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Genetic stereo matching using complex conjugate wavelet pyramids

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Original languageEnglish
Title of host publicationIEEE International Conference on Image Processing (ICIP), Greece, October, 2001
Publisher or commissioning bodyInstitute of Electrical and Electronics Engineers (IEEE)
Publication dateOct 2001
Pages153 - 156
Volume2
ISBN (Print)0780367251
DOIs
StatePublished

Conference

ConferenceInternational Conference on Image Processing, 2001 (ICIP 2001)
CountryGreece
CityThessaloniki
Period1/10/01 → …

Abstract

A new genetic algorithm-based optimisation technique for stereo matching using complex conjugate wavelet pyramids is proposed. Reliable disparity fields are estimated in the wavelet domain with low computational cost. The new cost function is composed of the differences in wavelet coefficient values, plus vertical discontinuity and ordering constraints. Within homogenous regions, smoothness constraints on the disparity field are also employed. A genetic algorithm is used, where previously estimated vectors at the former image hierarchy are used to predict the corresponding search space of chromosomes, and to correct each newly calculated set of disparity vectors. This significantly reduces computational complexity compared to other methods, whilst maintaining robust performance

Additional information

Rose publication type: Conference contribution Sponsorship: This work was supported by the Virtual Centre of Excellence in Digital Broadcasting and Multimedia Technology Ltd. Acknowledgement also goes to the University of Tsukuba, Japan for use of their imagery in this paper Terms of use: Copyright © 2001 IEEE. Reprinted from International Conference on Image Processing, 2001. This material is posted here with permission of the IEEE. Such permission of the IEEE does not in any way imply IEEE endorsement of any of the University of Bristol's products or services. Internal or personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution must be obtained from the IEEE by writing to pubs-permissions@ieee.org. By choosing to view this document, you agree to all provisions of the copyright laws protecting it.

Documents

DOI

Event

International Conference on Image Processing, 2001 (ICIP 2001)

Duration1 Oct 2001 → …
CountryGreece
CityThessaloniki

Event: Conference

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