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DeepPap: Deep Convolutional Networks for Cervical Cell Classification

DeepPap: Deep Convolutional Networks for Cervical Cell Classification

25 January 2018
Ling Zhang
Le Lu
Isabella Nogues
Ronald M. Summers
Shaoxiong Liu
Jianhua Yao
ArXivPDFHTML

Papers citing "DeepPap: Deep Convolutional Networks for Cervical Cell Classification"

39 / 39 papers shown
Title
AI Assisted Cervical Cancer Screening for Cytology Samples in Developing Countries
AI Assisted Cervical Cancer Screening for Cytology Samples in Developing Countries
Love Panta
Suraj Prasai
Karishma Malla Vaidya
Shyam Shrestha
Suresh Manandhar
44
0
0
29 Apr 2025
CytoFM: The first cytology foundation model
CytoFM: The first cytology foundation model
Vedrana Ivezić
Ashwath Radhachandran
Ekaterina Redekop
Shreeram S. Athreya
Dongwoo Lee
Vivek Sant
Corey W. Arnold
W. Speier
29
0
0
18 Apr 2025
CerviXpert: A Multi-Structural Convolutional Neural Network for
  Predicting Cervix Type and Cervical Cell Abnormalities
CerviXpert: A Multi-Structural Convolutional Neural Network for Predicting Cervix Type and Cervical Cell Abnormalities
Rashik Shahriar Akash
Radiful Islam
S. M. Saiful Islam Badhon
K. S. M. T. Hossain
21
0
0
10 Sep 2024
Cervical Cancer Detection Using Multi-Branch Deep Learning Model
Cervical Cancer Detection Using Multi-Branch Deep Learning Model
Tatsuhiro Baba
Abu Saleh Musa Miah
Jungpil Shin
Md. Al-Hasan
33
1
0
20 Aug 2024
Automated Report Generation for Lung Cytological Images Using a CNN
  Vision Classifier and Multiple-Transformer Text Decoders: Preliminary Study
Automated Report Generation for Lung Cytological Images Using a CNN Vision Classifier and Multiple-Transformer Text Decoders: Preliminary Study
Atsushi Teramoto
Ayano Michiba
Yuka Kiriyama
Tetsuya Tsukamoto
K. Imaizumi
H. Fujita
MedIm
21
1
0
26 Mar 2024
Cell Graph Transformer for Nuclei Classification
Cell Graph Transformer for Nuclei Classification
Wei Lou
Guanbin Li
Xiang Wan
Haofeng Li
ViT
MedIm
55
4
0
20 Feb 2024
A Voting-Stacking Ensemble of Inception Networks for Cervical Cytology
  Classification
A Voting-Stacking Ensemble of Inception Networks for Cervical Cytology Classification
Linyi Qian
Qiang Huang
Yulin Chen
Junzhou Chen
11
1
0
05 Aug 2023
Attention Mechanisms in Medical Image Segmentation: A Survey
Attention Mechanisms in Medical Image Segmentation: A Survey
Yutong Xie
Bing Yang
Qi Guan
Jianpeng Zhang
Qi Wu
Yong-quan Xia
ViT
MedIm
25
16
0
29 May 2023
Breast Cancer Immunohistochemical Image Generation: a Benchmark Dataset
  and Challenge Review
Breast Cancer Immunohistochemical Image Generation: a Benchmark Dataset and Challenge Review
Chuang Zhu
Shengjie Liu
Zekuan Yu
Fengjuan Xu
Arpit Aggarwal
...
