Ophthalmic AI With Just Ten Examples: Comparing Multimodal Large Language Models, Vision Foundation Models, and Vision-Language Models

Pratyush Ramakrishna, Jack Strand, Scott Song, Mahsa B. Tavakoli, Samuel Zetumer, Shahriyar Majidi, Yu Jiang, Mengxi Shen, Alessandro Berni, Giovanni Gregori, Philip J. Rosenfeld, Michael Kass, Mae Gordon, Cecilia S. Lee, Yuka Kihara, Aaron Y. Lee

Open source

DOI
10.64898/2026.10.30.26366929
Published
2026-11-02
Container
Not recorded
Publisher
openRxiv
Open access
unknown

Credibility signals

uncertain Score 60/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

Cite this work

BibTeX

@article{allodium:10.64898/2026.10.30.26366929,
  title = {Ophthalmic AI With Just Ten Examples: Comparing Multimodal Large Language Models, Vision Foundation Models, and Vision-Language Models},
  author = {Pratyush Ramakrishna and Jack Strand and Scott Song and Mahsa B. Tavakoli and Samuel Zetumer and Shahriyar Majidi and Yu Jiang and Mengxi Shen and Alessandro Berni and Giovanni Gregori and Philip J. Rosenfeld and Michael Kass and Mae Gordon and Cecilia S. Lee and Yuka Kihara and Aaron Y. Lee},
  year = {2026},
  doi = {10.64898/2026.10.30.26366929},
  url = {https://doi.org/10.64898/2026.10.30.26366929}
}

RIS

TY  - JOUR
TI  - Ophthalmic AI With Just Ten Examples: Comparing Multimodal Large Language Models, Vision Foundation Models, and Vision-Language Models
AU  - Pratyush Ramakrishna
AU  - Jack Strand
AU  - Scott Song
AU  - Mahsa B. Tavakoli
AU  - Samuel Zetumer
AU  - Shahriyar Majidi
AU  - Yu Jiang
AU  - Mengxi Shen
AU  - Alessandro Berni
AU  - Giovanni Gregori
AU  - Philip J. Rosenfeld
AU  - Michael Kass
AU  - Mae Gordon
AU  - Cecilia S. Lee
AU  - Yuka Kihara
AU  - Aaron Y. Lee
PY  - 2026
DO  - 10.64898/2026.10.30.26366929
UR  - https://doi.org/10.64898/2026.10.30.26366929
ER  - 

APA

Ramakrishna, P., Strand, J., Song, S., Tavakoli, M. B., Zetumer, S., Majidi, S., Jiang, Y., Shen, M., Berni, A., Gregori, G., Rosenfeld, P. J., Kass, M., Gordon, M., Lee, C. S., Kihara, Y., & Lee, A. Y. (2026). Ophthalmic AI With Just Ten Examples: Comparing Multimodal Large Language Models, Vision Foundation Models, and Vision-Language Models. https://doi.org/10.64898/2026.10.30.26366929

Source records