Pixel Intensity Clustering Algorithm for Multilevel Image Segmentation
المؤلفون المشاركون
Olugbara, Oludayo
Adetiba, Emmanuel
Oyewole, Stanley A.
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2015، العدد 2015 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-19، 19ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2015-08-04
دولة النشر
مصر
عدد الصفحات
19
التخصصات الرئيسية
الملخص EN
Image segmentation is an important problem that has received significant attention in the literature.
Over the last few decades, a lot of algorithms were developed to solve image segmentation problem; prominent amongst these are the thresholding algorithms.
However, the computational time complexity of thresholding exponentially increases with increasing number of desired thresholds.
A wealth of alternative algorithms, notably those based on particle swarm optimization and evolutionary metaheuristics, were proposed to tackle the intrinsic challenges of thresholding.
In codicil, clustering based algorithms were developed as multidimensional extensions of thresholding.
While these algorithms have demonstrated successful results for fewer thresholds, their computational costs for a large number of thresholds are still a limiting factor.
We propose a new clustering algorithm based on linear partitioning of the pixel intensity set and between-cluster variance criterion function for multilevel image segmentation.
The results of testing the proposed algorithm on real images from Berkeley Segmentation Dataset and Benchmark show that the algorithm is comparable with state-of-the-art multilevel segmentation algorithms and consistently produces high quality results.
The attractive properties of the algorithm are its simplicity, generalization to a large number of clusters, and computational cost effectiveness.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Olugbara, Oludayo& Adetiba, Emmanuel& Oyewole, Stanley A.. 2015. Pixel Intensity Clustering Algorithm for Multilevel Image Segmentation. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-19.
https://search.emarefa.net/detail/BIM-1074394
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Olugbara, Oludayo…[et al.]. Pixel Intensity Clustering Algorithm for Multilevel Image Segmentation. Mathematical Problems in Engineering No. 2015 (2015), pp.1-19.
https://search.emarefa.net/detail/BIM-1074394
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Olugbara, Oludayo& Adetiba, Emmanuel& Oyewole, Stanley A.. Pixel Intensity Clustering Algorithm for Multilevel Image Segmentation. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-19.
https://search.emarefa.net/detail/BIM-1074394
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1074394
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر