Muhammad Amir Khan

Vision–language foundation models for multimodal medical image understanding and report generation: a narrative review with quantitative synthesis

Vision-language foundation models (VLFMs) for medical image understanding have advanced rapidly, yet evidence supporting clinical deployment remains fragmented. This narrative review synthesizes architectures, training paradigms, benchmarks, public datasets, and translation barriers. Drawing on more than 50 original st...