An Improved FCM Medical Image Segmentation Algorithm Based on MMTD

Joint Authors

Zhou, Ningning
Yang, Tingting
Zhang, Shaobai

Source

Computational and Mathematical Methods in Medicine

Issue

Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-8, 8 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2014-02-04

Country of Publication

Egypt

No. of Pages

8

Main Subjects

Medicine

Abstract 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.

American Psychological Association (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

Modern Language Association (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

American Medical Association (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

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-490807