A deep neural network for cervical cell classification based on cytology images

M Fang, X Lei, B Liao, FX Wu - IEEE Access, 2022 - ieeexplore.ieee.org
Cervical cancer is one of the most common cancers among women. Fortunately, cervical
cancer is treatable if it is diagnosed timely and administered appropriately. The death rate of …

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 …

DeepCervix: A deep learning-based framework for the classification of cervical cells using hybrid deep feature fusion techniques

MM Rahaman, C Li, Y Yao, F Kulwa, X Wu, X Li… - Computers in Biology …, 2021 - Elsevier
Cervical cancer, one of the most common fatal cancers among women, can be prevented by
regular screening to detect any precancerous lesions at early stages and treat them. Pap …

Automatic classification of cervical cells using deep learning method

S Yu, X Feng, B Wang, H Dun, S Zhang, R Zhang… - IEEE …, 2021 - ieeexplore.ieee.org
Cervical cancer is the fourth most prevalent disease among women. Prompt diagnosis and
its management can significantly improve patients' survival rates. Therefore, routine …

Cervical cell classification with deep-learning algorithms

L Xu, F Cai, Y Fu, Q Liu - Medical & Biological Engineering & Computing, 2023 - Springer
Cervical cancer is a serious threat to the lives and health of women. The accurate analysis of
cervical cell smear images is an important diagnostic basis for cancer identification …

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 …

HDFCN: A robust hybrid deep network based on feature concatenation for cervical cancer diagnosis on WSI pap smear slides

NK Chauhan, K Singh, A Kumar… - BioMed Research …, 2023 - Wiley Online Library
Cervical cancer is a critical imperilment to a female's health due to its malignancy and fatality
rate. The disease can be thoroughly cured by locating and treating the infected tissues in the …

A deep learning ensemble method to assist cytopathologists in pap test image classification

D N. Diniz, M T. Rezende, A GC Bianchi… - Journal of …, 2021 - mdpi.com
In recent years, deep learning methods have outperformed previous state-of-the-art machine
learning techniques for several problems, including image classification. Classifying cells in …

Cervical cancer classification from pap smear images using deep convolutional neural network models

SL Tan, G Selvachandran, W Ding… - Interdisciplinary …, 2024 - Springer
As one of the most common female cancers, cervical cancer often develops years after a
prolonged and reversible pre-cancerous stage. Traditional classification algorithms used for …

Cervical cell classification with graph convolutional network

J Shi, R Wang, Y Zheng, Z Jiang, H Zhang… - Computer Methods and …, 2021 - Elsevier
Background and objective Cervical cell classification has important clinical significance in
cervical cancer screening at early stages. In contrast with the conventional classification …