Cover Image

Context-Aware Vision Language Foundation Models for Ocular Disease Screening in Retinal Images

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Berger, Lucie, Lamard, Mathieu, Zhang, Philippe, Borderie, Laurent, Guilcher, Alexandre Le, Massin, Pascale, Cochener, Béatrice, Quellec, Gwenolé, Matta, Sarah
Format:	Preprint
Published:	2025
Subjects:	Image and Video Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

A Systematic Review of Generalization Research in Medical Image Classification
by: Matta, Sarah, et al.
Published: (2024)

Instant automatic diagnosis of diabetic retinopathy
by: Quellec, Gwenolé, et al.
Published: (2019)

Patch Progression Masked Autoencoder with Fusion CNN Network for Classifying Evolution Between Two Pairs of 2D OCT Slices
by: Zhang, Philippe, et al.
Published: (2025)

Detection of diabetic retinopathy using longitudinal self-supervised learning
by: Zeghlache, Rachid, et al.
Published: (2022)

Deep learning-enabled prediction of surgical errors during cataract surgery: from simulation to real-world application
by: Faure, Maxime, et al.
Published: (2025)

Deep Learning-Based Detection of Referable Diabetic Retinopathy and Macular Edema Using Ultra-Widefield Fundus Imaging
by: Zhang, Philippe, et al.
Published: (2024)

LaTiM: Longitudinal representation learning in continuous-time models to predict disease progression
by: Zeghlache, Rachid, et al.
Published: (2024)

L-MAE: Longitudinal masked auto-encoder with time and severity-aware encoding for diabetic retinopathy progression prediction
by: Zeghlache, Rachid, et al.
Published: (2024)

Constrained latent state modeling: A unifying perspective on representation learning under competing constraints
by: Quellec, Gwenolé
Published: (2026)

A review of deep learning-based information fusion techniques for multimodal medical image classification
by: Li, Yihao, et al.
Published: (2024)

DISCOVER: 2-D Multiview Summarization of Optical Coherence Tomography Angiography for Automatic Diabetic Retinopathy Diagnosis
by: Daho, Mostafa El Habib, et al.
Published: (2024)

Automated Detection of Myopic Maculopathy in MMAC 2023: Achievements in Classification, Segmentation, and Spherical Equivalent Prediction
by: Li, Yihao, et al.
Published: (2024)

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization
by: Marie, Ambre, et al.
Published: (2026)

Suicide Risk Assessment Using Multimodal Speech Features: A Study on the SW1 Challenge Dataset
by: Marie, Ambre, et al.
Published: (2025)

Generalist versus Specialist Vision Foundation Models for Ocular Disease and Oculomics
by: Zhou, Yukun, et al.
Published: (2025)

Are Traditional Deep Learning Model Approaches as Effective as a Retinal-Specific Foundation Model for Ocular and Systemic Disease Detection?
by: Yew, Samantha Min Er, et al.
Published: (2025)

Retinal Müller Glia Alterations and Ocular Glymphatic Clearance in an Alzheimer's Disease Mouse Model
by: Glori Das, et al.
Published: (2025)

Benchmarking Convolutional, Transformer, Hybrid, and Vision Language Models for Multi Disease Retinal Screening
by: Dey, Durjoy, et al.
Published: (2026)

Un espacio productivo metropolitano: el caso del territorio intermedio entre Buenos Aires y Rosario (Argentina)
by: Thomas Massin
Published: (2016)

Deep-water Holothuroidea (Echinodermata) collected during the TALUD cruises off the Pacific coast of Mexico, with the description of two new species
by: Claude Massin
Published: (2011)

On two Psolidae (Echinodermata: Holothuroidea) from the Gulf of California, Mexico
by: Claude Massin
Published: (2013)

Dinámicas portuarias del litoral metropolitano del Paraná desde 1990
by: Thomas Massin
Published: (2015)

Acoustic and Machine Learning Methods for Speech-Based Suicide Risk Assessment: A Systematic Review
by: Marie, Ambre, et al.
Published: (2025)

PSScreen: Partially Supervised Multiple Retinal Disease Screening
by: Zheng, Boyi, et al.
Published: (2025)

Pathology Context Recalibration Network for Ocular Disease Recognition
by: Xiao, Zunjie, et al.
Published: (2025)

Enhancing Community Vision Screening -- AI Driven Retinal Photography for Early Disease Detection and Patient Trust
by: Lei, Xiaofeng, et al.
Published: (2024)

Orthospectrum and simple orthospectrum rigidity: finiteness and genericity
by: Quellec, Nolwenn Le
Published: (2024)

verison 9
by: BOCQUET, Gwenolé
Published: (2025)

Deep Learning for Retinal Degeneration Assessment: A Comprehensive Analysis of the MARIO Challenge
by: Zeghlache, Rachid, et al.
Published: (2025)

PSScreen V2: Partially Supervised Multiple Retinal Disease Screening
by: Zheng, Boyi, et al.
Published: (2025)

The Decreased Treg Cells Number Associated with Retinal Lesion Size in Ocular Toxoplasmosis
by: Ovi Sofia, et al.
Published: (2024)

Investigating the Correlation Between Ocular Diseases for Retinal Layer Fractal Dimensions Analysis Using Multiclass Segmentation With Attention U‐Net
by: M. Saranya, et al.
Published: (2025)

From Retinal Pixels to Patients: Evolution of Deep Learning Research in Diabetic Retinopathy Screening
by: Chopra, Muskaan, et al.
Published: (2025)

Nanozymes for Treating Ocular Diseases
by: Ka‐Ying Wong, et al.
Published: (2024)

Context-Aware Optimal Transport Learning for Retinal Fundus Image Enhancement
by: Vasa, Vamsi Krishna, et al.
Published: (2024)

Systemic Inflammatory Response Post Alemtuzumab and Low‐Dose Total Body Irradiation in Pediatric Patients With Sickle Cell Disease: A Case Series
by: Rozalyn Chok, et al.
Published: (2024)

RetFiner: A Vision-Language Refinement Scheme for Retinal Foundation Models
by: Fecso, Ronald, et al.
Published: (2025)

On two Psolidae (Echinodermata: Holothuroidea) from the Gulf of California,Mexico
by: Claude Massin and Michel E. Hendrickx
Published: (1984)

ERDES: A Benchmark Video Dataset for Retinal Detachment and Macular Status Classification in Ocular Ultrasound
by: Ozkut, Yasemin, et al.
Published: (2025)

ViLReF: An Expert Knowledge Enabled Vision-Language Retinal Foundation Model
by: Yang, Shengzhu, et al.
Published: (2024)