Deep learning based approaches for accurate automated nuclei segmentation of Pap smear images

KAS Nair, N Padmanabhan… - 2023 14th …, 2023 - ieeexplore.ieee.org
Cervical cancer is a type of cancer that occurs among women. The cancerous cells are
developed in the cells of the cervix which is the lower part of the uterus. The human …

Pap Smear Image Analysis Based on Nucleus Segmentation and Deep Learning–A Recent Review

NA Alias, WA Mustafa, MA Jamlos… - … in Applied Sciences …, 2023 - semarakilmu.com.my
Cervical cancer refers to a dangerous and common illness that impacts women worldwide.
Moreover, this cancer affects over 300,000 people each year, with one woman diagnosed …

Cervical Cell Nuclei Segmentation On Pap Smear Images Using Deep Learning Technique

S Alisha, V Panicker - 2022 IEEE 3rd Global Conference for …, 2022 - ieeexplore.ieee.org
The fourth most common type of cancer in women is cervical cancer. The cells lining the
cervix, the lowest portion of the uterus, are where cervical cancer first develops. Cancer …

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 …

A robust deep learning approach for accurate segmentation of cytoplasm and nucleus in noisy pap smear images

N Nazir, A Sarwar, BS Saini, R Shams - Computation, 2023 - mdpi.com
Cervical cancer poses a significant global health burden, affecting women worldwide.
Timely and accurate detection is crucial for effective treatment and improved patient …

Nucleus Detection Using Deep Learning Approach on Pap Smear Images

H Alquran, WA Mustafa, FF Mohammed… - … Technology and its …, 2023 - ieeexplore.ieee.org
Cervical cancer is caused by the abnormal growth of female cervix cells. It is one of the most
familiar factors for women” s death worldwide. Therefore., early detection of cervical cancer …

A shape context fully convolutional neural network for segmentation and classification of cervical nuclei in Pap smear images

E Hussain, LB Mahanta, CR Das, M Choudhury… - Artificial Intelligence in …, 2020 - Elsevier
Pap smear is often employed as a screening test for diagnosing cervical pre-cancerous and
cancerous lesions. Accurate identification of dysplastic changes amongst the cervical cells …

Automated segmentation of cervical nuclei in pap smear images using deformable multi-path ensemble model

J Zhao, Q Li, X Li, H Li, L Zhang - 2019 IEEE 16th International …, 2019 - ieeexplore.ieee.org
Pap smear testing has been widely used for detecting cervical cancers based on the
morphological properties of cell nuclei in microscopic image. An accurate nuclei …

CNN based segmentation of nuclei in PAP-smear images with selective pre-processing

S Gautam, A Bhavsar, AK Sao… - Medical Imaging 2018 …, 2018 - spiedigitallibrary.org
Cervical cancer is the second most common cause of death among women worldwide, but it
can be treated if detected early. However, due to inter and intra observer variability in …

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 …