DINOv2-Pretrained Vision Transformers for Stroke and Heart Failure Detection from Chest X-rays with Limited Labeled Data.
Cardiovascular and cerebrovascular diseases are leading causes of death worldwide, motivating scalable, noninvasive screening approaches. Chest X-rays (CXRs) are widely available, but current deep learning methods rely on large labeled datasets that are costly to obtain in clinical practice. We propose a three-stage fr...