Recent Efforts Towards Efficient And Scalable Neural Waveform Coding
Acoustic signal compression techniques, converting the floating-point waveform into the bitstream representation, serve a cornerstone in the current data storage and telecommunication infrastructure. The rise of data-driven approaches for acoustic coding systems brings in not…
Geometry-constrained Beamforming Network for end-to-end Farfield Sound Source Separation
Environmental noise, reverberation and interfering speakers negatively affect the quality of the speech signal and therefore degrade the performance of many speech communication systems including automatic speech recognition systems, hearing assistive devices and mobile devices.…
Multi-species Bioacoustic Classification
Multi-species bioacoustic classification using deep learning algorithms. With audio recordings collected from rainforests in Puerto Rico, we build a deep learning model that combines transfer learning and pseudo-labeling as a data augmentation technique to: 1)…
Decoding Music Attention from “EEG headphones”: a User-friendly Auditory Brain-computer Interface
Listening to music is a joyful way to relax. Many people enjoy playing music in the background in their daily life, even while working. This makes music an excellent choice as a stimulus for building…