183 citations · 629 across the 32 of their papers we have counts for
4 papers · 1 filter
Filterbank design for end-to-end speech separation
Manuel Pariente, Samuele Cornell, Antoine Deleforge +1
Single-channel speech separation has recently made great progress thanks to learned filterbanks as used in ConvTasNet. In parallel, parameterized filterbanks have been proposed for…
Audio-Based Search and Rescue with a Drone: Highlights from the IEEE Signal Processing Cup 2019 Student Competition
Antoine Deleforge, Diego Di Carlo, Martin Strauss +2
Unmanned aerial vehicles (UAV), commonly referred to as drones, have raised increasing interest in recent years. Search and rescue scenarios where humans in emergency situations ne…
Mirage: 2D Source Localization Using Microphone Pair Augmentation with Echoes
Diego Di Carlo, Antoine Deleforge, Nancy Bertin
It is commonly observed that acoustic echoes hurt performance of sound source localization (SSL) methods. We introduce the concept of microphone array augmentation with echoes (MIR…
A Statistically Principled and Computationally Efficient Approach to Speech Enhancement using Variational Autoencoders
Manuel Pariente, Antoine Deleforge, Emmanuel Vincent
Recent studies have explored the use of deep generative models of speech spectra based of variational autoencoders (VAEs), combined with unsupervised noise models, to perform speec…