10 citations · 16 across the 5 of their papers we have counts for
3 papers · 1 filter
Improving Post-Processing of Audio Event Detectors Using Reinforcement Learning
Petros Giannakopoulos, Aggelos Pikrakis, Yannis Cotronis
We apply post-processing to the class probability distribution outputs of audio event classification models and employ reinforcement learning to jointly discover the optimal parame…
A Deep Reinforcement Learning Approach for Audio-based Navigation and Audio Source Localization in Multi-speaker Environments
Petros Giannakopoulos, Aggelos Pikrakis, Yannis Cotronis
In this work we apply deep reinforcement learning to the problems of navigating a three-dimensional environment and inferring the locations of human speaker audio sources within, i…
A Deep Reinforcement Learning Approach to Audio-Based Navigation in a Multi-Speaker Environment
Petros Giannakopoulos, Aggelos Pikrakis, Yannis Cotronis
In this work we use deep reinforcement learning to create an autonomous agent that can navigate in a two-dimensional space using only raw auditory sensory information from the envi…