AI-powered virtual eye: perspective, challenges and opportunities
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Abstract (arXiv)
We envision the "virtual eye" as a next-generation, AI-powered platform that uses interconnected foundation models to simulate the eye's intricate structure and biological function across all scales. Advances in AI, imaging, and multiomics provide a fertile ground for constructing a universal, high-fidelity digital replica of the human eye. This perspective traces the evolution from early mechanistic and rule-based models to contemporary AI-driven approaches, integrating in a unified model with multimodal, multiscale, dynamic predictive capabilities and embedded feedback mechanisms. We propose a development roadmap emphasizing the roles of large-scale multimodal datasets, generative AI, foundation models, agent-based architectures, and interactive interfaces. Despite challenges in interpretability, ethics, data processing and evaluation, the virtual eye holds the potential to revolutionize personalized ophthalmic care and accelerate research into ocular health and disease.
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References · 10
- 2024Empowering Biomedical Discovery with AI Agentscited by 118
- 2024MMedAgent: Learning to Use Medical Tools with Multi-modal Agentcited by 109
- 2024Merge, Ensemble, and Cooperate! A Survey on Collaborative Strategies in the Era of Large Language Modelscited by 44
- 2024EyeFound: A Multimodal Generalist Foundation Model for Ophthalmic Imagingcited by 18
- 2024EyeCLIP: A visual-language foundation model for multi-modal ophthalmic image analysiscited by 15
- 2024EyeDiff: text-to-image diffusion model improves rare eye disease diagnosiscited by 5
- 2025Fundus2Globe: Generative AI-Driven 3D Digital Twins for Personalized Myopia Managementcited by 4
- 2025Extracting Inter-Protein Interactions Via Multitasking Graph Structure Learningcited by 2
- 20243D Growth and Remodeling Theory Supports the Hypothesis of Staphyloma Formation from Local Scleral Weakening under Normal Intraocular Pressurecited by 1
- 2024FFA Sora, video generation as fundus fluorescein angiography simulatorcited by 1
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