Large AI Models in Dental Healthcare: From General-Purpose Systems to Domain-Specific Foundation Models
A new review paper published on arXiv categorizes large AI models for dental healthcare, distinguishing between general-purpose systems and specialized foundation models. The research found that while language models are effective for text-based tasks, vision models and dental-specific models show stronger performance in diagnostics and multimodal tasks. The paper concludes that combining both types of models in integrated pipelines yields the best results, but highlights challenges such as hallucination, limited annotated data, and the lack of standardized evaluation benchmarks for safe deployment. AI
IMPACT Highlights the complementary roles of general and specialized AI models in dentistry, suggesting integrated pipelines are most effective.