A method of impulse noise detection by using Laplacian Gaussian filter adapted with Genetic Algorithm

Other Title(s)

طريقة للكشف عن التشويش النبضي باستخدام تصفية (Laplacian Gaussian)‎ و توظيفها مع (Genetic Algorithm)‎

Author

al-Anzi, Maysa Husam

Source

Iraqi Journal of Science

Issue

Vol. 53, Issue 2 (30 Jun. 2012), pp.419-426, 8 p.

Publisher

University of Baghdad College of Science

Publication Date

2012-06-30

Country of Publication

Iraq

No. of Pages

8

Main Subjects

Media and Communication

Topics

Abstract AR

في هذه الدراسة تم اقتراح مرشح جديد، و ذلك لمعالجة الصور التي يكون فيها عامل التشويش عالي و باستخدام تصفية (Laplacian Gaussian) للكشف عن مواقع التشويش في الصورة و استخلاص التشويش.

أن التصفية المستخدمة (Laplacian Gaussian) تقوم بتنعيم مكان الاستخلاص في الصورة، عندها يقوم (Threshold) بالكشف عن الاختلاف لكل نقطة تشويش يقوم باستخلاصها، و قد تم توظيف مؤشرات التابعة لل (Genetic Algorithm) لتحسين نسبة الكشف عن مواقع التشويشات و هي الطريقة المقترحة لاستخلاص هذه المواقع.

Abstract EN

In this paper, impulse noise detector found in an image by using Laplacian-Gaussian filter is proposed.

The LG filter used for smoothing the noise in image.

The flat parts of contour, detected by a set of different threshold for noise detected to perform the task of removing impulse noise.

Finally, based on the genetic algorithm, the genetic learning the process adjusts the parameters of image base.

Based on the criteria of Peak Signal to Noise Ratio (PSNR), Mean Square Error (MSE) and Mean Absolute Error (MAE) to achieves a better performance that proposed method performs significantly better than traditional methods.

American Psychological Association (APA)

al-Anzi, Maysa Husam. 2012. A method of impulse noise detection by using Laplacian Gaussian filter adapted with Genetic Algorithm. Iraqi Journal of Science،Vol. 53, no. 2, pp.419-426.
https://search.emarefa.net/detail/BIM-316800

Modern Language Association (MLA)

al-Anzi, Maysa Husam. A method of impulse noise detection by using Laplacian Gaussian filter adapted with Genetic Algorithm. Iraqi Journal of Science Vol. 53, no. 2 (2012), pp.419-426.
https://search.emarefa.net/detail/BIM-316800

American Medical Association (AMA)

al-Anzi, Maysa Husam. A method of impulse noise detection by using Laplacian Gaussian filter adapted with Genetic Algorithm. Iraqi Journal of Science. 2012. Vol. 53, no. 2, pp.419-426.
https://search.emarefa.net/detail/BIM-316800

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references : p. 426

Record ID

BIM-316800