A deep neural network for cervical cell classification based on cytology images

M Fang, X Lei, B Liao, FX Wu - IEEE Access, 2022 - ieeexplore.ieee.org
… in the field of cervical cancer detection. To address these … In this study, we construct a deep
convolutional neural network … and microscope, which contains 917 images of single cells. …

Classification and comparison of malignancy detection of cervical cells based on nucleus and textural features in microscopic images of uterine cervix

PB Shanthi, S Modi, KS Hareesha… - International Journal of …, 2021 - inderscienceonline.com
… phase by proposing a novel approach for cervical cancer detection. They used a pre-trained
convolution neural network with a SVM at the back end. This innovative approach is …

Cervical cancer classification from pap smear images using deep convolutional neural network models

SL Tan, G Selvachandran, W Ding… - Interdisciplinary …, 2024 - Springer
cancer diagnosis. Despite positive findings, there are still deficiencies with the current methods
for cervical cancer diagnosis and classification … and analysis of microscope images. This …

Cervix type and cervical cancer classification system using deep learning techniques

LW Habtemariam, ET Zewde… - … Devices: Evidence and …, 2022 - Taylor & Francis
… is confirmed by visual examination of histopathology images under a microscope. These …
techniques for predicting the cervix type using neural networks. International Conference …

Performance Comparison of Convolutional Neural Network Models on Cervical Cell Classification

SMZSZ Ariffin, HHA Musa… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
… are collected and examined under a microscope. The process of examining the … The cell
images were classified into four categories, which are mild, moderate, severe, and carcinoma. In …

[HTML][HTML] An automatic mass screening system for cervical cancer detection based on convolutional neural network

A -Rehman, N Ali, IA Taj, M Sajid… - Mathematical Problems in …, 2020 - hindawi.com
… of cervical cell samples from the uterine cervix and their placement on a glass slide. After
visual inspection under a microscope, these are classified into different categories. … cell images

Cervical cancer cell detection based on deep convolutional neural network

M Xia, G Zhang, C Mu, B Guan… - 2020 39th Chinese …, 2020 - ieeexplore.ieee.org
… originally covering the upper part of the cervix into malignant tumors [1], which is the second
… multiple overlapping cervical cells in microscopic images using superpixel partitioning and …

A shape context fully convolutional neural network for segmentation and classification of cervical nuclei in Pap smear images

E Hussain, LB Mahanta, CR Das, M Choudhury… - Artificial Intelligence in …, 2020 - Elsevier
… of instance segmentation on Pap smear images for cervical cancer quantification in this study.
… Again we know that shape is a fundamentally salient microscopic feature that commonly …

Deep transfer learning for histopathological diagnosis of cervical cancer using convolutional neural networks with visualization schemes

Y Chen, X Qin, J Xiong, S Xu, J Shi, H Lv… - … of Medical Imaging …, 2020 - ingentaconnect.com
Cervical cancer refers to the cancer which forms on the tissues of the uterine cervix, and
is … is accomplished through microscopic evaluation of whole-slide images by a qualified …

A novel attention-guided convolutional network for the detection of abnormal cervical cells in cervical cancer screening

L Cao, J Yang, Z Rong, L Li, B Xia, C You, G Lou… - Medical image …, 2021 - Elsevier
… Later, deep learning methods such as convolutional neuralcell detection in microscopy
images, fetal head detection in … and spatial features within neural network, where we recalibrate …