22 citations · 78 across the 18 of their papers we have counts for
3 papers · 1 filter
Self-supervised Graphs for Audio Representation Learning with Limited Labeled Data
Amir Shirian, Krishna Somandepalli, Tanaya Guha
Large scale databases with high-quality manual annotations are scarce in audio domain. We thus explore a self-supervised graph approach to learning audio representations from highl…
Generalized Multi-view Shared Subspace Learning using View Bootstrapping
Krishna Somandepalli, Shrikanth Narayanan
A key objective in multi-view learning is to model the information common to multiple parallel views of a class of objects/events to improve downstream learning tasks. In this cont…
Multimodal Representation Learning using Deep Multiset Canonical Correlation
Krishna Somandepalli, Naveen Kumar, Ruchir Travadi +1
We propose Deep Multiset Canonical Correlation Analysis (dMCCA) as an extension to representation learning using CCA when the underlying signal is observed across multiple (more th…