no code implementations • 19 Nov 2021 • Chaitanya Patel, Shashank Sharma, Valerie J. Pasquarella, Varun Gulshan
We find that such techniques significantly improve generalization performance when labeled data is limited and there are geographic domain shifts between the training data and the validation/test data.
1 code implementation • 2 Feb 2018 • Shashank Sharma, Vinay P. Namboodiri
Given a set of data that has an imbalance in the distribution, the networks are susceptible to missing modes and not capturing the data distribution.