2 papers
cs.CV2024
PatchAlign:Fair and Accurate Skin Disease Image Classification by Alignment with Clinical Labels
Aayushman, Hemanth Gaddey, Vidhi Mittal +2
Deep learning models have achieved great success in automating skin lesion diagnosis. However, the ethnic disparity in these models' predictions needs to be addressed before deploy…
cs.LG2023
PFSL: Personalized & Fair Split Learning with Data & Label Privacy for thin clients
Manas Wadhwa, Gagan Raj Gupta, Ashutosh Sahu +2
The traditional framework of federated learning (FL) requires each client to re-train their models in every iteration, making it infeasible for resource-constrained mobile devices…