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 …
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
Background The incidence rates of cervical cancer in developing countries have been
steeply increasing while the medical resources for prevention, detection, and treatment are …
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 …
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 …
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 …
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 …
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 …
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 …
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 …
technique. It can detect precancerous conditions and microbial infections. However, this …
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 …
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