A new method for impulsive noise suppression from highly distorted images by using Anfis

被引:22
作者
Besdok, E [1 ]
机构
[1] Erciyes Univ, Inst Sci, Dept Comp Engn, TR-38039 Kayseri, Turkey
关键词
impulsive noise; Anfis; delaunay triangles; finite-element-based computing;
D O I
10.1016/j.engappai.2004.03.009
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 [计算机科学与技术];
摘要
A new impulsive noise elimination filter, entitled Anfis-based impulsive noise removing filter (AIF), which shows a high performance at the restoration of images distorted by impulsive noise, is proposed in this paper. AIF uses Anderson-Darling test values in order to determine the pixels which exhibit impulsive behavior within the image. Extensive simulation results show that the proposed filter achieves a superior performance to the other filters mentioned in this paper in the cases of being effective in noise suppression and detail preservation, especially when the noise density is very high. (C) 2004 Elsevier Ltd. All rights reserved.
引用
收藏
页码:519 / 527
页数:9
相关论文
共 27 条
[1]
A new efficient approach for the removal of impulse noise from highly corrupted images [J].
Abreu, E ;
Lightstone, M ;
Mitra, SK ;
Arakawa, K .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1996, 5 (06) :1012-1025
[2]
[Anonymous], 1986, FINITE ELEM STRUCT A
[3]
Digital median filters [J].
Breveglieri, L ;
Piuri, V .
JOURNAL OF VLSI SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2002, 31 (03) :191-206
[4]
Chen T, 2000, IEEE IMAGE PROC, P916, DOI 10.1109/ICIP.2000.901109
[5]
Gamma-ray bursts: Afterglows and central engines [J].
Cheng, KS ;
Lu, T .
CHINESE JOURNAL OF ASTRONOMY AND ASTROPHYSICS, 2001, 1 (01) :1-20
[6]
CHRISTOPHER LB, 2001, DIGIT SIGNAL PROCESS, V11, P120
[7]
Jang J. S. R., 1996, NEUROFUZZY SOFT COMP
[8]
ANFIS - ADAPTIVE-NETWORK-BASED FUZZY INFERENCE SYSTEM [J].
JANG, JSR .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1993, 23 (03) :665-685
[9]
NEURO-FUZZY MODELING AND CONTROL [J].
JANG, JSR ;
SUN, CT .
PROCEEDINGS OF THE IEEE, 1995, 83 (03) :378-406
[10]
JANG JSR, 1995, FUZZY LOGIC TOOLBOX