Cargando…

Assessing the Impact of Image Quality on Deep Learning Classification of Infectious Keratitis

OBJECTIVE: To investigate the impact of corneal photograph quality on convolutional neural network (CNN) predictions. DESIGN: A CNN trained to classify bacterial and fungal keratitis was evaluated using photographs of ulcers labeled according to 5 corneal image quality parameters: eccentric gaze dir...

Descripción completa

Detalles Bibliográficos
Autores principales:	Hanif, Adam, Prajna, N. Venkatesh, Lalitha, Prajna, NaPier, Erin, Parker, Maria, Steinkamp, Peter, Keenan, Jeremy D., Campbell, J. Peter, Song, Xubo, Redd, Travis K.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Elsevier 2023
Materias:	Original Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10618822/ https://www.ncbi.nlm.nih.gov/pubmed/37920421 http://dx.doi.org/10.1016/j.xops.2023.100331

Ejemplares similares

Deep Convolutional Neural Networks Detect no Morphological Differences Between Culture-Positive and Culture-Negative Infectious Keratitis Images
por: Kogachi, Kaitlin, et al.
Publicado: (2023)

Image-Based Differentiation of Bacterial and Fungal Keratitis Using Deep Convolutional Neural Networks
por: Redd, Travis K., et al.
Publicado: (2022)

Fungal keratitis: The Aravind experience
por: Prajna, Venkatesh N, et al.
Publicado: (2017)

Reply to Comment on: Fungal keratitis: The Aravind Experience
por: Prajna, Venkatesh N, et al.
Publicado: (2018)

Comparative analysis of the tear protein profile in mycotic keratitis patients
por: Ananthi, Sivagnanam, et al.
Publicado: (2008)

Pathogen Induced Changes in the Protein Profile of Human Tears from Fusarium Keratitis Patients
por: Ananthi, Sivagnanam, et al.
Publicado: (2013)

Commentary: Analysis of differentially expressed genes in bacterial and fungal keratitis
por: Prajna, Lalitha
Publicado: (2020)

Pythium keratitis in South India: Incidence, clinical profile, management, and treatment recommendation
por: Hasika, Ravula, et al.
Publicado: (2019)

S1.5c Proteomics in fungal keratitis research: a road map to personalized treatment
por: Prajna, Lalitha
Publicado: (2022)

Outcomes of amoebic, fungal, and bacterial keratitis: A retrospective cohort study
por: Moe, Caitlin A., et al.
Publicado: (2022)

Epidemiology, risk factors, and clinical outcomes in severe microbial keratitis in South India
por: Chidambaram, Jaya Devi, et al.
Publicado: (2018)

Local Activation of the Alternative Pathway of Complement System in Mycotic Keratitis Patient Tear
por: Shait Mohammed, Mohammed Razeeth, et al.
Publicado: (2020)

In vivo confocal microscopy appearance of Fusarium and Aspergillus species in fungal keratitis
por: Chidambaram, Jaya Devi, et al.
Publicado: (2017)

In Vitro Comparison of the Acanthamoeba Cysticidal Activity of Povidone Iodine, Natamycin, and Chlorhexidine
por: Redd, Travis K., et al.
Publicado: (2021)

Double-masked, sham and placebo-controlled trial of corneal cross-linking and topical difluprednate in the treatment of bacterial keratitis: Steroids and Cross-linking for Ulcer Treatment Trial (SCUT II) study protocol
por: Radhakrishnan, Naveen, et al.
Publicado: (2021)

Demographic and socioeconomic barriers and treatment seeking behaviors of patients with infectious keratitis requiring therapeutic penetrating keratoplasty
por: Shah, Hem, et al.
Publicado: (2019)

A rare case of Myrothecium species causing mycotic keratitis: Diagnosis and management
por: Rameshkumar, Gunasekaran, et al.
Publicado: (2019)

In Vivo Confocal Microscopy Cellular Features of Host and Organism in Bacterial, Fungal, and Acanthamoeba Keratitis
por: Chidambaram, Jaya D., et al.
Publicado: (2018)

