Improved Subspace Clustering via Exploitation of Spatial Constraints

We present a novel approach to improving subspace clustering by exploiting the spatial constraints. The new method encourages the sparse solution to be consistent with the spatial geometry of the tracked points, by embedding weights into the sparse formulation. By doing so, we are able to correct sp...

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Bibliographic Details
Main Authors: Pham, DucSon, Budhaditya, Saha, Phung, Dinh, Venkatesh, Svetha
Other Authors: N/A
Format: Conference Paper
Published: IEEE 2012
Subjects:
Online Access:http://hdl.handle.net/20.500.11937/4473