An automated curation pipeline extracts 11M high-fidelity medical image-text pairs from PMC, yielding CLIP and MLLM vision encoders that outperform baselines on 26 benchmarks and a clinical dermatology retrieval task.
M.et al.A clinically accessible small multimodal radiology model and evaluation metric for chest x-ray findings.Nat
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MedPMC: A Systematic Framework for Scaling High-Fidelity Medical Multimodal Data for Foundation Models
An automated curation pipeline extracts 11M high-fidelity medical image-text pairs from PMC, yielding CLIP and MLLM vision encoders that outperform baselines on 26 benchmarks and a clinical dermatology retrieval task.