Artificial intelligence and corneal diseases

L Kang, D Ballouz, MA Woodward - Current opinion in …, 2022 - journals.lww.com
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Overview of mycotic keratitis

A Arboleda, CN Ta - Cornea, 2024 - journals.lww.com
Keratomycosis is a serious corneal infection associated with high ocular morbidity that can
lead to severe vision loss. It is estimated to affect more than 1 million patients annually, most …

Deep learning for multi-type infectious keratitis diagnosis: a nationwide, cross-sectional, multicenter study

Z Li, H Xie, Z Wang, D Li, K Chen, X Zong… - NPJ Digital …, 2024 - nature.com
The main cause of corneal blindness worldwide is keratitis, especially the infectious form
caused by bacteria, fungi, viruses, and Acanthamoeba. The key to effective management of …

Deep learning-based classification of infectious keratitis on slit-lamp images

Z Zhang, H Wang, S Wang, Z Wei… - … in Chronic Disease, 2022 - journals.sagepub.com
Background: Infectious keratitis (IK) is an ocular emergency caused by a variety of
microorganisms, including bacteria, fungi, viruses, and parasites. Culture-based methods …

[HTML][HTML] Image-based differentiation of bacterial and fungal keratitis using deep convolutional neural networks

TK Redd, NV Prajna, M Srinivasan, P Lalitha… - Ophthalmology …, 2022 - Elsevier
Purpose Develop computer vision models for image-based differentiation of bacterial and
fungal corneal ulcers and compare their performance against human experts. Design Cross …

Achieving diagnostic excellence for infectious keratitis: A future roadmap

DSJ Ting, J Chodosh, JS Mehta - Frontiers in Microbiology, 2022 - frontiersin.org
Infectious keratitis (IK), also known as corneal infection, is the 5th leading cause of vision
impairment and blindness globally (Flaxman et al., 2017). Once recognized as a “silent …

Penetrative Ionic Organic Molecular Cage Nanozyme for the Targeted Treatment of Keratomycosis

H Wang, F Song, X Qi, X Zhang, L Ma… - Advanced …, 2024 - Wiley Online Library
Keratomycosis, caused by pathogenic fungi, is an intractable blinding eye disease. Corneal
penetration is an essential requirement for conventional antifungal medications to address …

Diagnostic performance of deep learning for infectious keratitis: a systematic review and meta-analysis

ZZ Ong, Y Sadek, R Qureshi, SH Liu, T Li, X Liu… - …, 2024 - thelancet.com
Background Infectious keratitis (IK) is the leading cause of corneal blindness globally. Deep
learning (DL) is an emerging tool for medical diagnosis, though its value in IK is unclear. We …

Automatic diagnosis of infectious keratitis based on slit lamp images analysis

S Hu, Y Sun, J Li, P Xu, M Xu, Y Zhou, Y Wang… - Journal of Personalized …, 2023 - mdpi.com
Infectious keratitis (IK) is a common ophthalmic emergency that requires prompt and
accurate treatment. This study aimed to propose a deep learning (DL) system based on slit …

Enabling Collaborative Clinical Diagnosis of Infectious Keratitis by Integrating Expert Knowledge and Interpretable Data-driven Intelligence

Z Fang, S Zhou, Z Yuan, Y Si, M Li, J Li, Y Xu… - arXiv preprint arXiv …, 2024 - arxiv.org
Although data-driven artificial intelligence (AI) in medical image diagnosis has shown
impressive performance in silico, the lack of interpretability makes it difficult to incorporate …