4.2 Article

An artificial intelligence approach to classify pathogenic fungal genera of fungal keratitis using corneal confocal microscopy images

Related references

Note: Only part of the references are listed.
Article Ophthalmology

Clinical and Mycological Features of Fungal Keratitis: A Retrospective Single-Center Study (2012-2018)

Ibrahim Inan Harbiyeli et al.

Summary: Fungal keratitis is a significant public health problem in our region, especially among males under the age of 40, with ocular trauma being the leading cause. The study found that filamentous fungi, particularly Aspergillus species, were the main pathogens of fungal keratitis during the 6-year period. Aggressive treatment options should be considered for patients with large and central lesions, and closer follow-up is recommended.

TURK OFTALMOLOJI DERGISI-TURKISH JOURNAL OF OPHTHALMOLOGY (2022)

Article Medicine, General & Internal

The Clinical Value of Explainable Deep Learning for Diagnosing Fungal Keratitis Using in vivo Confocal Microscopy Images

Fan Xu et al.

Summary: This study demonstrates that explainable AI can improve the accuracy and sensitivity of ophthalmologists, especially for competent and novice ophthalmologists. The XAI system is more effective than the AI system, and the time spent with XAI assistance is not significantly different from that without assistance.

FRONTIERS IN MEDICINE (2021)

Article Multidisciplinary Sciences

A deep transfer learning framework for the automated assessment of corneal inflammation on in vivo confocal microscopy images

Fan Xu et al.

Summary: This study developed deep transfer learning models for automatic detection of activated dendritic cells and inflammatory cells in corneal inflammation, showing high accuracy in identifying these components.

PLOS ONE (2021)

Review Immunology

Distribution, Prevalence, and Causative Agents of Fungal Keratitis: A Systematic Review and Meta-Analysis (1990 to 2020)

Kazem Ahmadikia et al.

Summary: The prevalence of fungal keratitis varies significantly among different patient groups and geographical origins, but the dominant causative agents are generally similar. The prevalence of fungal keratitis varies greatly among different patient groups, but Fusarium species and Aspergillus species are among the most common causative agents.

FRONTIERS IN CELLULAR AND INFECTION MICROBIOLOGY (2021)

Article Mathematical & Computational Biology

Medical image management and analysis system based on web for fungal keratitis images

Haixia Hou et al.

Summary: The proposed medical image management and analysis system is a medical software developed using Browser/Server (B/S) architecture, which facilitates the entire process from patient consultation to report printing and includes computer-aided diagnosis feature. By training on laboratory fungal keratitis images and utilizing convolutional neural networks, the system enables automatic diagnosis of Confocal Microscopy (CM) images of fungal keratitis.

MATHEMATICAL BIOSCIENCES AND ENGINEERING (2021)

Article Computer Science, Interdisciplinary Applications

Automatic diagnosis of fungal keratitis using data augmentation and image fusion with deep convolutional neural network

Zhi Liu et al.

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE (2020)

Article Microbiology

Comparison of fungal and bacterial keratitis between tropical and subtropical Taiwan: a prospective cohort study

Chih-An Chen et al.

ANNALS OF CLINICAL MICROBIOLOGY AND ANTIMICROBIALS (2020)

Article Public, Environmental & Occupational Health

Fungal keratitis: study of increasing trend and common determinants

Yogesh Acharya et al.

NEPAL JOURNAL OF EPIDEMIOLOGY (2017)

Article Ophthalmology

In vivo confocal microscopy appearance of Fusarium and Aspergillus species in fungal keratitis

Jaya Devi Chidambaram et al.

BRITISH JOURNAL OF OPHTHALMOLOGY (2017)

Review Multidisciplinary Sciences

Principal component analysis: a review and recent developments

Ian T. Jolliffe et al.

PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES (2016)

Review Immunology

Innate Antifungal Immunity: The Key Role of Phagocytes

Gordon D. Brown

ANNUAL REVIEW OF IMMUNOLOGY, VOL 29 (2011)

Article Ophthalmology

Mycotic corneal ulcers in upper Assam

Reema Nath et al.

INDIAN JOURNAL OF OPHTHALMOLOGY (2011)

Article Ophthalmology

Role of Confocal Microscopy in Deep Fungal Keratitis

Sujata Das et al.

CORNEA (2009)

Article Ophthalmology

In vivo confocal microscopy in fungal keratitis

Emmanuelle Brasnu et al.

BRITISH JOURNAL OF OPHTHALMOLOGY (2007)

Article Ophthalmology

Spectrum of fungal keratitis in north China

Lixin Xie et al.

OPHTHALMOLOGY (2006)

Review Microbiology

Current perspectives on ophthalmic mycoses

PA Thomas

CLINICAL MICROBIOLOGY REVIEWS (2003)

Article Ophthalmology

Confocal microscopy of Aspergillus fumigatus keratitis

AM Avunduk et al.

BRITISH JOURNAL OF OPHTHALMOLOGY (2003)