Experimental Study on the Effects of Watermarking Techniques on EEG-Based Application System Performance

被引:0
|
作者
Trung Duy Pham [1 ]
Dat Tran [1 ]
Ma, Wanli [1 ]
机构
[1] Univ Canberra, Bruce, ACT 2162, Australia
来源
NEURAL INFORMATION PROCESSING (ICONIP 2017), PT VI | 2017年 / 10639卷
关键词
EEG; User authentication; Watermarking; Discrete Wavelet Transform (DWT); SVD (Sigular Value Decomposition); Quantization Index Module (QIM); SVD;
D O I
10.1007/978-3-319-70136-3_70
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Watermarking has been suggested as a means to improve security of e-Health systems or to add additional functionalities to such system. All watermarking methods alter the host signal to some extent, though the acceptability of this modification varies with the watermarking scheme and depends on a particular application. However, the effect of watermarking methods on Electroencephalogram (EEG)-based applications has not been investigated. In this paper, we propose a robust EEG watermarking scheme and experimentally investigate the impact of applying the proposed method on the recognition performance of some EEG-based application systems such as emotion recognition and user authentication. We have found that the proposed EEG watermarking scheme results in a small degradation of performance.
引用
收藏
页码:662 / 671
页数:10
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