DocumentCode
2291562
Title
A new method of image data fusion based on FNN
Author
Zhang, Xiao-li ; Li, Chao ; Wang, Dong ; Xiao-li Zhang
Author_Institution
Tianjin Key Lab. of Intell. Comput. & Novel software Technol., Tianjin Univ. of Technol., Tianjin, China
Volume
7
fYear
2010
fDate
10-12 Aug. 2010
Firstpage
3729
Lastpage
3733
Abstract
The image data are obtained by a variety of multimedia, information equipment, which include amount of information, extensive coverage, and redundancy in ubiquitous computing paradigm. In order to make use of these information reasonably and efficiently, it is necessary to fuse such massive data, therefore the multi-sensor image information fusion become a key technology to ubiquitous computing. A new approach of image data fusion based on fuzzy neural network (FNN) is presented in this paper. Here, neural network is a parallel information processing model, there are more adaptive and self-organization, and can accomplish the complexity of real-time computing and mass data retrieval, it demonstrate its unique superiority of image understanding, pattern recognition and the handling of incomplete information. In the new approach, fuzzy theory has the advantages such as: easy-to-understand, flexible and inclusive of non-precise data, as well as using expert knowledge and based on the natural language. The fuzzy neural network system developed by us has used in multi-sensor image fusion, proved that the fusion is fast, effective, good, and can meet the real-time requirements of ubiquitous computing.
Keywords
fuzzy neural nets; image fusion; ubiquitous computing; adaptive processing; expert knowledge; fuzzy neural network; image data fusion; image understanding; incomplete information handling; mass data retrieval; multisensor image information fusion; natural language; parallel information processing model; pattern recognition; self-organization; ubiquitous computing; Artificial intelligence; Artificial neural networks; Data models; Fuzzy neural networks; Image fusion; Set theory; Ubiquitous computing; Fuzzy theory; Image data fusion; Neural network; Ubiquitous computing;
fLanguage
English
Publisher
ieee
Conference_Titel
Natural Computation (ICNC), 2010 Sixth International Conference on
Conference_Location
Yantai, Shandong
Print_ISBN
978-1-4244-5958-2
Type
conf
DOI
10.1109/ICNC.2010.5583349
Filename
5583349
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