Ophthalmology

Latest AI and machine learning research in ophthalmology for healthcare professionals.

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AdaAlign: A unified solution for traditional and modern zero-shot sketch-based image retrieval.

Zero-shot sketch-based image retrieval (ZS-SBIR) is challenging due to the cross-domain nature of sketches and photos, as well as the semantic gap between seen and unseen classes. With the rapid advancements in modern large vision-language models (VLMs), traditional approaches that relied solely on small vision encoders have gradually been supplanted. However, both the traditional vision encoder-b...

Jan 10 2026 41544501

Ethical Considerations for the Use of Artificial Intelligence Tools in Surgery.

Artificial intelligence (AI) is rapidly transforming surgical care, offering unprecedented capabilities in diagnostics, planning, and intraoperative guidance. However, its integration into clinical practice raises complex ethical challenges that must be addressed to ensure responsible and equitable use. This chapter aims to explore the ethical implications of AI in surgery through the lens of the ...

Jan 10 2026 41948165
Utilizing artificial intelligence for the diagnosis of ocular surface squamous neoplasia with ultrasound biomicroscopy images.

PURPOSE: This study aims to develop an artificial intelligence (AI) model to assist ophthalmologists in distinguishing ocular surface squamous neoplas...

Jan 10 2026 41518381
An Ensemble Learning Artificial Intelligence Model for Alzheimer's Disease Detection Using OCT.

PURPOSE: There has been significant progress in detecting Alzheimer's disease (AD) using retinal imaging. We developed an ensemble learning-based deep...

Jan 10 2026 41717239
MambaFPN: A SSM-based feature pyramid network for object detection.

Object detection is a fundamental task in computer vision, aiming to localize and classify objects within images. Feature pyramid networks (FPNs) play...

Jan 9 2026 41579822
Automatic measurement and evaluation of anterior segment anatomical structures via UBM images using a deep learning-based approach.

PURPOSE: To develop a deep-learning model capable of measuring essential anterior segment (AS) parameters derived from preoperative ultrasound biomicr...

Jan 8 2026 41507579
Axial and choroidal changes as key predictors of myopia control in red-light therapy: Evidence from machine learning models.

BACKGROUND: Repeated low-level red-light (RLRL) therapy has emerged as a promising non-invasive intervention for myopia control. However, the predicti...

Jan 7 2026 41513206
CocoaMoniliaDataSet: A cocoa pod dataset to detect and classify Monilia roreri in real conditions.

Computer vision applications for detecting diseases in agriculture have been gaining relevance in recent years through the use of deep learning archit...

Jan 7 2026 41608050
Quantitative evaluation of retinal vascular morphology based on the human visual bionic mechanism for the evaluation of diabetic retinopathy onset.

BACKGROUND AND AIMS: A limited amount of diabetic retinopathy (DR) development can be explained by traditional risk factors. This study aimed to deter...

Jan 6 2026 41506538
Interpretable Aging Signatures in Human Retinal Cell Types Revealed by Single-Cell RNA Sequencing and Sparse Logistic Regression.

PURPOSE: To characterize cell-type-specific transcriptional changes during human retinal aging and develop machine learning (ML) model for cellular ag...

Jan 6 2026 41684508
Eyes don't lie: Eye tracking reveals whether an eyewitness saw the crime.

Past research has suggested that eye movements can be used to uncover perpetrators of a crime to some extent (around 65 % accuracy). We extended this ...

Jan 6 2026 41601112
From bench to bedside: The clinical relevance of atrial electrical remodeling in atrial fibrillation therapy.

Atrial electrical remodeling spans molecular, electrical, and structural alterations that shorten refractoriness, facilitate reentry, and ultimately c...

Jan 5 2026 41500489
Comparing dermatologists' and artificial intelligence heat maps in dermoscopic image analysis via eye tracking.

BACKGROUND: Artificial intelligence (AI)-based predictive systems generate heat maps that highlight informative regions as proxy explanations for diag...

Jan 3 2026 41490767
Artificial Intelligence-Guided Endpoint Selection for Neuroprotection Trials in Glaucoma.

OBJECTIVE: Standard Automated Perimetry (SAP) is the primary method for monitoring glaucoma progression and an established functional endpoint in clin...

Jan 2 2026 41485729
Research progress and clinical utility of multi-parameter orbital MRI in thyroid-associated ophthalmopathy.

Thyroid-associated ophthalmopathy (TAO), the most common orbital disease in adults, is a specific autoimmune condition closely associated with thyroid...

Jan 2 2026 41506167
An Artificial Intelligence-Based Prognostic Model for Prediction of Functional Glaucoma Progression From Clinical and Structural Data.

PURPOSE: Integration of various sources of information for prediction of disease progression is an unmet need in glaucoma diagnostics. We designed a d...

Jan 1 2026 41483865
Global eye care frameworks: a review of strategies, gaps, and recommendations for equitable access.

Access to eye care remains a global health priority, particularly for underserved populations in rural, Indigenous, and low-income communities. Despit...

Dec 29 2025 41418819
Initiation of a global consortium to study the progression of age-related macular degeneration: RIMR AMD consortium report # 1.

PURPOSE: To describe the design and organizational structure of a global collaborative consortium aimed at aggregating longitudinal multimodal imaging...

Dec 29 2025 41460325
A machine learning-based model for the prediction of thyroid eye disease with oxidative stress-related biomarkers.

Thyroid eye disease (TED), the most common adult orbital disease, can significantly impair patients' quality of life. Currently, effective diagnostic ...

Dec 29 2025 41468804
Geroscience insights into difficult-to-treat rheumatoid arthritis: the role of unhealthy aging, comorbidity, and therapeutic complexity.

Difficult-to-treat rheumatoid arthritis (D2T RA) is an emerging challenge in aging populations, where disease persistence and therapeutic failure ofte...

Dec 27 2025 41454175
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