Separable bilateral filtering for fast video preprocessing

被引:35
作者
Pham, TQ [1 ]
van Vliet, LJ [1 ]
机构
[1] Delft Univ Technol, Dept Imaging Sci & Technol, Quantitat Imaging Grp, Delft, Netherlands
来源
2005 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME), VOLS 1 AND 2 | 2005年
关键词
D O I
10.1109/ICME.2005.1521458
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Bilateral filtering is. an edge-preserving filtering technique that employs both geometric closeness and photometric Similarity of neighboring pixels to construct its filter kernel. Multi-dimensional bilateral filtering is computationally expensive because the adaptive kernel has to be recomputed at every pixel. In this paper, we present a separable implementation of the bilateral filter. The separable implementation offers equivalent adaptive filtering capability at a fraction of execution time compared to the traditional filter. Because of this efficiency, the separable bilateral filter can be used for fast preprocessing of images and videos. Experiments show that better image quality and higher compression efficiency is achievable if the original video is preprocessed with the separable bilateral filter.
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页码:454 / 457
页数:4
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