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基于极大似然法的椒盐噪声滤波算法
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2009-08-04
靓仔峰
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本文提出了一种新的基于极大似然法的椒盐噪声滤波算法。在传统BP 算法中引入了极大似然估计，在训练样本时能够在考虑网络逼近行为的同时对噪声分布进行估计。而且
针对椒盐噪声模型构造了新的鲁棒误差函数，从而使算法本身的抗干扰性增强。实验结果表明了该算法与传统BP 算法相比具有更好的滤波性能。
关键词 BP 算法 椒盐噪声 极大似然法 鲁棒误差函数
Abstract One kind of new salt and pepper noise filter algorithm based on the maximum
likehood method was proposed in this article.The maximum likelihood was introduced into the
traditional BP algorithm for the sake of estimating the noise distribution during the network
approaching of the training sample.And in order to enhance algorithm BP’s Anti-noise property,a new robust error function was accordingly defined in view of the salt & pepper noise.The experimental results indicated our approach has the better filter performance compares with the traditional BP algorithm.
Keyword algorithm BP salt&pepper noise maximum likelihood robust energy function
针对椒盐噪声模型构造了新的鲁棒误差函数，从而使算法本身的抗干扰性增强。实验结果表明了该算法与传统BP 算法相比具有更好的滤波性能。
关键词 BP 算法 椒盐噪声 极大似然法 鲁棒误差函数
Abstract One kind of new salt and pepper noise filter algorithm based on the maximum
likehood method was proposed in this article.The maximum likelihood was introduced into the
traditional BP algorithm for the sake of estimating the noise distribution during the network
approaching of the training sample.And in order to enhance algorithm BP’s Anti-noise property,a new robust error function was accordingly defined in view of the salt & pepper noise.The experimental results indicated our approach has the better filter performance compares with the traditional BP algorithm.
Keyword algorithm BP salt&pepper noise maximum likelihood robust energy function
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