Ophthalmology

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

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A review of advancements in low-light image enhancement using deep learning

In low-light environments, the performance of computer vision algorithms often deteriorates significantly, adversely affecting key vision tasks such as segmentation, detection, and classification. With the rapid advancement of deep learning, its application to low-light image processing has attracted widespread attention and seen significant progress in recent years. However, there remains a lac...

Advancing Meibography Assessment and Automated Meibomian Gland Detection Using Gray Value Profiles.

: This study introduces a novel method for the automated detection and quantification of meibomian gland morphology using gray value distribution profiles. The approach addresses limitations in traditional manual and deep learning-based meibography analysis, which are often time-consuming and prone to variability. : This study enrolled 100 volunteers (mean age 40 ± 16 years, range 18-85) who suffe...

May 9 2025 40428192
Telemonitoring Tools for Glaucoma Patients: A Systematic Review of Current Trends and Applications.

: In 2010, approximately 60.5 million people were affected by glaucoma, making it the leading cause of permanent vision impairment globally. With the ...

May 9 2025 40429313
Deep compressed multichannel adaptive optics scanning light ophthalmoscope.

Adaptive optics scanning light ophthalmoscopy (AOSLO) reveals individual retinal cells and their function, microvasculature, and micropathologies in v...

May 9 2025 40344063
Looking Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models

Achieving deep alignment between vision and language remains a central challenge for Multimodal Large Language Models (MLLMs). These models often fa...

Characterizing GPU Energy Usage in Exascale-Ready Portable Science Applications

We characterize the GPU energy usage of two widely adopted exascale-ready applications representing two classes of particle and mesh solvers: (i) QM...

OcularAge: A Comparative Study of Iris and Periocular Images for Pediatric Age Estimation

Estimating a child's age from ocular biometric images is challenging due to subtle physiological changes and the limited availability of longitudina...

CottonSim: Development of an autonomous visual-guided robotic cotton-picking system in the Gazebo

In this study, an autonomous visual-guided robotic cotton-picking system, built on a Clearpath's Husky robot platform and the Cotton-Eye perception ...

Benchmarking Ophthalmology Foundation Models for Clinically Significant Age Macular Degeneration Detection

Self-supervised learning (SSL) has enabled Vision Transformers (ViTs) to learn robust representations from large-scale natural image datasets, enhan...

Probabilistic Embeddings for Frozen Vision-Language Models: Uncertainty Quantification with Gaussian Process Latent Variable Models

Vision-Language Models (VLMs) learn joint representations by mapping images and text into a shared latent space. However, recent research highlights...

DenseGrounding: Improving Dense Language-Vision Semantics for Ego-Centric 3D Visual Grounding

Enabling intelligent agents to comprehend and interact with 3D environments through natural language is crucial for advancing robotics and human-com...

D-CODA: Diffusion for Coordinated Dual-Arm Data Augmentation

Learning bimanual manipulation is challenging due to its high dimensionality and tight coordination required between two arms. Eye-in-hand imitation...

Artificial Intelligence in Glaucoma: Advances in Diagnosis, Progression Forecasting, and Surgical Outcome Prediction.

Glaucoma is a leading cause of irreversible blindness, with challenges persisting in early diagnosis, disease progression, and surgical outcome predic...

May 8 2025 40429619
Chest X-Ray Visual Saliency Modeling: Eye-Tracking Dataset and Saliency Prediction Model.

Radiologists' eye movements during medical image interpretation reflect their perceptual-cognitive processes of diagnostic decisions. The eye movement...

May 8 2025 40338721
Efficient Sensorimotor Learning for Open-world Robot Manipulation

This dissertation considers Open-world Robot Manipulation, a manipulation problem where a robot must generalize or quickly adapt to new objects, sce...

Vision-Language-Action Models: Concepts, Progress, Applications and Challenges

Vision-Language-Action (VLA) models mark a transformative advancement in artificial intelligence, aiming to unify perception, natural language under...

DeCLIP: Decoupled Learning for Open-Vocabulary Dense Perception

Dense visual prediction tasks have been constrained by their reliance on predefined categories, limiting their applicability in real-world scenarios...

HYAMD High-Resolution Fundus Image Dataset for age related macular degeneration (AMD) Diagnosis

The Hillel Yaffe Age Related Macular Degeneration (HYAMD) dataset is a longitudinal collection of 1,560 Digital Fundus Images (DFIs) from 325 patien...

Vision Graph Prompting via Semantic Low-Rank Decomposition

Vision GNN (ViG) demonstrates superior performance by representing images as graph structures, providing a more natural way to capture irregular sem...

The Eye as a Window to Systemic Health: A Survey of Retinal Imaging from Classical Techniques to Oculomics

The unique vascularized anatomy of the human eye, encased in the retina, provides an opportunity to act as a window for human health. The retinal st...

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