Deep learning models for single-channel speech enhancement on drones

D Mukhutdinov, A Alex, A Cavallaro, L Wang - IEEE Access, 2023 - ieeexplore.ieee.org
Speech enhancement for drone audition is made challenging by the strong ego-noise from
the rotating motors and propellers, which leads to extremely low signal-to-noise ratios (eg …

DREGON: Dataset and methods for UAV-embedded sound source localization

M Strauss, P Mordel, V Miguet… - 2018 IEEE/RSJ …, 2018 - ieeexplore.ieee.org
This paper introduces DREGON, a novel publicly-available dataset that aims at pushing
research in sound source localization using a microphone array embedded in an unmanned …

Acoustic sensing from a multi-rotor drone

L Wang, A Cavallaro - IEEE Sensors Journal, 2018 - ieeexplore.ieee.org
We propose a time-frequency processing method that localizes and enhances a target
sound by exploiting spectral and spatial characteristics of the ego-noise captured by a …

Deep learning assisted time-frequency processing for speech enhancement on drones

L Wang, A Cavallaro - IEEE Transactions on Emerging Topics …, 2020 - ieeexplore.ieee.org
This article fills the gap between the growing interest in signal processing based on Deep
Neural Networks (DNN) and the new application of enhancing speech captured by …

A blind source separation framework for ego-noise reduction on multi-rotor drones

L Wang, A Cavallaro - IEEE/ACM Transactions on Audio …, 2020 - ieeexplore.ieee.org
Acoustic sensing from a multi-rotor drone is heavily degraded by the strong ego-noise
produced by the rotating motors and propellers. To address this problem, we propose a …

Acoustic source localization from multirotor UAVs

D Salvati, C Drioli, G Ferrin… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
In this article, we address the problem of acoustic source localization using a microphone
array mounted on multirotor unmanned aerial vehicles (UAVs). Conventional localization …

Deep-learning-assisted sound source localization from a flying drone

L Wang, A Cavallaro - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
Sound source localization from a flying drone is a challenging task due to the strong ego-
noise from rotating motors and propellers as well as the movement of the drone and the …

Spatial-vibration-modulation-assisted blade damage localization for industrial quadrotor UAVs

X Liao, T Jiang, C Li, X Yu, Z Peng… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The rapid development of unmanned aerial vehicle (UAV) market has triggered the demand
for UAV structural health monitoring technology, and blade damage has received extensive …

Perception-aware planning for active SLAM in dynamic environments

Y Zhao, Z Xiong, S Zhou, J Wang, L Zhang, P Campoy - Remote Sensing, 2022 - mdpi.com
This paper presents a perception-aware path planner for active SLAM in dynamic
environments using micro-aerial vehicles (MAV). The “Next-Best-View” planner (NBVP …

Underdetermined blind source separation of speech mixtures unifying dictionary learning and sparse representation

Y Xie, K Xie, S Xie - International Journal of Machine Learning and …, 2021 - Springer
Underdetermined blind source separation of speech mixtures is a challenging issue in the
classical “Cocktail-party” problem. Recently, there has been attention to use dictionary …