Noise reduction and image enhancement using a hardware implementation of artificial neural networks

被引:1
|
作者
David, R [1 ]
Williams, E [1 ]
de Trémiolles, G [1 ]
Tannhof, P [1 ]
机构
[1] IBM France, Lab Etud & Dev, F-91105 Corbeil Essonnes, France
关键词
nearest neighbor algorithm; noise reduction; image enhancement; real-time; adaptability; digital television; special effects;
D O I
10.1117/12.343040
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
In this paper, we present a neural based solution developed for noise reduction and image enhancement using the ZISC, an IBM hardware processor which implements the Restricted Coulomb Energy algorithm (RCE) and the K-Nearest Neighbor algorithm (KNN). Artificial neural networks present the advantages of processing time reduction in comparison with classical models, adaptability, and the weighted property of pattern learning. The goal of the developed application is image enhancement in order to restore old movies (noise reduction, focus correction, etc.), to improve digital television images, or to treat images which require adaptive processing (medical images, spatial images, special effects, etc.). Image results show a quantitative improvement over the noisy image as well as the efficiency of this system. Further enhancements are being examined to improve the output of the system.
引用
收藏
页码:212 / 221
页数:10
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