ADAPTIVE FILTERS FOR DIGITAL IMAGE NOISE SMOOTHING - AN EVALUATION

被引:108
|
作者
MASTIN, GA
机构
[1] Sandia Natl Lab, Digital Image, Processing Facility, Albuquerque,, NM, USA, Sandia Natl Lab, Digital Image Processing Facility, Albuquerque, NM, USA
来源
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING | 1985年 / 31卷 / 01期
关键词
MATHEMATICAL TRANSFORMATIONS - Fourier Transforms - PATTERN RECOGNITION;
D O I
10.1016/S0734-189X(85)80078-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Six adaptive noise filtering algorithms were implemented and evaluated. There are (1) median filtering, (2) K-nearest neighbor averaging, (3) gradient inverse weighted smoothing, (4) sigma filtering, (5) Lee additive and multiplicative filtering, and (6) modified Wallis filtering. For the sake of comparison, the mean filter was also included. All algorithms were tested on noise corrupted copies of a composite image consisting of a uniform field, a bar pattern of periods increasing from 2 to 20 pixels, printed text, and a military tank sitting on desert terrain. Filtering results were evaluated from statistics, examination of transects plotted from each filtered bar pattern, and from visual ranking by a group of observers.
引用
收藏
页码:103 / 121
页数:19
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