A deep neural network for cervical cell classification based on cytology images
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 …
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
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 …
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
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 …
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 …
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 …
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 …
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
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 …
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 …
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 …
prolonged and reversible pre-cancerous stage. Traditional classification algorithms used for …
Cervical cell classification with graph convolutional network
Background and objective Cervical cell classification has important clinical significance in
cervical cancer screening at early stages. In contrast with the conventional classification …
cervical cancer screening at early stages. In contrast with the conventional classification …