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
… to predict CHL using a DL model revealed great potential for the quick and accurate prediction
of degree of conductive hearing loss, and offers opportunities to reduce patient waiting …

Automatic prediction of conductive hearing loss using video pneumatic otoscopy and deep learning algorithm

H Byun, CJ Park, SJ Oh, MJ Chung, BH Cho… - … and Hearing, 2022 - journals.lww.com
… caused by limitations of mobility such as in adhesive otitis media and benign tumor of the
middle ear. However, cases with loose incus-stapes joint and congenital cholesteatoma …

A Deep Learning Approach to Predict Conductive Hearing Loss in Otitis Media With Effusion Using Otoscopic Images

J Zeng, W Kang, S Chen, Y Lin, W Deng, Y Wang… - 2022 - papers.ssrn.com
… However, hearing thresholds are often difficult to obtain. We aimed to test whether deep
learning techniques could predict conductive hearing loss from otoscopic images and secondly …

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
neural network. Finally, we attempt to distinguish between otitis media with effusion and acute
otitis media, … , “Energy transmittance predicts conductive hearing loss in older children and …

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… - … and Hearing, 2020 - journals.lww.com
… ossicles or erosion of tegmen; and (3) conductive hearing loss with a 35 dB or higher air-bone
gap … Deep learning predictions of survival based on MRI in amyotrophic lateral sclerosis. …

A Hybrid Deep Learning Approach to Identify Preventable Childhood Hearing Loss

FQ Jin, O Huang, SK Robler, S Morton, A Platt… - … and Hearing, 2023 - journals.lww.com
… the deep learning predicted uncertainty metric. This plot demonstrates that higher predicted
… Another recent study tested various machine learning techniques for detecting otitis media

Automatic detection of eardrum otoendoscopic images in patients with otitis media using hybrid‐based deep models

O Eroğlu, M Yildirim - International Journal of Imaging Systems …, 2022 - Wiley Online Library
… in the middle ear causes conductive hearing loss by restricting … Deep learning–based
approaches have recently found … correctly predicted 22 of 36 normal class images and predicted

Analysing wideband absorbance immittance in normal and ears with otitis media with effusion using machine learning

EM Grais, X Wang, J Wang, F Zhao, W Jiang, Y Cai… - Scientific Reports, 2021 - nature.com
conductive hearing loss. In addition Keefe and Simon 9 showed that the sensitivity for diagnosing
childhood otitis media … extract useful information, make predictions and inform decision …

Diagnosis, treatment, and management of otitis media with artificial intelligence

X Ding, Y Huang, X Tian, Y Zhao, G Feng, Z Gao - Diagnostics, 2023 - mdpi.com
… images, and the prediction of patient outcomes. Several articles … This article discusses AI
and machine learning (ML) as … , conductive hearing loss and sensorineural hearing loss, which …

Innovative artificial intelligence approach for hearing-loss symptoms identification model using machine learning techniques

MK Abd Ghani, NG Noma, MA Mohammed… - Sustainability, 2021 - mdpi.com
… it is conductive hearing loss, sensorineural or mixed hearinghearing loss signs in six
classes, namely, serous otitis media… to determine the genetic cause of hearing loss in people