Ophthalmology

Glaucoma

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

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Fundus Image-based Glaucoma Screening via Retinal Knowledge-Oriented Dynamic Multi-Level Feature Integration

Automated diagnosis based on color fundus photography is essential for large-scale glaucoma screenin...

Nested Radially Monotone Polar Occupancy Estimation: Clinically-Grounded Optic Disc and Cup Segmentation for Glaucoma Screening

Valid segmentation of the optic disc (OD) and optic cup (OC) from fundus photographs is essential fo...

Retinal Layer Segmentation in OCT Images With 2.5D Cross-slice Feature Fusion Module for Glaucoma Assessment

For accurate glaucoma diagnosis and monitoring, reliable retinal layer segmentation in OCT images is...

CataractSAM-2: A Domain-Adapted Model for Anterior Segment Surgery Segmentation and Scalable Ground-Truth Annotation

We present CataractSAM-2, a domain-adapted extension of Meta's Segment Anything Model 2, designed fo...

Multimodal Machine Learning for Glaucoma Detection in a Sub-Saharan African Clinical Population

Purpose: To evaluate the performance of machine learning models for automated glaucoma detection usi...

Joint Segmentation and Grading with Iterative Optimization for Multimodal Glaucoma Diagnosis

Accurate diagnosis of glaucoma is challenging, as early-stage changes are subtle and often lack clea...

GLEAM: A Multimodal Imaging Dataset and HAMM for Glaucoma Classification

We propose glaucoma lesion evaluation and analysis with multimodal imaging (GLEAM), the first public...

CausalFund: Causality-Inspired Domain Generalization in Retinal Fundus Imaging for Low-Resource Screening

Early screening for glaucoma and diabetic retinopathy (DR) is critical to prevent irreversible visio...

Predicting visual function before glaucoma onset from baseline optical coherence tomography scans using deep learning

Background: The visual field (VF) test results of many eyes with glaucoma progress despite treatment...

Unseen Insights: An AI-Powered Exploration of Secure Patient Messages in Ophthalmology

Objective To characterize the clinical and administrative concerns communicated through secure ophth...

Robust Uncertainty Estimation under Distribution Shift via Difference Reconstruction

Estimating uncertainty in deep learning models is critical for reliable decision-making in high-stak...

Fair-Eye Net: A Fair, Trustworthy, Multimodal Integrated Glaucoma Full Chain AI System

Glaucoma is a top cause of irreversible blindness globally, making early detection and longitudinal ...

Population-Scale Analysis of Frequency-Dependent Calcium Dynamics in Retinal Ganglion Cells Under Electric Field Stimulation

Electric field (EF) stimulation is an emerging neuromodulatory strategy for promoting the repair and...

Camera-Agnostic Autonomous Diagnosis of Glaucomatous Optic Neuropathy using Macular Fundus Imaging and Machine Learning

Abstract Purpose: Glaucoma, a leading cause of irreversible vision loss, often remains undiagnosed d...

Vision-Language Models vs Autonomous AI Agents for Anterior Capsular Radial Folds: A Diagnostic Study

ImportanceVision-language models (VLMs) enable generalist multimodal reasoning, but their ability to...

F^2TTA: Free-Form Test-Time Adaptation on Cross-Domain Medical Image Classification via Image-Level Disentangled Prompt Tuning

Test-Time Adaptation (TTA) has emerged as a promising solution for adapting a source model to unse...

Early Glaucoma Detection using Deep Learning with Multiple Datasets of Fundus Images

Glaucoma is a leading cause of irreversible blindness, but early detection can significantly impro...

MedChat: A Multi-Agent Framework for Multimodal Diagnosis with Large Language Models

The integration of deep learning-based glaucoma detection with large language models (LLMs) presen...

Robust Uncertainty-Informed Glaucoma Classification Under Data Shift.

PURPOSE: Standard deep learning (DL) models often suffer significant performance degradation on out-...

Jun 2025 40455037
Eye-Tracking Algorithm for Early Glaucoma Detection: Analysis of Saccadic Eye Movements in Primary Open-Angle Glaucoma.

Glaucoma remains a leading cause of irreversible blindness worldwide, with early detection crucial f...

Jun 2025 40417430
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