Combined wavelet domain and temporal video denoising

被引:38
|
作者
Pizurica, A [1 ]
Zlokolica, V [1 ]
Philips, W [1 ]
机构
[1] State Univ Ghent, Dept Telecommun & Informat Proc, B-9000 Ghent, Belgium
关键词
D O I
10.1109/AVSS.2003.1217940
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We develop a new filter which combines spatially adaptive noise filtering in the wavelet domain and temporal filtering in the signal domain. For spatial filtering, we propose a new wavelet shrinkage method, which estimates how probable it is that a wavelet coefficient represents a "signal of interest" given its value, given the locally averaged coefficient magnitude and given the global subband statistics. The temporal filter combines a motion detector and recursive time-averaging. The results show that this combination outperforms single resolution spatio-temporal filters in terms of quantitative performance measures as well as in terms of visual quality. Even though our current implementation of the new filter does not allow real-time processing, we believe that its optimized software implementation could be used for real- or near real-time filtering.
引用
收藏
页码:334 / 341
页数:8
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