155 citations · 1.6k across the 76 of their papers we have counts for
Showing 2009 · cs.CVShow all
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cs.CV2009★ 155 cited
Median K-flats for hybrid linear modeling with many outliers
Teng Zhang, Arthur Szlam, Gilad Lerman
We describe the Median K-Flats (MKF) algorithm, a simple online method for hybrid linear modeling, i.e., for approximating data by a mixture of flats. This algorithm simultaneously…
cs.CV2009★ 16 cited
Motion Segmentation by SCC on the Hopkins 155 Database
G. Chen, G. Lerman
We apply the Spectral Curvature Clustering (SCC) algorithm to a benchmark database of 155 motion sequences, and show that it outperforms all other state-of-the-art methods. The ave…
cs.CV2009★ 34 cited
Kernel Spectral Curvature Clustering (KSCC)
G. Chen, S. Atev, G. Lerman
Multi-manifold modeling is increasingly used in segmentation and data representation tasks in computer vision and related fields. While the general problem, modeling data by mixtur…