ALTA adapts a frozen masked-pretrained X-ray encoder to language with 8% trainable parameters and temporal-multiview inputs, improving medical retrieval and zero-shot classification.
Gloria: A multimodal global-local representation learning framework for label- efficient medical image recognition,
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Efficient Medical Vision-Language Alignment Through Adapting Masked Vision Models
ALTA adapts a frozen masked-pretrained X-ray encoder to language with 8% trainable parameters and temporal-multiview inputs, improving medical retrieval and zero-shot classification.