Confidential and Protected Disease Classifier using Fully Homomorphic Encryption

no code implementations • 5 May 2024 • Aditya Malik, Nalini Ratha, Bharat Yalavarthi, Tilak Sharma, Arjun Kaushik, Charanjit Jutla

To address privacy concerns, we propose a novel framework combining FHE and Deep Learning for a secure and private diagnosis system.

Choose Your Neuron: Incorporating Domain Knowledge through Neuron-Importance

1 code implementation • ECCV 2018 • Ramprasaath R. Selvaraju, Prithvijit Chattopadhyay, Mohamed Elhoseiny, Tilak Sharma, Dhruv Batra, Devi Parikh, Stefan Lee

Our approach, which we call Neuron Importance-AwareWeight Transfer (NIWT), learns to map domain knowledge about novel "unseen" classes onto this dictionary of learned concepts and then optimizes for network parameters that can effectively combine these concepts - essentially learning classifiers by discovering and composing learned semantic concepts in deep networks.

Generalized Zero-Shot Learning