2 papers
cs.LG2024
Framework for Co-distillation Driven Federated Learning to Address Class Imbalance in Healthcare
Suraj Racha, Shubh Gupta, Humaira Firdowse +3
Federated Learning (FL) is a pioneering approach in distributed machine learning, enabling collaborative model training across multiple clients while retaining data privacy. Howeve…
cs.CV2024
MedSAGa: Few-shot Memory Efficient Medical Image Segmentation using Gradient Low-Rank Projection in SAM
Navyansh Mahla, Annie D'souza, Shubh Gupta +2
The application of large-scale models in medical image segmentation demands substantial quantities of meticulously annotated data curated by experts along with high computational r…