[PDF][PDF] Generative adversarial network based data augmentation to improve cervical cell classification model
S Yu, S Zhang, B Wang, H Dun, L Xu, X Huang… - Math. Biosci …, 2021 - aimspress.com
The survival rate of cervical cancer can be improved by the early screening. However, the
screening is a heavy task for pathologists. Thus, automatic cervical cell classification model …
screening is a heavy task for pathologists. Thus, automatic cervical cell classification model …
Segmentation of cervical cell images based on generative adversarial networks
J Huang, G Yang, B Li, Y He, Y Liang - IEEE Access, 2021 - ieeexplore.ieee.org
The segmentation of cervical cell in liquid-based smear image plays an important role in
cervical cancer detection. Despite of research for many years, it is still a challenge for the …
cervical cancer detection. Despite of research for many years, it is still a challenge for the …
Cervical cancer single cell image data augmentation using residual condition generative adversarial networks
S Chen, D Gao, L Wang, Y Zhang - 2020 3rd International …, 2020 - ieeexplore.ieee.org
Early detection of cervical cancer is key to detecting and treating cancer. Applying the
computer to the detection of cervical cancer can get more accurate results. However, data …
computer to the detection of cervical cancer can get more accurate results. However, data …
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 …
Cellgan: Conditional cervical cell synthesis for augmenting cytopathological image classification
Automatic examination of thin-prep cytologic test (TCT) slides can assist pathologists in
finding cervical abnormality for accurate and efficient cancer screening. Current solutions …
finding cervical abnormality for accurate and efficient cancer screening. Current solutions …
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 …
[HTML][HTML] A semi-supervised deep learning method for cervical cell classification
S Zhao, Y He, J Qin, Z Wang - Analytical Cellular Pathology, 2022 - hindawi.com
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 …
[HTML][HTML] An improved cervical cell segmentation method based on deep convolutional network
X Hao, L Pei, W Li, Y Liu, H Shen - Mathematical Problems in …, 2022 - hindawi.com
The cervical cytology smear test is an effective method for cervical cancer early screening,
and segmentation accuracy is essential for computer-aided diagnosis. In this study, an …
and segmentation accuracy is essential for computer-aided diagnosis. In this study, an …
Recognition and clinical diagnosis of cervical cancer cells based on our improved lightweight deep network for pathological image
H Wang, C Jiang, K Bao, C Xu - Journal of medical systems, 2019 - Springer
Accurate recognition of cervical cancer cells is of great significance to clinical diagnosis, but
these existing algorithms are designed by low-level manual feature, and their performance …
these existing algorithms are designed by low-level manual feature, and their performance …
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 …