Article

Differentiation of eosinophilic and non-eosinophilic chronic rhinosinusitis on preoperative computed tomography using deep learning

2022-04-12

Abstract excerpt

<h4>Objective: </h4> This study aimed to develop deep learning (DL) models for differentiating between eosinophilic chronic rhinosinusitis (ECRS) and non-eosinophilic chronic rhinosinusitis (NECRS) on preoperative computed tomography (CT). <h4>Methods:</h4> A total of 878 chronic rhinosinusitis (CRS) patients undergoing nasal endoscopic surgery were included. Axial spiral CT images were pre-processed and used to b...

Topics

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

Identifiers and source

Literature Corpus work: 60960d69-9f28-5e7d-8bcd-18b807621aa2
DOI: 10.22541/au.164972524.42674152/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Differentiation of eosinophilic and non-eosinophilic chronic rhinosinusitis on preoperative computed tomography using deep learningDOI 10.22541/au.164972524.42674152/v1Read

Deep Learning-Based Segmentation of the Maxillary Sinus on Panoramic Radiographs Using MedSAM and DeepLabv3+Semantic proximity Read

A deep learning approach to diagnose atelectasis and attic retraction pocket with otoscopic imagesSemantic proximity Read

[Unsupervised clustering analysis based on multidimensional features reveals distinct clinical characteristics and associated factors of different phenotypes in patients with chronic rhinosinusitis with nasal polyp].Semantic proximity Read

Deep Learning-Based Throat Infection Detection: A Transfer Learning Approach with MobileNet, ResNet and DenseNet with Augmented Medical Image AnalysisSemantic proximity Read

Predicting Olfactory Loss In Chronic Rhinosinusitis Using Machine LearningSemantic proximity Read

Endoscopic diagnosis of eosinophilic esophagitis using a multi-task U-Net: A pilot studySemantic proximity Read

Evaluating the generalizability of deep learning image classification algorithms to detect middle ear disease using otoscopySemantic proximity Read

Using preoperative unsupervised cluster analysis of chronic rhinosinusitis to inform patient decision and endoscopic sinus surgery outcome.Semantic proximity Read

Unsupervised radiomics-driven endotyping of chronic rhinosinusitis with nasal polyps: a multimodal characterization of CT imaging, clinical phenotypes, and proteomic profiling.Semantic proximity Read

The role of preoperative blood eosinophil counts in distinguishing chronic rhinosinusitis with nasal polyps phenotypes.Semantic proximity Read

[Endotype classification of chronic rhinosinusitis based on unsupervised clustering analysis].Semantic proximity Read

An Open-Source Generalizable Deep Learning Framework for Automated Corneal Segmentation in Anterior Segment Optical Coherence Tomography ImagingSemantic proximity Read