Kernel Spectral Curvature Clustering (KSCC)

KSCC is the combination of the Spectral Curvature Clustering (SCC) algorithm and kernels for clustering certain nonlinear manifolds.

Publication

Kernel Spectral Curvature Clustering (KSCC) [PDF], G. Chen, S. Atev and G. Lerman, ICCV Workshop on Dynamical Vision, September 2009, Kyoto, Japan.

Related Papers

Foundations of a Multi-way Spectral Clustering Framework for Hybrid Linear Modeling [PDF], G. Chen and G. Lerman, Journal of Foundations of Computational Mathematics, 2009.
Spectral Curvature Clustering (SCC) [PDF], G. Chen and G. Lerman, International Journal of Computer Vision, 81:317-330, 2009. DOI 10.1007/s11263-008-0178-9.

Matlab Codes

KSCC (implemented by Stefan Atev)

Supplemental Data

Artificial Data

Contact Info

Gilad Lerman, lerman (at) umn.edu
Guangliang Chen, glchen (at) math.duke.edu

Acknowledgement

The research described here was supported by NSF grants #0612608 and #0915064.

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Last updated on October 14, 2009.