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Mean shift is a bound optimization.

Publication ,  Journal Article
Fashing, M; Tomasi, C
Published in: IEEE transactions on pattern analysis and machine intelligence
March 2005

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.

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Published In

IEEE transactions on pattern analysis and machine intelligence

DOI

EISSN

1939-3539

ISSN

0162-8828

Publication Date

March 2005

Volume

27

Issue

3

Start / End Page

471 / 474

Related Subject Headings

  • Signal Processing, Computer-Assisted
  • Sample Size
  • Pattern Recognition, Automated
  • Numerical Analysis, Computer-Assisted
  • Information Storage and Retrieval
  • Image Interpretation, Computer-Assisted
  • Image Enhancement
  • Computer Graphics
  • Cluster Analysis
  • Artificial Intelligence & Image Processing
 

Citation

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Fashing, M., & Tomasi, C. (2005). Mean shift is a bound optimization. IEEE Transactions on Pattern Analysis and Machine Intelligence, 27(3), 471–474. https://doi.org/10.1109/tpami.2005.59
Fashing, M., and C. Tomasi. “Mean shift is a bound optimization.IEEE Transactions on Pattern Analysis and Machine Intelligence 27, no. 3 (March 2005): 471–74. https://doi.org/10.1109/tpami.2005.59.
Fashing M, Tomasi C. Mean shift is a bound optimization. IEEE transactions on pattern analysis and machine intelligence. 2005 Mar;27(3):471–4.
Fashing, M., and C. Tomasi. “Mean shift is a bound optimization.IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 27, no. 3, Mar. 2005, pp. 471–74. Epmc, doi:10.1109/tpami.2005.59.
Fashing M, Tomasi C. Mean shift is a bound optimization. IEEE transactions on pattern analysis and machine intelligence. 2005 Mar;27(3):471–474.

Published In

IEEE transactions on pattern analysis and machine intelligence

DOI

EISSN

1939-3539

ISSN

0162-8828

Publication Date

March 2005

Volume

27

Issue

3

Start / End Page

471 / 474

Related Subject Headings

  • Signal Processing, Computer-Assisted
  • Sample Size
  • Pattern Recognition, Automated
  • Numerical Analysis, Computer-Assisted
  • Information Storage and Retrieval
  • Image Interpretation, Computer-Assisted
  • Image Enhancement
  • Computer Graphics
  • Cluster Analysis
  • Artificial Intelligence & Image Processing