Triage of HPV positive women in cervical cancer screening

N Wentzensen, M Schiffman, T Palmer… - Journal of Clinical …, 2016 - Elsevier
Despite HPV vaccines, screening will remain central for decades to control cervical cancer.
Recently, HPV testing alone or with cytology was introduced as an alternative to cytology …

Application of p16/Ki-67 dual-staining cytology in cervical cancers

L Yu, L Fei, X Liu, X Pi, L Wang, S Chen - Journal of Cancer, 2019 - pmc.ncbi.nlm.nih.gov
Cytology-based Papanicolaou test on and primary HPV screening have been widely used in
the identification of cervical cancer and precancerous lesions, which is of great significance …

Accuracy and efficiency of deep-learning–based automation of dual stain cytology in cervical cancer screening

N Wentzensen, B Lahrmann, MA Clarke… - JNCI: Journal of the …, 2021 - academic.oup.com
Background With the advent of primary human papillomavirus testing followed by cytology
for cervical cancer screening, visual interpretation of cytology slides remains the last …

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 …

DeepFocus: detection of out-of-focus regions in whole slide digital images using deep learning

C Senaras, MKK Niazi, G Lozanski, MN Gurcan - PloS one, 2018 - journals.plos.org
The development of whole slide scanners has revolutionized the field of digital pathology.
Unfortunately, whole slide scanners often produce images with out-of-focus/blurry areas that …

[HTML][HTML] Whole-slide image focus quality: Automatic assessment and impact on ai cancer detection

T Kohlberger, Y Liu, M Moran, PHC Chen… - Journal of pathology …, 2019 - Elsevier
Background: Digital pathology enables remote access or consults and powerful image
analysis algorithms. However, the slide digitization process can create artifacts such as out …

Whole slide image quality in digital pathology: review and perspectives

R Brixtel, S Bougleux, O Lézoray, Y Caillot… - IEEE …, 2022 - ieeexplore.ieee.org
With the advent of whole slide image (WSI) scanners, pathology is undergoing a digital
revolution. Simultaneously, with the development of image analysis algorithms based on …

Focus quality assessment of high-throughput whole slide imaging in digital pathology

MS Hosseini, JAZ Brawley-Hayes… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
One of the challenges facing the adoption of digital pathology workflows for clinical use is
the need for automated quality control. As the scanners sometimes determine focus …

Towards machine learned quality control: A benchmark for sharpness quantification in digital pathology

G Campanella, AR Rajanna, L Corsale… - … medical imaging and …, 2018 - Elsevier
Pathology is on the verge of a profound change from an analog and qualitative to a digital
and quantitative discipline. This change is mostly driven by the high-throughput scanning of …

Interobserver reproducibility and accuracy of p16/K i‐67 dual‐stain cytology in cervical cancer screening

N Wentzensen, B Fetterman, D Tokugawa… - Cancer …, 2014 - Wiley Online Library
BACKGROUND Dual‐stain cytology for p16 and Ki‐67 has been proposed as a biomarker
in cervical cancer screening. The authors evaluated the reproducibility and accuracy of dual …