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In this Roadmap, Föllmer et al. summarize the evidence for the application of artificial intelligence (AI) technology to the imaging of vulnerable plaques in coronary arteries and discuss the current and future approaches to addressing the limitations of AI-guided coronary plaque imaging, such as bias, uncertainty and generalizability.