390 citations
- Massachusetts General HospitalUS3 papers
- Alberta Machine Intelligence InstituteCA2 papers
- Aminu Kano Teaching HospitalNG2 papers
- Athinoula A. Martinos Center for Biomedical ImagingUS2 papers
- Baylor College of MedicineUS2 papers
- Brigham and Women's HospitalUS2 papers
- Case Western Reserve UniversityUS2 papers
- Centre Hospitalier Universitaire de SherbrookeCA2 papers
- Chinese University of Hong KongHK2 papers
- Christiana Care Health SystemUS2 papers
- Clatterbridge Cancer Centre NHS Foundation TrustGB2 papers
- Escuela Superior Politecnica del LitoralEC2 papers
3 papers
cs.LG2022★ 390 cited
Federated Learning Enables Big Data for Rare Cancer Boundary Detection
Sarthak Pati, Ujjwal Baid, Brandon Edwards +276
Although machine learning (ML) has shown promise in numerous domains, there are concerns about generalizability to out-of-sample data. This is currently addressed by centrally shar…
eess.IV2021★ 16 cited
The Federated Tumor Segmentation (FeTS) Challenge
Sarthak Pati, Ujjwal Baid, Maximilian Zenk +29
This manuscript describes the first challenge on Federated Learning, namely the Federated Tumor Segmentation (FeTS) challenge 2021. International challenges have become the standar…
eess.IV2020★ 134 cited
Federated Learning for Breast Density Classification: A Real-World Implementation
Holger R. Roth, Ken Chang, Praveer Singh +40
Building robust deep learning-based models requires large quantities of diverse training data. In this study, we investigate the use of federated learning (FL) to build medical ima…