2025-09-25
Computational pathology in precision oncology: Evolution from task-specific models to foundation models
2025-09-25 • Yuhao Wang, Yunjie Gu, Xueyuan Zhang, Baizhi Wang, Rundong Wang, Xiaolong Li, Yudong Liu, Fengmei Qu, Fei Ren, Rui Yan, S. Kevin Zhou
Abstract With the rapid development of artificial intelligence, computational pathology has been seamlessly integrated into the entire clinical workflow, which encompasses diagnosis, treatment, prognosis, and biomarker discovery. This integration has significantly enhanced clinical accuracy and efficiency while reducing the workload for clinicians. Traditionally, research in this field has depended on the collection and labeling of large datasets for specific tasks, followed by the development of task-specific com…