Knowledge Capture and Replay for Continual Learning

no code implementations • 12 Dec 2020 • Saisubramaniam Gopalakrishnan, Pranshu Ranjan Singh, Haytham Fayek, Savitha Ramasamy, ArulMurugan Ambikapathi

Deep neural networks have shown promise in several domains, and the learned data (task) specific information is implicitly stored in the network parameters.

Continual Learning Denoising +1

Semi-supervised and Unsupervised Methods for Heart Sounds Classification in Restricted Data Environments

no code implementations • 4 Jun 2020 • Balagopal Unnikrishnan, Pranshu Ranjan Singh, Xulei Yang, Matthew Chin Heng Chua

Automated heart sounds classification is a much-required diagnostic tool in the view of increasing incidences of heart related diseases worldwide.

Anomaly Detection General Classification

Classify and Generate: Using Classification Latent Space Representations for Image Generations

no code implementations • 16 Apr 2020 • Saisubramaniam Gopalakrishnan, Pranshu Ranjan Singh, Yasin Yazici, Chuan-Sheng Foo, Vijay Chandrasekhar, ArulMurugan Ambikapathi

Utilization of classification latent space information for downstream reconstruction and generation is an intriguing and a relatively unexplored area.

Classification General Classification