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Learning Segmentation by Random Walks

by: Marina Meila, Jianbo Shi
In NIPS (2000), pp. 873-879  Key: citeulike:498897

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Abstract

We present a new view of image segmentation by pairwise similarities. We interpret the similarities as edge ows in a Markov random walk and study the eigenvalues and eigenvectors of the walk's transition matrix. This interpretation shows that spectral methods for clustering and segmentation have a probabilistic foundation. In particular, we prove that the Normalized Cut method arises naturally from our framework. Finally, the framework provides a principled method for learning the...


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