Awesome-Foundation-Models-in-Ophthalmology

:fire::fire: This is a collection of awesome articles about foundation models in ophthalmology:fire::fire:

• Our survey paper on arXiv: Foundation Models in Ophthalmology: A Comprehensive Survey :heart:

Citation

@article{xxxx,
  title={Foundation Models in Ophthalmology: A Comprehensive Survey},
  author={Zhihao Zhao, xxxxxx},
  journal={Medical Image Analysis},
  pages={xxx},
  year={xxx},
  publisher={Elsevier}
}

Updates

• Second release: Coming soon!
• First release: Coming soon!

Contents

• Survey Papers

• Papers

  • Anomaly Detection

Survey Papers

Foundation models in ophthalmology
[ 2024]
[Paper]

Papers

RETFound - A foundation model for retinal imaging
Yukun Zhou
[Nature, 2023]
[Paper] [Github]
FLAIR: A Foundation LAnguage Image model of the Retina (FLAIR): Encoding expert knowledge in text supervision
Julio Silva-Rodríguez
[2024]
[Paper] [Github]
VisionFM: A Vision Foundation Model for Generalist Ophthalmic Artificial Intelligence
Jianing Qiu, Ningli Wang
[2024]
[Paper] [Github]
ViLReF: An Expert Knowledge Enabled Vision-Language Retinal Foundation Model
Shengzhu Yang
[2024]
[Paper] [Github]
Common and Rare Fundus Diseases Identification Using Vision-Language Foundation Model with Knowledge of Over 400 Diseases
Meng Wang
[2024]
[Paper] [Github]
UrFound: Towards Universal Retinal Foundation Models via Knowledge-Guided Masked Modeling
Kai Yu
[MICCAI,2024]
[Paper] [Github]
VisionUnite: A Vision-Language Foundation Model for Ophthalmology Enhanced with Clinical Knowledge
Zihan Li
[2024]
[Paper] [Github]
RET-CLIP: A Retinal Image Foundation Model Pre-trained with Clinical Diagnostic Reports
Jiawei Du
[MICCAI, 2024]
[Paper] [Github]
Language Enhanced Model for Eye (LEME): An Open-Source Ophthalmology-Specific Large Language Model
Aidan Gilson
[2024]
[Paper Github]