Paulo Lopez Meyer

Uncertainty-Aware Audiovisual Activity Recognition Using Deep Bayesian Variational Inference

Deep neural networks (DNNs) provide state-of-the-art results for a multitude of applications, but the approaches using DNNs for multimodal audiovisual applications do not consider predictive uncertainty associated with individual modalities. Bayesian deep learning methods provide principled confiden…