Vivek Kumar Singh
Farhan Akram
Md. Mostafa Kamal Sarker
Z. Shi
M. Jin
17
6
0
05 May 2023
Structure Embedded Nucleus Classification for Histopathology Images
Structure Embedded Nucleus Classification for Histopathology Images
Wei Lou
Xiang Wan
Guanbin Li
X. Lou
Chenghang Li
Feng Gao
Haofeng Li
18
9
0
22 Feb 2023
Exploring Contextual Relationships for Cervical Abnormal Cell Detection
Exploring Contextual Relationships for Cervical Abnormal Cell Detection
Yixiong Liang
Shuo Feng
Qing Liu
Hulin Kuang
Jianfeng Liu
Liyan Liao
Yun Du
Jianxin Wang
21
12
0
11 Jul 2022
Cervical Glandular Cell Detection from Whole Slide Image with
  Out-Of-Distribution Data
Cervical Glandular Cell Detection from Whole Slide Image with Out-Of-Distribution Data
Zi-Hao Wei
Shenghua Cheng
Jing Cai
Shaoqun Zeng
Xiuli Liu
Zehua Wang
28
1
0
29 May 2022
A Pathology-Based Machine Learning Method to Assist in Epithelial
  Dysplasia Diagnosis
A Pathology-Based Machine Learning Method to Assist in Epithelial Dysplasia Diagnosis
Karoline da Rocha
J. Bermudez
E. Rivero
M. Costa
9
3
0
07 Apr 2022
Deep Learning for Computational Cytology: A Survey
Deep Learning for Computational Cytology: A Survey
Hao Jiang
Yanning Zhou
Yi-Mou Lin
R. Chan
Jiangshu Liu
Hao Chen
19
75
0
10 Feb 2022
Classification of Histopathology Images of Lung Cancer Using
  Convolutional Neural Network (CNN)
Classification of Histopathology Images of Lung Cancer Using Convolutional Neural Network (CNN)
Neha Baranwal
Preethi Doravari
Renu Kachhoria
11
19
0
27 Dec 2021
Multi-Class Cell Detection Using Spatial Context Representation
Multi-Class Cell Detection Using Spatial Context Representation
Shahira Abousamra
David Belinsky
John S. Van Arnam
F. Allard
E. Yee
Rajarsi R. Gupta
Tahsin M. Kurc
Dimitris Samaras
Joel H. Saltz
Chao Chen
27
32
0
10 Oct 2021
An Efficient Cervical Whole Slide Image Analysis Framework Based on
  Multi-scale Semantic and Location Deep Features
An Efficient Cervical Whole Slide Image Analysis Framework Based on Multi-scale Semantic and Location Deep Features
Ziquan Wei
Shenghua Cheng
Junbo Hu
Li Chen
Shaoqun Zeng
Xiuli Liu
23
9
0
29 Jun 2021
Cervical Cytology Classification Using PCA & GWO Enhanced Deep Features
  Selection
Cervical Cytology Classification Using PCA & GWO Enhanced Deep Features Selection
Hritam Basak
Rohit Kundu
S. Chakraborty
N. Das
46
70
0
09 Jun 2021
What is the State of the Art of Computer Vision-Assisted Cytology? A
  Systematic Literature Review
What is the State of the Art of Computer Vision-Assisted Cytology? A Systematic Literature Review
André Victória Matias
João Gustavo Atkinson Amorim
Luiz Antonio Buschetto Macarini
Allan Cerentini
A. S. Onofre
F. Onofre
Felipe Perozzo Daltoé
M. Stemmer
A. V. Wangenheim
25
18
0
24 May 2021
Is the aspect ratio of cells important in deep learning? A robust
  comparison of deep learning methods for multi-scale cytopathology cell image
  classification: from convolutional neural networks to visual transformers
Is the aspect ratio of cells important in deep learning? A robust comparison of deep learning methods for multi-scale cytopathology cell image classification: from convolutional neural networks to visual transformers
Wanli Liu
Chen Li
M. Rahaman
Tao Jiang
Hongzan Sun
...
Weiming Hu
Hao Chen
Changhao Sun
Yudong Yao
M. Grzegorzek
33
54
0
16 May 2021
DeepCervix: A Deep Learning-based Framework for the Classification of
  Cervical Cells Using Hybrid Deep Feature Fusion Techniques
DeepCervix: A Deep Learning-based Framework for the Classification of Cervical Cells Using Hybrid Deep Feature Fusion Techniques
M. Rahaman
Chen Li
Yudong Yao
Frank Kulwa
Xiangchen Wu
Xirong Li
Qian Wang
36
188
0
24 Feb 2021
GAN based Unsupervised Segmentation: Should We Match the Exact Number of
  Objects
GAN based Unsupervised Segmentation: Should We Match the Exact Number of Objects
Quan Liu
Isabella M. Gaeta
Bryan A. Millis
M. Tyska
Yuankai Huo
11
8
0
22 Oct 2020
SDCT-AuxNet$^θ$: DCT Augmented Stain Deconvolutional CNN with
  Auxiliary Classifier for Cancer Diagnosis
SDCT-AuxNetθ^θθ: DCT Augmented Stain Deconvolutional CNN with Auxiliary Classifier for Cancer Diagnosis
S. Gehlot
Anubha Gupta
Ritu Gupta
MedIm
6
54
0
