155 citations · 888 across the 24 of their papers we have counts for
Showing 2010Show all
3 papers · 1 filter
stat.ML2010★ 24 cited
lp-Recovery of the Most Significant Subspace among Multiple Subspaces with Outliers
Gilad Lerman, Teng Zhang
We assume data sampled from a mixture of d-dimensional linear subspaces with spherically symmetric distributions within each subspace and an additional outlier component with spher…
cs.CV2010★ 137 cited
Hybrid Linear Modeling via Local Best-fit Flats
Teng Zhang, Arthur Szlam, Yi Wang +1
We present a simple and fast geometric method for modeling data by a union of affine subspaces. The method begins by forming a collection of local best-fit affine subspaces, i.e.,…
cs.CV2010★ 42 cited
Randomized hybrid linear modeling by local best-fit flats
Teng Zhang, Arthur Szlam, Yi Wang +1
The hybrid linear modeling problem is to identify a set of d-dimensional affine sets in a D-dimensional Euclidean space. It arises, for example, in object tracking and structure fr…