Medrecord-CLIP: enhancing fundus disease diagnosis via EHR-guided vision-language pre-training
This work proposes MedRecord-CLIP, a knowledge-enhanced foundation model featuring a diagnosis-guided cross-attention mechanism to adaptively extract and fuse salient patient history with diagnostic representations that highlights the critical value of integrating personalized clinical context to enhance the generaliza...