A cascaded multi-encoder medical MLLM with native 3D fusion and RoI-grounded report metrics claims SOTA on most 2D/3D medical benchmarks and highest radiologist report rankings.
Generalized radiograph representation learning via cross-supervision between images and free-text radiology reports.Nature Machine Intelligence, 4(1):32–40, 2022
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ClinFusion: A Vision-Centric Multimodal LLM System for Holistic Medical Understanding
A cascaded multi-encoder medical MLLM with native 3D fusion and RoI-grounded report metrics claims SOTA on most 2D/3D medical benchmarks and highest radiologist report rankings.