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 …

Segmentation of cervical nuclei using SLIC and pairwise regional contrast

R Saha, M Bajger, G Lee - … of the IEEE Engineering in Medicine …, 2018 - ieeexplore.ieee.org
A framework to detect and segment nuclei from cervical cytology images is proposed in this
study. Poor contrast, spurious edges, degree of overlap, and intensity inhomogeneity make …

A contour property based approach to segment nuclei in cervical cytology images

IT Hoque, N Ibtehaz, S Chakravarty, MS Rahman… - BMC Medical …, 2021 - Springer
Background Segmentation of nuclei in cervical cytology pap smear images is a crucial stage
in automated cervical cancer screening. The task itself is challenging due to the presence of …

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 …

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 …

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 …

Automated cell nuclei segmentation in overlapping cervical images using deep learning model

A Taneja, P Ranjan, A Ujlayan - Proceedings of the …, 2018 - search.proquest.com
Recently, an automated cell nuclei segmentation is an attractive research area in the
cervical cancer image analysis with the overlapping cells. Due to the poor contrast, diverse …

Segmentation of overlapping cervical cells with mask region convolutional neural network

J Chen, B Zhang - Computational and Mathematical Methods in …, 2021 - Wiley Online Library
The task of segmenting cytoplasm in cytology images is one of the most challenging tasks in
cervix cytological analysis due to the presence of fuzzy and highly overlapping cells. Deep …

Prior guided segmentation and nuclei feature based abnormality detection in cervical cells

R Saha, M Bajger, G Lee - 2019 IEEE 19th international …, 2019 - ieeexplore.ieee.org
Computer-assisted techniques for cytological analysis and abnormality detection, can help
to early diagnose anomalies in cervical smear images. Cell nuclei carry substantial …

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 …