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Multiresolution Gaussian mixture models for visual motion estimation

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UNSPECIFIED (2001) Multiresolution Gaussian mixture models for visual motion estimation. In: International Conference on Image Processing (ICIP 2001), OCT 07-10, 2001, THESSALONIKI, GREECE.

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Abstract

This paper introduces a new generalisation of scale-space and pyramids, which combines statistical modelling with a spatial representation. The representation uses the familiar concept of multiple resolutions, but applied to a Gaussian mixture representation of the image - hence the title MGMM. It is shown that MGMM can approximate any probability density and can adapt to smooth motions. After a brief presentation of the theory, it is shown how MGMM can be applied to the estimation of visual motion.

Item Type: Conference Item (UNSPECIFIED)
Subjects: Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software
T Technology > TK Electrical engineering. Electronics Nuclear engineering
Journal or Publication Title: 2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL II, PROCEEDINGS
Publisher: IEEE
ISBN: 0-7803-6725-1
Date: 2001
Number of Pages: 4
Page Range: pp. 921-924
Publication Status: Published
Title of Event: International Conference on Image Processing (ICIP 2001)
Location of Event: THESSALONIKI, GREECE
Date(s) of Event: OCT 07-10, 2001
URI: http://wrap.warwick.ac.uk/id/eprint/10310

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