Noise quantization via possibilistic filtering

被引:0
|
作者
Loquin, Kevin [1 ]
Strauss, Olivier [2 ]
机构
[1] Univ Toulouse 3, IRIT, 118 Route Narbonne, F-31062 Toulouse 9, France
[2] Univ Montpellier 2, LIRMM, F-34392 Montpellier 5, France
关键词
Signal processing; kernel methods; possibility distribution; noise quantization; Choquet integral; IMAGES;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a novel approach for quantifying the noise level at each location of a digital signal. This method is based on replacing the conventional kernel-based approach extensively used in signal filtering by an approach involving another kind of kernel: a possibility distribution. Such an approach leads to interval-valued resulting methods instead of point-valued ones. We show, on real and artificial data sets, that the length of the obtained interval and the local noise level are highly correlated. This method is non-parametric and advantageous over other methods since no assumption about the nature of the noise has to be made, except its local ergodicity.
引用
收藏
页码:297 / +
页数:3
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