The rapid development of generative AI has transformed content creation, communication, and human development. However, this technology raises profound concerns in high-stakes domains, demanding rigorous methods to analyze and evaluate AI-generated content. While existing analytic methods often treat images as indivisi...
The rising prevalence of eye diseases poses a growing public health burden. Large language models (LLMs) offer a promising path to reduce documentation workload and support clinical decision-making. However, few have been tailored for ophthalmology, and most evaluations focus mainly on knowledge-based QA without clinic...
Hyunjae Kim, X. C. Ai, Sahana Srinivasan et al.· npj Digital Medicine· 1 citation
This release contains 28,430 synthetic colour fundus photographs selected from the synthetic image pool used to study scaling in ophthalmic foundation-model pretraining. Images were generated with Stable Diffusion XL 1.0 and dataset-specific LoRA adapters developed using ODIR, BRSET, and mBRSET resources.The release in...
Bowen Xu, Hongyang Jiang, An Ran Ran et al.· Figshare· 0 citations
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