An Efficient Segmentation and Classification System in Medical Images Using Intuitionist Possibilistic Fuzzy C-Mean Clustering and Fuzzy SVM Algorithm.

Sensors
Chiranji Lal ChowdharyZbigniew Marszalek

Abstract

The herpesvirus, polyomavirus, papillomavirus, and retrovirus families are associated with breast cancer. More effort is needed to assess the role of these viruses in the detection and diagnosis of breast cancer cases in women. The aim of this paper is to propose an efficient segmentation and classification system in the Mammography Image Analysis Society (MIAS) images of medical images. Segmentation became challenging for medical images because they are not illuminated in the correct way. The role of segmentation is essential in concern with detecting syndromes in human. This research work is on the segmentation of medical images based on intuitionistic possibilistic fuzzy c-mean (IPFCM) clustering. Intuitionist fuzzy c-mean (IFCM) and possibilistic fuzzy c-mean (PFCM) algorithms are hybridised to deal with problems of fuzzy c-mean. The introduced clustering methodology, in this article, retains the positive points of PFCM which helps to overcome the problem of the coincident clusters, thus the noise and less sensitivity to the outlier. The IPFCM improves the fundamentals of fuzzy c-mean by using intuitionist fuzzy sets. For the clustering of mammogram images for breast cancer detector of abnormal images, IPFCM technique has b...Continue Reading

References

Feb 5, 2008·IEEE Transactions on Neural Networks·Chih-Wei Hsu, Chih-Jen Lin
Jan 25, 2011·Computerized Medical Imaging and Graphics : the Official Journal of the Computerized Medical Imaging Society·Ze-Xuan JiDe-Shen Xia
Feb 8, 2018·Cancer Letters·O M GannonN A Saunders
Jan 27, 2019·Asian Pacific Journal of Cancer Prevention : APJCP·Parvathavarthini SShanthi S
Feb 7, 2019·Breast Cancer Research and Treatment·Ulrich BickUNKNOWN German Consortium for Hereditary Breast and Ovarian Cancer (GC-HBOC)
Aug 31, 2019·Scientific Reports·Li ShenWeiva Sieh
Jan 9, 2020·CA: a Cancer Journal for Clinicians·Rebecca L SiegelAhmedin Jemal
Apr 3, 2020·Visual Computing for Industry, Biomedicine and Art·Qiuling PanJianzhong Cui

❮ Previous
Next ❯

Citations

Sep 16, 2020·Sensors·Chiranji Lal ChowdharyMuhammad Fazal Ijaz

❮ Previous
Next ❯

Methods Mentioned

BETA
feature extraction

Software Mentioned

Visual Geometry Group Network ( VGGNet )
SVM
FSVM
MATLAB
REP Tree
GoogLeNet
Fuzzy
IPFCM

Related Concepts

Related Feeds

BK Virus Infection

BK virus infection is a significant complication of modern immunosuppression used in kidney transplantation. Discover the latest research on BK virus infection here.