A study of the effects of gaussian noise on image features
Other Title(s)
دراسة حول تأثيرات ضوضاء (Gaussian) على ميزات الصور
Joint Authors
Fadil, Ahmad Faridun
Abd al-Salam, Amin Muhammad
Source
Kirkuk University Journal-Scientific Studies
Issue
Vol. 11, Issue 3 (30 Sep. 2016), pp.152-169, 18 p.
Publisher
Kirkuk University College of Science
Publication Date
2016-09-30
Country of Publication
Iraq
No. of Pages
18
Main Subjects
Abstract EN
In this paper, the effect of noise on the features of digital images has been tested.
Since most of the computer and communication systems can be affected by Gaussian noise which may come from different natural sources, it was interesting to measure the effect of this noise on image features.
For this purpose, a data set of several images was used with Gaussian noise to generate the noisy images.
Different Mean and Variance values were used each time with the same data set to measure wide variety of noise parameters.
Then, four different enhancement filters were used to remove the Gaussian noise.
A total of 10 features were selected for this study.
The features from original images, noisy images, and enhanced images are measured and compared.
The results show that some filters offended the features of the image more than the noise itself, and all the filters have similar effects on Texture features, Entropy, and two of Wavelet-based features.
According to the Texture Features, the Average enhancement filter came up with the best results, but according to the Wavelet-based Features, the Motion enhancement filter came up with the best results.
The software used in this paper is Matlab 2013.
American Psychological Association (APA)
Abd al-Salam, Amin Muhammad& Fadil, Ahmad Faridun. 2016. A study of the effects of gaussian noise on image features. Kirkuk University Journal-Scientific Studies،Vol. 11, no. 3, pp.152-169.
https://search.emarefa.net/detail/BIM-944868
Modern Language Association (MLA)
Abd al-Salam, Amin Muhammad& Fadil, Ahmad Faridun. A study of the effects of gaussian noise on image features. Kirkuk University Journal-Scientific Studies Vol. 11, no. 3 (Sep. 2016), pp.152-169.
https://search.emarefa.net/detail/BIM-944868
American Medical Association (AMA)
Abd al-Salam, Amin Muhammad& Fadil, Ahmad Faridun. A study of the effects of gaussian noise on image features. Kirkuk University Journal-Scientific Studies. 2016. Vol. 11, no. 3, pp.152-169.
https://search.emarefa.net/detail/BIM-944868
Data Type
Journal Articles
Language
English
Notes
Record ID
BIM-944868