Privacy preserved cervical cancer detection using convolutional neural networks applied to pap smear images

S Alsubai, A Alqahtani, M Sha… - … Methods in Medicine, 2023 - Wiley Online Library
Image processing has enabled faster and more accurate image classification. It has been of
great benefit to the health industry. Manually examining medical images like MRI and X‐rays …

[HTML][HTML] A federated learning aided system for classifying cervical cancer using PAP-SMEAR images

NS Joynab, MN Islam, RR Aliya, ASMR Hasan… - Informatics in Medicine …, 2024 - Elsevier
Cervical cancer is a significant contributor to female mortality on a global scale, especially in
low-income countries where effective screening programs for the detection and treatment of …

Pap smear based cervical cancer detection using residual neural networks deep learning architecture

V Sellamuthu Palanisamy… - Concurrency and …, 2022 - Wiley Online Library
Detecting and classifying the Pap smear cell images is important task for cervical cancer
identification. In this article, dual tree complex wavelet transform (DTCWT) based modified …

[HTML][HTML] Single-cell conventional pap smear image classification using pre-trained deep neural network architectures

MA Mohammed, F Abdurahman, YA Ayalew - BMC Biomedical …, 2021 - Springer
Background Automating cytology-based cervical cancer screening could alleviate the
shortage of skilled pathologists in developing countries. Up until now, computer vision …

The utilization of padding scheme on convolutional neural network for cervical cell images classification

T Haryanto, IS Sitanggang… - 2020 International …, 2020 - ieeexplore.ieee.org
Cervical cancer identification through pap-smear images analysis is a challenge for
medicians, especially in distinguishing cells, between the normal and abnormal one. This …

Internet of health things-driven deep learning system for detection and classification of cervical cells using transfer learning

A Khamparia, D Gupta, VHC de Albuquerque… - The Journal of …, 2020 - Springer
Cervical cancer is one of the fastest growing global health problems and leading cause of
mortality among women of developing countries. Automated Pap smear cell recognition and …

A survey for cervical cytopathology image analysis using deep learning

MM Rahaman, C Li, X Wu, Y Yao, Z Hu, T Jiang… - IEEE …, 2020 - ieeexplore.ieee.org
Cervical cancer is one of the most common and deadliest cancers among women. Despite
that, this cancer is entirely treatable if it is detected at a precancerous stage. Pap smear test …

[HTML][HTML] Cervical cancer detection in pap smear whole slide images using convnet with transfer learning and progressive resizing

AR Bhatt, A Ganatra, K Kotecha - PeerJ Computer Science, 2021 - peerj.com
Cervical intraepithelial neoplasia (CIN) and cervical cancer are major health problems faced
by women worldwide. The conventional Papanicolaou (Pap) smear analysis is an effective …

Comparisons of pap smear classification with deep learning models

Y Promworn, S Pattanasak, C Pintavirooj… - 2019 IEEE 14th …, 2019 - ieeexplore.ieee.org
We presented a comparative work of deep learning models for Pap smear classification. The
benchmark parameters used to compare are accuracy, specificity, computation time, and …

[HTML][HTML] Deep convolution neural network for malignancy detection and classification in microscopic uterine cervix cell images

PB Shanthi, F Faruqi, KS Hareesha… - Asian Pacific journal of …, 2019 - ncbi.nlm.nih.gov
Objective: Automated Pap smear cervical screening is one of the most effective imaging
based cancer detection tools used for categorizing cervical cell images as normal and …