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cs.CV2025
Benchmarking Federated Learning Frameworks for Medical Imaging Deployment: A Comparative Study of NVIDIA FLARE, Flower, and Owkin Substra
Riya Gupta, Alexander Chowdhury, Sahil Nalawade
Federated Learning (FL) has emerged as a transformative paradigm in medical AI, enabling collaborative model training across institutions without direct data sharing. This study be…
cs.CV2025
Foundation Models in Dermatopathology: Skin Tissue Classification
Riya Gupta, Yiwei Zong, Dennis H. Murphree
The rapid generation of whole-slide images (WSIs) in dermatopathology necessitates automated methods for efficient processing and accurate classification. This study evaluates the…