4 papers
Test-time Training for Data-efficient UCDR
Soumava Paul, Titir Dutta, Aheli Saha +2
Image retrieval under generalized test scenarios has gained significant momentum in literature, and the recently proposed protocol of Universal Cross-domain Retrieval is a pioneer…
Universal Cross-Domain Retrieval: Generalizing Across Classes and Domains
Soumava Paul, Titir Dutta, Soma Biswas
In this work, for the first time, we address the problem of universal cross-domain retrieval, where the test data can belong to classes or domains which are unseen during training.…
Knowledge Distillation for Singing Voice Detection
Soumava Paul, Gurunath Reddy M, K Sreenivasa Rao +1
Singing Voice Detection (SVD) has been an active area of research in music information retrieval (MIR). Currently, two deep neural network-based methods, one based on CNN and the o…
Addressing target shift in zero-shot learning using grouped adversarial learning
Saneem Ahmed Chemmengath, Soumava Paul, Samarth Bharadwaj +2
Zero-shot learning (ZSL) algorithms typically work by exploiting attribute correlations to be able to make predictions in unseen classes. However, these correlations do not remain…