An Improved FCM Medical Image Segmentation Algorithm Based on MMTD

المؤلفون المشاركون

Zhou, Ningning
Yang, Tingting
Zhang, Shaobai

المصدر

Computational and Mathematical Methods in Medicine

العدد

المجلد 2014، العدد 2014 (31 ديسمبر/كانون الأول 2014)، ص ص. 1-8، 8ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2014-02-04

دولة النشر

مصر

عدد الصفحات

8

التخصصات الرئيسية

الطب البشري

الملخص EN

Image segmentation plays an important role in medical image processing.

Fuzzy c-means (FCM) is one of the popular clustering algorithms for medical image segmentation.

But FCM is highly vulnerable to noise due to not considering the spatial information in image segmentation.

This paper introduces medium mathematics system which is employed to process fuzzy information for image segmentation.

It establishes the medium similarity measure based on the measure of medium truth degree (MMTD) and uses the correlation of the pixel and its neighbors to define the medium membership function.

An improved FCM medical image segmentation algorithm based on MMTD which takes some spatial features into account is proposed in this paper.

The experimental results show that the proposed algorithm is more antinoise than the standard FCM, with more certainty and less fuzziness.

This will lead to its practicable and effective applications in medical image segmentation.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Zhou, Ningning& Yang, Tingting& Zhang, Shaobai. 2014. An Improved FCM Medical Image Segmentation Algorithm Based on MMTD. Computational and Mathematical Methods in Medicine،Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-490807

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Zhou, Ningning…[et al.]. An Improved FCM Medical Image Segmentation Algorithm Based on MMTD. Computational and Mathematical Methods in Medicine No. 2014 (2014), pp.1-8.
https://search.emarefa.net/detail/BIM-490807

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Zhou, Ningning& Yang, Tingting& Zhang, Shaobai. An Improved FCM Medical Image Segmentation Algorithm Based on MMTD. Computational and Mathematical Methods in Medicine. 2014. Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-490807

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-490807