EchoCare-CLIP achieves 0.682 paired alignment on a 16K ultrasound image-text corpus but downstream zero-shot classification peaks at 0.709 on BUSI only with partial fine-tuning, while full fine-tuning overfits.
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Ultrasound Vision-Language Alignment via Contrastive Learning
EchoCare-CLIP achieves 0.682 paired alignment on a 16K ultrasound image-text corpus but downstream zero-shot classification peaks at 0.709 on BUSI only with partial fine-tuning, while full fine-tuning overfits.