An improved nucleus segmentation for cervical cell images using FCM clustering and BPNN

B Sharma, KK Mangat - 2016 International Conference on …, 2016 - ieeexplore.ieee.org
Pap smear testPap smear test plays an important role for the early diagnosis of cervical
cancer in which human cells taken from the cervix of patient are analysed for pre-cancerous …

Spatial shape constrained fuzzy c-means (FCM) clustering for nucleus segmentation in pap smear images

R Saha, M Bajger, G Lee - 2016 international conference on …, 2016 - ieeexplore.ieee.org
Precise segmentation of Pap smear cell nucleus is crucial for early diagnosis of cervical
cancer. This task is particularly challenging because of cell overlapping, inconsistent …

Combining fully convolutional networks and graph-based approach for automated segmentation of cervical cell nuclei

L Zhang, M Sonka, L Lu… - 2017 IEEE 14th …, 2017 - ieeexplore.ieee.org
Cervical nuclei carry substantial diagnostic information for cervical cancer. Therefore, in
automation-assisted reading of cervical cytology, automated and accurate segmentation of …

Nuclei segmentation of cervical cell images based on intermediate segment qualifier

R Wang, SI Kamata - 2018 24th International Conference on …, 2018 - ieeexplore.ieee.org
The accurate nuclei segmentation of cervical cell images is a very vital step in automated
cervical diseases diagnosis. However, segmentation challenges exist because of problems …

Automated cervical cell nuclei segmentation using morphological operation and watershed transformation

I Muhimmah, R Kurniawan - 2012 IEEE International …, 2012 - ieeexplore.ieee.org
Nuclei segmentation of the epithelial cells of a Pap smear image is an important step in
order to have correct morphometric measures. This task is non trivial due to the complexities …

PAP smear image analysis for cervical cancer detection

S Kaaviya, V Saranyadevi… - 2015 IEEE International …, 2015 - ieeexplore.ieee.org
Cervical cancer is the second most common gynecologic cancer worldwide. Unlike the other
cancers it does not show any symptoms in its earlier stage which causes mortality among …

Nucleus region segmentation towards cervical cancer screening using AGMC-TU Pap-smear dataset

MK Bhowmik, SD Roy, N Nath, A Datta - Proceedings of the International …, 2018 - dl.acm.org
Considering global health impact, cervical cancer stands in the second position after breast
cancer. Detection of any abnormality at an early stage can lead to complete cure of the …

A deep learning based framework for accurate segmentation of cervical cytoplasm and nuclei

Y Song, L Zhang, S Chen, D Ni, B Li… - 2014 36th Annual …, 2014 - ieeexplore.ieee.org
In this paper, a superpixel and convolution neural network (CNN) based segmentation
method is proposed for cervical cancer cell segmentation. Since the background and …

Detection of nuclei clusters from cervical cancer microscopic imagery using C4. 5

Y Peng, M Park, M Xu, S Luo, JS Jin… - 2010 2nd …, 2010 - ieeexplore.ieee.org
Cervical cancer is the second most common cancer among women. At the same time,
cervical cancer could be largely preventable and curable with regular Pap tests. This test …

Clustering nuclei using machine learning techniques

Y Peng, M Park, M Xu, S Luo, JS Jin… - … on complex medical …, 2010 - ieeexplore.ieee.org
Cervical cancer is the second most common cancer among women. Meanwhile, cervical
cancer could be largely preventable and curable with regular Pap tests. Nuclei changes in …