 1975