Cellular morphological changes detected by laser scanning in vivo confocal microscopy associated with clinical outcome in fungal keratitis
por: Chidambaram, Jaya D., et al.
Publicado: (2019)

Persistence of Innate Immune Pathways in Late Stage Human Bacterial and Fungal Keratitis: Results from a Comparative Transcriptome Analysis
por: Chidambaram, Jaya D., et al.
Publicado: (2017)

Prospective Study of the Diagnostic Accuracy of the In Vivo Laser Scanning Confocal Microscope for Severe Microbial Keratitis
por: Chidambaram, Jaya D., et al.
Publicado: (2016)

Alternaria fungus growing on top of cyanoacrylate glue in a patient with perforated corneal ulcer
por: NaPier, Erin M., et al.
Publicado: (2022)

Pythium insidiosum keratitis - A review
por: Gurnani, Bharat, et al.
Publicado: (2022)

Deep sequencing analysis of clinical samples from patients with acute infectious conjunctivitis during the COVID-19 delta surge in Madurai, India
por: Lalitha, Prajna, et al.
Publicado: (2022)

Deep learning-based classification of infectious keratitis on slit-lamp images
por: Zhang, Zijun, et al.
Publicado: (2022)

The Case for Fungal Keratitis to Be Accepted as a Neglected Tropical Disease
por: Brown, Lottie, et al.
Publicado: (2022)

Draft Genome Sequence of an Invasive Multidrug-Resistant Strain, Pseudomonas aeruginosa BK1, Isolated from a Keratitis Patient
por: Jeganathan, Lakshmi Priya, et al.
Publicado: (2014)

Data set of Aspergillus flavus induced alterations in tear proteome: Understanding the pathogen-induced host response to fungal infection
por: Kandhavelu, Jeyalakshmi, et al.
Publicado: (2016)

Expression of immune response genes in human corneal epithelial cells interacting with Aspergillus flavus conidia
por: Arunachalam, Divya, et al.
Publicado: (2022)

Take time to sharpen the saw
por: Prajna, Venkatesh
Publicado: (2018)

Structural Changes in Thin Keratoconic Corneas Following Crosslinking with Hypotonic Riboflavin: Findings on In Vivo Confocal Microscopy
por: Sufi, Aalia Rasool, et al.
Publicado: (2021)

Open-Source Automatic Biomarker Measurement on Slit-Lamp Photography to Estimate Visual Acuity in Microbial Keratitis
por: Loo, Jessica, et al.
Publicado: (2021)

Host Response and Bacterial Virulence Factor Expression in Pseudomonas aeruginosa and Streptococcus pneumoniae Corneal Ulcers
por: Karthikeyan, Rajapandian SivaGanesa, et al.
Publicado: (2013)

Comparative study on costs incurred for treatment of patients with bacterial and fungal keratitis - A retrospective analysis
por: Radhakrishnan, Naveen, et al.
Publicado: (2022)

Commentary: Procurement, storage and utilization trends of eye banks in India
por: Prajna, N Venkatesh
Publicado: (2019)

Ophthalmic practice protocols during the COVID-19 pandemic – the Aravind way
por: Prajna, N Venkatesh
Publicado: (2020)

Expert practice patterns and opinions on corneal cross-linking for infectious keratitis
por: Hsia, Yen C, et al.
Publicado: (2018)

Dataset for the spore surface proteome and hydrophobin A/RodA proteoforms of A.flavus
por: Shait Mohammed, Mohammed Razeeth, et al.
Publicado: (2019)

Very late onset LASIK flap Acremonium fungal keratitis confirmed by metagenomic deep sequencing
por: Greenwald, Miles F., et al.
Publicado: (2022)

A bibliometric study of publications by Indian ophthalmologists and vision researchers, 2001-06
por: Kumaragurupari, R, et al.
Publicado: (2010)

Cannot write session to /tmp/vufind_sessions/sess_i97i9o22p1k4r4m6itmt4uha3u