Article

Morphologic Classification and Automatic Diagnosis of Bacterial Vaginosis by Deep Neural Networks

2020-05-20

Abstract excerpt

<h4>Background</h4> Bacterial vaginosis (BV) was the most common condition for women’s health caused by the disruption of normal vaginal flora and an overgrowth of certain disease-causing bacteria, affecting 30-50% of women at some time in their lives. Gram stain followed by Nugent scoring (NS) based on bacterial morphotypes under the microscope was long considered golden standard for BV diagnosis. This conventio...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 3313236f-a944-5c48-8efa-3bfc512c932c
DOI: 10.1101/2020.05.20.101055

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Morphologic Classification and Automatic Diagnosis of Bacterial Vaginosis by Deep Neural NetworksDOI 10.1101/2020.05.20.101055Read

Predicting Bacterial Vaginosis Development using Artificial Neural NetworksSemantic proximity Read

Morphology-defined bacterial vaginosis and HPV-related cervical screening abnormalities: a two-year real-world study with histopathologic correlation.Semantic proximity Read

State of the Art for Diagnosis of Bacterial VaginosisSemantic proximity Read

Detection and Classification of Cervical Cancer Using Optimized Deep Learning ApproachSemantic proximity Read

Development and Validation of a Highly Accurate Quantitative Real-Time PCR Assay for Diagnosis of Bacterial VaginosisSemantic proximity Read

Machine Learning-Based Cervical Cancer Screening Using Cervigrams During Visual Inspection With Acetic Acid: a Systematic Review.Semantic proximity Read

A clinical microscopy dataset to develop a deep learning diagnostic test for urinary tract infectionSemantic proximity Read

Deep learning for AI-based diagnosis of skin-related neglected tropical diseases: a pilot studySemantic proximity Read

The Futility of Nugent Scoring as a Diagnostic Tool for Neovaginal Bacterial Dysbiosis in Transfeminine PeopleSemantic proximity Read

Internal Validation of Automated Visual Evaluation (AVE) on Smartphone Images for Cervical Cancer Screening in a Prospective Study in ZambiaSemantic proximity Read

Multi-Modal Deep Learning Architecture for Improved Colposcopy Image ClassificationSemantic proximity Read

Multi-Modal Deep Learning Architecture for Improved Colposcopy Image ClassificationSemantic proximity Read