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 …

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 …

Diagnosis of cervical cancer based on ensemble deep learning network using colposcopy images

V Chandran, MG Sumithra, A Karthick… - BioMed Research …, 2021 - Wiley Online Library
Traditional screening of cervical cancer type classification majorly depends on the
pathologist's experience, which also has less accuracy. Colposcopy is a critical component …

Comparison of machine and deep learning for the classification of cervical cancer based on cervicography images

YR Park, YJ Kim, W Ju, K Nam, S Kim, KG Kim - Scientific Reports, 2021 - nature.com
Cervical cancer is the second most common cancer in women worldwide with a mortality
rate of 60%. Cervical cancer begins with no overt signs and has a long latent period, making …

ColpoNet for automated cervical cancer screening using colposcopy images

SK Saini, V Bansal, R Kaur, M Juneja - Machine Vision and Applications, 2020 - Springer
Cervical cancer is one among the trivial forms of cancer that counts for 6.6% of all females
cancers with an estimated 570,000 new cases in 2018. The mortality rate due to cervical …

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 …

Cervical cancer diagnosis using cervixnet-a deep learning approach

R Gorantla, RK Singh, R Pandey… - 2019 IEEE 19th …, 2019 - ieeexplore.ieee.org
Cervical cancer affects 570,000 women globally and is among the most common causes of
cancer-related deaths. Cervical cancer is caused due to the Human Papilloma Virus (HPV) …

Deep learning-based approaches for robust classification of cervical cancer

I Pacal, S Kılıcarslan - Neural Computing and Applications, 2023 - Springer
Cervical cancer is the fourth most common cancer worldwide, and early diagnosis is crucial
for successful treatment, as with all types of cancer. The pap-smear test is considered the …

Cervical cancer diagnosis using convolution neural network: feature learning and transfer learning approaches

MM Kalbhor, SV Shinde - Soft Computing, 2023 - Springer
Cervical Cancer most often affects women and is a feared disease worldwide. It occurs due
to the abnormal growth of cells in the cervix and slowly spreads to other organs in the body …

Cervical precancerous lesions classification using pre-trained densely connected convolutional networks with colposcopy images

T Zhang, Y Luo, P Li, P Liu, Y Du, P Sun… - … signal processing and …, 2020 - Elsevier
Colposcopy is currently a common medical technique for preventing cervical cancer.
However, with the increase of the workload, screening by artificial vision has the problems of …