Deep learning for classification of pediatric otitis media

Z Wu, Z Lin, L Li, H Pan, G Chen, Y Fu… - The …, 2021 - Wiley Online Library
Objectives/Hypothesis To create a new strategy for monitoring pediatric otitis media (OM),
we developed a brief, reliable, and objective method for automated classification using …

Deep learning in automated region proposal and diagnosis of chronic otitis media based on computed tomography

YM Wang, Y Li, YS Cheng, ZY He, JM Yang… - Ear and …, 2020 - journals.lww.com
… This article represented the first study to apply deep learning in the diagnosis of COM
based on CT images. This AI model has achieved a satisfactory performance. Specifically, its …

A deep learning approach for detecting otitis media from wideband tympanometry measurements

JV Sundgaard, P Bray, S Laugesen… - IEEE journal of …, 2022 - ieeexplore.ieee.org
… network for classification of otitis media based on the analysis of the … between otitis media
with effusion and acute otitis media, a … performance on the overall otitis media detection with an …

A deep learning approach to predict conductive hearing loss in patients with otitis media with effusion using otoscopic images

J Zeng, W Kang, S Chen, Y Lin, W Deng… - … –Head & Neck …, 2022 - jamanetwork.com
deep learning (DL) models in predicting conductive hearing loss (CHL) from otoscopic
images of ears with otitis media … A number of studies have shown that deep learning (DL) is an …

[HTML][HTML] Deep metric learning for otitis media classification

JV Sundgaard, J Harte, P Bray, S Laugesen… - Medical Image …, 2021 - Elsevier
… As mentioned, deep learning is making an impact in many … deep metric learning for automatic
detection of otitis media in … -art deep metric learning methods for otitis media classification …

Advances in artificial intelligence to diagnose otitis media: state of the art review

S Ngombu, H Binol, MN Gurcan… - … –Head and Neck …, 2023 - Wiley Online Library
Deep learning and transfer learning in conjunction with CNNs have been the most … This
approach was better than either random forest classifiers or deep learning methods, and it was …

Can machine learning and AI replace otoscopy for diagnosis of otitis media?

ME Pichichero - Pediatrics, 2021 - publications.aap.org
… a glimpse to the future for otitis media (OM) diagnosis, … either recurrent acute otitis media
(AOM) or otitis media with effusion (… However, the deep learning model was used to target only a …

Multi‐modal deep learning for joint prediction of otitis media and diagnostic difficulty

JV Sundgaard, MR Hannemose… - Laryngoscope …, 2024 - Wiley Online Library
… We present a neural network-based model for the joint prediction of otitis media and … otitis
media and otitis media with effusion. The proposed approach is based on deep metric learning

Otitis media detection using tympanic membrane images with a novel multi-class machine learning algorithm

A Alhudhaif, Z Cömert, K Polat - PeerJ Computer Science, 2021 - peerj.com
… Proposed deep learning model The proposed model is a deep learning model consisting
of three basic components. These components consist of attention modules, residual blocks …

[HTML][HTML] Temporal bone CT-based deep learning models for differential diagnosis of primary ciliary dyskinesia related otitis media and simple otitis media with effusion

B Duan, Z Guo, L Pan, Z Xu, W Chen - American Journal of …, 2022 - ncbi.nlm.nih.gov
… Objective: To investigate the diagnostic value of deep learning (DL) in differentiating otitis
media (OM) caused by otitis media with effusion (OME) and primary ciliary dyskinesia (PCD), …