Pap smear images classification using machine learning: a literature matrix

NA Alias, WA Mustafa, MA Jamlos, H Alquran… - Diagnostics, 2022 - mdpi.com
Cervical cancer is regularly diagnosed in women all over the world. This cancer is the
seventh most frequent cancer globally and the fourth most prevalent cancer among women …

Cervical Cancer Detection Techniques: A Chronological Review

WA Mustafa, S Ismail, FS Mokhtar, H Alquran, Y Al-Issa - Diagnostics, 2023 - mdpi.com
Cervical cancer is known as a major health problem globally, with high mortality as well as
incidence rates. Over the years, there have been significant advancements in cervical …

CerCan· Net: Cervical cancer classification model via multi-layer feature ensembles of lightweight CNNs and transfer learning

O Attallah - Expert Systems with Applications, 2023 - Elsevier
Cervical cancer ranks among the most prevalent causes of fatality in women around the
world. Early diagnosis is essential for treating cervical cancer using pap smear slides, but it …

Cervical cancer diagnosis based on multi-domain features using deep learning enhanced by handcrafted descriptors

O Attallah - Applied Sciences, 2023 - mdpi.com
Cervical cancer, among the most frequent adverse cancers in women, could be avoided
through routine checks. The Pap smear check is a widespread screening methodology for …

[PDF][PDF] Deep Learning and Transfer Learning Methods to Effectively Diagnose Cervical Cancer from Liquid-Based Cytology Pap Smear Images.

L Wong, A Ccopa, E Diaz, S Valcarcel… - Int. J. Online Biomed …, 2023 - academia.edu
As cervical cancer is considered one of the leading causes of death for women globally,
different screening techniques have emerged. As the Papanicolaou technique generates …

[HTML][HTML] An Improved Fuzzy Deep Learning (IFDL) model for managing uncertainty in classification of pap-smear cell images

M Benhari, R Hossseini - Intelligent Systems with Applications, 2022 - Elsevier
Applications of deep learning models for medical image analysis have been concentrated in
the recent years. An automatic detection system to detect the class of Pap smear cell and …

A recent systematic review of cervical cancer diagnosis: detection and classification

WA Mustafa, NA Alias, MA Jamlos… - Journal of Advanced …, 2022 - semarakilmu.com.my
Women around the world are frequently diagnosed with cervical cancer. In the beginning,
there were no symptoms for the fourth most common cause of fatality in women. Cells of …

An improved ensemble deep belief model (EDBM) for pap-smear cell image classification

M Benhari, R Hossseini - Multimedia Tools and Applications, 2023 - Springer
Applications of deep learning models for medical image analysis have been concentrated in
recent years. This study presents an improved automatic Deep Learning Ensemble model to …

High Precision Cervical Precancerous Lesion Classification Method Based on ConvNeXt

J Tang, T Zhang, Z Gong, X Huang - Bioengineering, 2023 - mdpi.com
Traditional cervical cancer diagnosis mainly relies on human papillomavirus (HPV)
concentration testing. Considering that HPV concentrations vary from individual to individual …

Cell image augmentation for classification task using GANs on Pap smear dataset

J Zak, MK Grzeszczyk, A Pater, L Roszkowiak… - Biocybernetics and …, 2022 - Elsevier
One of the solutions to the problem of insufficiently large training datasets in image
processing is data augmentation. This process artificially extends the size of training …