The ECAMP framework addresses the entity-specific context within radiology reports and enhances the interplay between text and image modalities. It distills entity-centered context from medical reports, refines contextual relationships, and improves downstream task performance. By incorporating components like entity-aware context distillation, context-enhanced masked language modeling, and multi-scale context fusion, ECAMP establishes a new standard in cross-modality learning for medical imaging.
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by Rongsheng Wa... at arxiv.org 03-19-2024
https://arxiv.org/pdf/2312.13316.pdfDeeper Inquiries