Unsupervised segmentation of cervical cell images using Gaussian mixture model

S Ragothaman, S Narasimhan… - Proceedings of the …, 2016 - cv-foundation.org
Cervical cancer is one of the leading causes of cancer death in women. Screening at early
stages using the popular Pap smear test has been demonstrated to reduce fatalities …

Ensemble framework for unsupervised cervical cell segmentation

A Sen, S Mitra, S Chakraborty, D Mondal… - 2022 IEEE 35th …, 2022 - ieeexplore.ieee.org
In medical image segmentation, preparing ground truths (or masks) is not trivial as it
requires expert clinicians to manually label regions-of-interest. Cervical cytology image …

Mean-shift based segmentation of cell nuclei in cervical PAP-smear images

P Agarwal, A Sao, A Bhavsar - 2015 Fifth National Conference …, 2015 - ieeexplore.ieee.org
Segmentation of cell nuclei in PAP-smear cervical images is of preeminent importance in
computer-aided-diagnostic screening technique for cervical cancer. This paper proposes a …

Multiple feature extraction from cervical cytology images by Gaussian mixture model

GK Lakshmi, K Krishnaveni - 2014 World Congress on …, 2014 - ieeexplore.ieee.org
In this paper, methods for automated extraction of multiple features of cytoplasm and nuclei
from cervical cytology images are described. Edges of the image are enhanced by Edge …

Segmentation of cervical cell images

A Kale, S Aksoy - 2010 20th international conference on pattern …, 2010 - ieeexplore.ieee.org
The key step of a computer-assisted screening system that aims early diagnosis of cervical
cancer is the accurate segmentation of cells. In this paper, we propose a two-phase …

Segmentation of overlapping cervical cells in microscopic images with superpixel partitioning and cell-wise contour refinement

H Lee, J Kim - Proceedings of the IEEE conference on computer …, 2016 - cv-foundation.org
Segmentation of cervical cells in microscopic images is an important task for computer-aided
diagnosis of cervical cancer. However, their segmentation is challenging due to …

Segmenting overlapping cervical cell in pap smear images

Y Song, JZ Cheng, D Ni, S Chen… - 2016 IEEE 13th …, 2016 - ieeexplore.ieee.org
Accurate segmentation of cervical cells in Pap smear images is an important task for
automatic identification of pre-cancerous changes in the uterine cervix. One of the major …

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 …

An unsupervised approach for overlapping cervical cell cytoplasm segmentation

P Kumar, SL Happy, S Chatterjee… - 2016 IEEE EMBS …, 2016 - ieeexplore.ieee.org
The poor contrast and the overlapping of cervical cell cytoplasm are the major issues in the
accurate segmentation of cervical cell cytoplasm. This paper presents an automated …