DocumentCode :
2048908
Title :
A Novel Algorithm of Image Gaussian Noise Filtering based on PCNN Time Matrix
Author :
Ma, Yide ; Lin, Dongmei ; Zhang, Beidou ; Liu, Qing ; Gu, Jason
Author_Institution :
Sch. of Inf. Sci.&Eng., Lanzhou Univ., Lanzhou, China
fYear :
2007
fDate :
24-27 Nov. 2007
Firstpage :
1499
Lastpage :
1502
Abstract :
The problem of image Gaussian noise filtering in the framework of Pulse Coupled Neural Network (PCNN) time matrix is addressed. The time matrix, generated by PCNN, contains useful information related to spatial structure of the image under processing. It is a mapping from image spatial information to time sequence. Through time matrix, Gaussian noisy pixels can be detected and then processed by using five methods respectively. Computer simulations show that Gaussian noise can be reduced efficiently, and visual effect of restored images by using the proposed algorithm is much better than those by using traditional noise reduction methods, such as Median Filter, Mean Filter and even Wiener Filter. The proposed algorithm presents higher Peak Signal-to-Noise Ratio, better capability to reduce noise and better protection to edges and details of images. It is a novel Gaussian noise filtering method, which is comparable to Wiener Filter.
Keywords :
Gaussian noise; image denoising; neural nets; spatial filters; PCNN time matrix; image Gaussian noise filtering; image processing; image spatial information; pulse coupled neural network; time sequence; Computer simulation; Filtering algorithms; Gaussian noise; Image restoration; Neural networks; Noise reduction; PSNR; Signal restoration; Visual effects; Wiener filter; Gaussian noise; Noise reduction; Pulse Coupled Neural Network with Null Interconnection; Time matrix;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing and Communications, 2007. ICSPC 2007. IEEE International Conference on
Conference_Location :
Dubai
Print_ISBN :
978-1-4244-1235-8
Electronic_ISBN :
978-1-4244-1236-5
Type :
conf
DOI :
10.1109/ICSPC.2007.4728615
Filename :
4728615
Link To Document :
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