Performance analysis of noise removal techniques for digital images

المؤلفون المشاركون

al-Awsi, Wasan A.
Ulaywi, Zahra Jaffat
Fadil, Maytham K.
Hadi, Haydar M.
Hadi, Nagham K.
Ulwan, Ali H.

المصدر

al-Qadisiyah Journal for Computer Science and Mathematics

العدد

المجلد 12، العدد 1 (31 مارس/آذار 2020)، ص ص. 15-25، 11ص.

الناشر

جامعة القادسية كلية علوم الحاسوب و تكنولوجيا المعلومات

تاريخ النشر

2020-03-31

دولة النشر

العراق

عدد الصفحات

11

التخصصات الرئيسية

تكنولوجيا المعلومات وعلم الحاسوب

الملخص EN

Noise has impairment effect on image so it destroys its information.

In order to overcome this problem, it is necessary to remove noise before extracting information and image processing as one of the preprocessing steps.

A brief overview of various sources and types of image noise as well as noise removal technique of digital images has been produced in this paper.

The general idea of this paper is to perform segmentation of the corrupted image before using noise removal filter.

Noise removal filter has been used to eliminate noise for each segment of image individually after segmentation process.

Then comparative study between noise removal filtering for whole image and segmentation based method has been produced with performance analysis in terms of MSE and PSNR.

In this paper, MSE and PSNR are calculated for the resultant reconstructed image compared with the original image.

Six image samples are used to test the Segmentation based noise removal approach.

The segmentation based technique has shown best results in terms of MSE and PSNR in comparison with traditional noise removal method based filter.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

al-Awsi, Wasan A.& Ulaywi, Zahra Jaffat& Ulwan, Ali H.& Fadil, Maytham K.& Hadi, Haydar M.& Hadi, Nagham K.. 2020. Performance analysis of noise removal techniques for digital images. al-Qadisiyah Journal for Computer Science and Mathematics،Vol. 12, no. 1, pp.15-25.
https://search.emarefa.net/detail/BIM-1264351

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

al-Awsi, Wasan A.…[et al.]. Performance analysis of noise removal techniques for digital images. al-Qadisiyah Journal for Computer Science and Mathematics Vol. 12, no. 1 (2020), pp.15-25.
https://search.emarefa.net/detail/BIM-1264351

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

al-Awsi, Wasan A.& Ulaywi, Zahra Jaffat& Ulwan, Ali H.& Fadil, Maytham K.& Hadi, Haydar M.& Hadi, Nagham K.. Performance analysis of noise removal techniques for digital images. al-Qadisiyah Journal for Computer Science and Mathematics. 2020. Vol. 12, no. 1, pp.15-25.
https://search.emarefa.net/detail/BIM-1264351

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references : p. 24-25

رقم السجل

BIM-1264351