Jia-Tong Ye

Enhancing cervical squamous cell carcinoma diagnosis under distribution shift via domain-adaptive representation learning

Summary Automated whole-slide image (WSI) analysis for cervical squamous cell carcinoma (CSCC) is challenged by limited pathological specificity in general models and poor cross-center generalization. We propose CSCC-PAG (pre-training, adaptation, generalization), a framework integrating domain-specific pre-training wi...