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Multimodal image fusion in sensor networks using independent component analysis

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

Original languageEnglish
Title of host publication15th International Conference on Digital Signal Processing, Cardiff
Publisher or commissioning bodyInstitute of Electrical and Electronics Engineers (IEEE)
Publication dateJul 2007
Pages260 - 263
Number of pages4
ISBN (Print)1424408814, 1424408822
DOIs
StatePublished

Conference

Conference15th International Conference on Digital Signal Processing
CountryUnited Kingdom
CityCardiff
Period1/07/07 → …

Abstract

We present a novel image fusion algorithm based on ICA that has an improved performance over sensor networks. It employs segmentation to determine the most important regions in the input images and consequently fuses the ICA coefficients from the given regions. Sparse coding of the coefficients in ICA domain is used to minimize noise transferred from input images into the fused output. Experimental results confirm that the proposed method outperforms other state-of- the-art methods in the sensor network environment, characterized by JPEG 2000 compression and data packetization

Additional information

Rose publication type: Conference contribution Terms of use: Copyright © 2007 IEEE. Reprinted from 15th International Conference on Digital Signal Processing, 2007. 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.

Research areas

  • image fusion, region-based fusion, independent component analysis, sensor networks, JPEG 2000

Event

15th International Conference on Digital Signal Processing

Duration1 Jul 2007 → …
CountryUnited Kingdom
CityCardiff

Event: Conference

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DOI

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