3 papers
cs.CV2026
BRIGHT: A Collaborative Generalist-Specialist Foundation Model for Breast Pathology
Xiaojing Guo, Jiatai Lin, Yumian Jia +39
Generalist pathology foundation models (PFMs), pretrained on large-scale multi-organ datasets, have demonstrated remarkable predictive capabilities across diverse clinical applicat…
eess.IV2025
Towards Computation- and Communication-efficient Computational Pathology
Chu Han, Bingchao Zhao, Jiatai Lin +9
Despite the impressive performance across a wide range of applications, current computational pathology models face significant diagnostic efficiency challenges due to their relian…
eess.IV2023
FedDBL: Communication and Data Efficient Federated Deep-Broad Learning for Histopathological Tissue Classification
Tianpeng Deng, Yanqi Huang, Guoqiang Han +7
Histopathological tissue classification is a fundamental task in computational pathology. Deep learning-based models have achieved superior performance but centralized training wit…