Accurate deep learning model using semi-supervised learning and Noisy Student for cervical cancer screening in low magnification images

Y Kurita, S Meguro, N Tsuyama, I Kosugi, Y Enomoto… - Plos one, 2023 - journals.plos.org
Deep learning technology has been used in the medical field to produce devices for clinical
practice. Deep learning methods in cytology offer the potential to enhance cancer screening …

Automatic model for cervical cancer screening based on convolutional neural network: a retrospective, multicohort, multicenter study

X Tan, K Li, J Zhang, W Wang, B Wu, J Wu, X Li… - Cancer cell …, 2021 - Springer
Background The incidence rates of cervical cancer in developing countries have been
steeply increasing while the medical resources for prevention, detection, and treatment are …

Deep convolutional neural networks using an active learning strategy for cervical cancer screening and diagnosis

X Li, M Du, S Zuo, M Zhou, Q Peng, Z Chen… - Frontiers in …, 2023 - frontiersin.org
Cervical cancer (CC) is the fourth most common malignant tumor among women worldwide.
Constructing a high-accuracy deep convolutional neural network (DCNN) for cervical cancer …

A deep learning model for cervical cancer screening on liquid-based cytology specimens in whole slide images

F Kanavati, N Hirose, T Ishii, A Fukuda, S Ichihara… - Cancers, 2022 - mdpi.com
Simple Summary In this pilot study, we aimed to investigate the use of deep learning for the
classification of whole-slide images of liquid-based cytology specimens into neoplastic and …

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 …

A systematic review of deep learning-based cervical cytology screening: from cell identification to whole slide image analysis

P Jiang, X Li, H Shen, Y Chen, L Wang, H Chen… - Artificial Intelligence …, 2023 - Springer
Cervical cancer is one of the most common cancers in daily life. Early detection and
diagnosis can effectively help facilitate subsequent clinical treatment and management. With …

Artificial intelligence enables precision diagnosis of cervical cytology grades and cervical cancer

J Wang, Y Yu, Y Tan, H Wan, N Zheng, Z He… - Nature …, 2024 - nature.com
Cervical cancer is a significant global health issue, its prevalence and prognosis
highlighting the importance of early screening for effective prevention. This research aimed …

Deep learning for image-based cervical cancer detection and diagnosis—a survey

OE Aina, SA Adeshina… - 2019 15th international …, 2019 - ieeexplore.ieee.org
Cervical cancer is the fourth most common type of cancer found in females with a record of
570,000 incidences and 311,000 deaths in the year 2018 worldwide. It is caused by a virus …

A Semi‐supervised Deep Learning Method for Cervical Cell Classification

S Zhao, Y He, J Qin, Z Wang - Analytical Cellular Pathology, 2022 - Wiley Online Library
Currently, the Thinprep cytologic test (TCT) is the most popular cervical cancer cytology test
technique. It can detect precancerous conditions and microbial infections. However, this …

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 …