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 …

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 …

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 …

Nucleus segmentation of cervical cytology images based on multi-scale fuzzy clustering algorithm

J Huang, T Wang, D Zheng, Y He - Bioengineered, 2020 - Taylor & Francis
In the screening of cervical cancer cells, accurate identification and segmentation of nucleus
in cell images is a key part in the early diagnosis of cervical cancer. Overlapping, uneven …

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 …

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 …

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 …

An ensemble method for nuclei detection of overlapping cervical cells

DN Diniz, RF Vitor, AGC Bianchi, S Delabrida… - Expert Systems with …, 2021 - Elsevier
The Pap test is a preventive approach that requires specialized and labor-intensive
examination of cytological preparations to track potentially cancerous cells from the internal …

Cervical nuclei segmentation in whole slide histopathology images using convolution neural network

Q Yang, K Wu, H Cheng, C Gu, Y Liu, SP Casey… - Soft Computing in Data …, 2019 - Springer
Pathologists generally diagnose whether or not cervical cancer cells have the potential to
spread to other organs and assess the malignancy of cancer through whole slide …

Three segmentation techniques to predict the dysplasia in cervical cells in the presence of debris

M Arya, N Mittal, G Singh - Multimedia Tools and Applications, 2020 - Springer
Cervical Cancer is one of the most pandemic causes of cancer related death in females. Pap
smear test is one of the most commonly used screening test for the cervical cancer. Existing …