Mean shift is a bound optimization.
Journal Article (Journal Article)
We build on the current understanding of mean shift as an optimization procedure. We demonstrate that, in the case of piecewise constant kernels, mean shift is equivalent to Newton's method. Further, we prove that, for all kernels, the mean shift procedure is a quadratic bound maximization.
Full Text
Duke Authors
Cited Authors
- Fashing, M; Tomasi, C
Published Date
- March 2005
Published In
Volume / Issue
- 27 / 3
Start / End Page
- 471 - 474
PubMed ID
- 15747802
Electronic International Standard Serial Number (EISSN)
- 1939-3539
International Standard Serial Number (ISSN)
- 0162-8828
Digital Object Identifier (DOI)
- 10.1109/tpami.2005.59
Language
- eng