30 May 2020
Cell Segmentation by Combining Marker-Controlled Watershed and Deep
  Learning
Cell Segmentation by Combining Marker-Controlled Watershed and Deep Learning
F. Lux
P. Matula
12
24
0
03 Apr 2020
Cytology Image Analysis Techniques Towards Automation: Systematically
  Revisited
Cytology Image Analysis Techniques Towards Automation: Systematically Revisited
Shyamali Mitra
N. Das
Soumyajyoti Dey
Sukanta Chakrabarty
M. Nasipuri
M. K. Naskar
17
8
0
17 Mar 2020
Towards a Complete Pipeline for Segmenting Nuclei in Feulgen-Stained
  Images
Towards a Complete Pipeline for Segmenting Nuclei in Feulgen-Stained Images
Luiz Antonio Buschetto Macarini
A. V. Wangenheim
Felipe Perozzo Daltoé
A. S. Onofre
F. Onofre
M. Stemmer
8
4
0
19 Feb 2020
A Novel Automation-Assisted Cervical Cancer Reading Method Based on
  Convolutional Neural Network
A Novel Automation-Assisted Cervical Cancer Reading Method Based on Convolutional Neural Network
Yao Xiang
Wan-Wan Sun
Changli Pan
Meng Yan
Zhihua Yin
Yixiong Liang
8
71
0
14 Dec 2019
A Deep Learning based Pipeline for Efficient Oral Cancer Screening on
  Whole Slide Images
A Deep Learning based Pipeline for Efficient Oral Cancer Screening on Whole Slide Images
Jiahao Lu
Natavsa Sladoje
Christina Runow Stark
E. D. Ramqvist
Jan-Michaél Hirsch
Joakim Lindblad
MedIm
11
31
0
23 Oct 2019
Comparing Deep Learning Models for Multi-cell Classification in
  Liquid-based Cervical Cytology Images
Comparing Deep Learning Models for Multi-cell Classification in Liquid-based Cervical Cytology Images
Sudhir Sornapudi
G. Brown
Z. Xue
L. Long
Lisa Allen
Sameer Kiran Antani
9
26
0
02 Oct 2019
Automated identification of neural cells in the multi-photon images
  using deep-neural networks
Automated identification of neural cells in the multi-photon images using deep-neural networks
Si-Baek Seong
Hae-Jeong Park
11
3
0
25 Sep 2019
Regression Constraint for an Explainable Cervical Cancer Classifier
Regression Constraint for an Explainable Cervical Cancer Classifier
Antoine Pirovano
Leandro Giordano Almeida
Saïd Ladjal
6
2
0
07 Aug 2019
River Ice Segmentation with Deep Learning
River Ice Segmentation with Deep Learning
Abhineet Singh
H. Kalke
M. Loewen
Nilanjan Ray
SSeg
14
46
0
14 Jan 2019
Algorithms for screening of Cervical Cancer: A chronological review
Algorithms for screening of Cervical Cancer: A chronological review
Yasha Singh
Dhruv Srivastava
P. Chandranand
Surinder Singh
14
14
0
02 Nov 2018
LeukoNet: DCT-based CNN architecture for the classification of normal
  versus Leukemic blasts in B-ALL Cancer
LeukoNet: DCT-based CNN architecture for the classification of normal versus Leukemic blasts in B-ALL Cancer
Simmi Mourya
Sonaal Kant
Pulkit Kumar
Anubha Gupta
Ritu Gupta
MedIm
11
28
0
18 Oct 2018
Fine-Grained Classification of Cervical Cells Using Morphological and
  Appearance Based Convolutional Neural Networks
Fine-Grained Classification of Cervical Cells Using Morphological and Appearance Based Convolutional Neural Networks
Haoming Lin
Yuyang Hu
Siping Chen
Jianhua Yao
Ling Zhang
11
87
0
14 Oct 2018
Comparison-Based Convolutional Neural Networks for Cervical Cell/Clumps
  Detection in the Limited Data Scenario
Comparison-Based Convolutional Neural Networks for Cervical Cell/Clumps Detection in the Limited Data Scenario
Yixiong Liang
Zhihong Tang
Meng Yan
Jialin Chen
Qing Liu
Yao Xiang
20
11
0
14 Oct 2018
Considerations for a PAP Smear Image Analysis System with CNN Features
Considerations for a PAP Smear Image Analysis System with CNN Features
Srishti Gautam
K. HarinarayanK.
Nirmal Jith
A. Sao
Arnav V. Bhavsar
A. Natarajan
23
33
0
23 Jun 2018
Convolutional Invasion and Expansion Networks for Tumor Growth
  Prediction
Convolutional Invasion and Expansion Networks for Tumor Growth Prediction
Ling Zhang
Le Lu
Ronald M. Summers
E. Kebebew
Jianhua Yao
MedIm
19
61
0
25 Jan 2018
Improving neural networks by preventing co-adaptation of feature
  detectors
Improving neural networks by preventing co-adaptation of feature detectors
Geoffrey E. Hinton
Nitish Srivastava
A. Krizhevsky
Ilya Sutskever
Ruslan Salakhutdinov
VLM
266
7,634
0
03 Jul 2012
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