CLIP in Medical Imaging: A Comprehensive Survey

arXiv:2312.07353v4 Announce Type: replace
Abstract: Contrastive Language-Image Pre-training (CLIP), a simple yet effective pre-training paradigm, successfully introduces text supervision to vision models. It has shown promising results across various tasks, attributable to its generalizability and interpretability. The use of CLIP has recently gained increasing interest in the medical imaging domain, serving both as a pre-training paradigm for aligning medical vision and language, and as a critical component in diverse clinical tasks. With the aim of facilitating a deeper understanding of …

arxiv clip cs.cv imaging medical medical imaging replace survey type