Rapid contrast enhancement algorithm for natural contrast : distorted color images
Other Title(s)
خوارزمية سريعة لتحسين التباين للصور الملونة ذات التباين المنخفض بشكل طبيعي
Joint Authors
al-Amin, Zuhayr
al-Bakri, Asma Y.
Source
al- Rafidain Journal of Computer Sciences and Mathematics
Issue
Vol. 15, Issue 2 (31 Dec. 2021), pp.73-90, 18 p.
Publisher
University of Mosul College of Computer Science and Mathematics
Publication Date
2021-12-31
Country of Publication
Iraq
No. of Pages
18
Main Subjects
Mathematics
Information Technology and Computer Science
Topics
Abstract EN
Digital images are often obtained with contrast distortions due to different factors that cannot be avoided on many occasions.
Various research works have been introduced on this topic, yet no conclusive findings have been made.
Therefore, a low-intricacy multi-step algorithm is developed in this study for rapid contrast enhancement of color images.
The developed algorithm consists of four steps, in that the first two steps include separate processing of the input image by the probability density function of the standard normal distribution and the softplus function.
In the third step, the output of these two approaches is combined using a modified logarithmic image processing approach.
In the fourth step, a gamma-controlled normalization function is applied to fully stretch the image intensities to the standard interval and correct its gamma.
The results obtained by the developed algorithm have an improved contrast with preserved brightness and natural colors.
The developed algorithm is evaluated with a dataset of various natural contrast degraded color images, compared against six different techniques, and assessed using three specialized image evaluation methods, in that the proposed algorithm performed the best among the comparators according to the used image evaluation methods, processing speed and perceived quality.
American Psychological Association (APA)
al-Bakri, Asma Y.& al-Amin, Zuhayr. 2021. Rapid contrast enhancement algorithm for natural contrast : distorted color images. al- Rafidain Journal of Computer Sciences and Mathematics،Vol. 15, no. 2, pp.73-90.
https://search.emarefa.net/detail/BIM-1298632
Modern Language Association (MLA)
al-Bakri, Asma Y.& al-Amin, Zuhayr. Rapid contrast enhancement algorithm for natural contrast : distorted color images. al- Rafidain Journal of Computer Sciences and Mathematics Vol. 15, no. 2 (2021), pp.73-90.
https://search.emarefa.net/detail/BIM-1298632
American Medical Association (AMA)
al-Bakri, Asma Y.& al-Amin, Zuhayr. Rapid contrast enhancement algorithm for natural contrast : distorted color images. al- Rafidain Journal of Computer Sciences and Mathematics. 2021. Vol. 15, no. 2, pp.73-90.
https://search.emarefa.net/detail/BIM-1298632
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 87-89
Record ID
BIM-1298632