Bosch Research and Technology Center, Pittsburgh (CR/RTC3.1-NA)
Towards Knowledge Oriented Intelligent Audio Analytics
Oltramari, Alessandro (Bosch Research and Technology Center, Pittsburgh (CR/RTC3.1-NA)) | Szurley, Joseph (Bosch Research and Technology Center, Pittsburgh (CR/RTC3.1-NA)) | Das, Samarjit (Bosch Research and Technology Center, Pittsburgh (CR/RTC3.1-NA)) | Francis, Jonathan (Bosch Research and Technology Center, Pittsburgh (CR/RTC3.1-NA), Carnegie Mellon University) | Li, Juncheng (Bosch Research and Technology Center, Pittsburgh (CR/RTC3.1-NA), Carnegie Mellon University)
In this position paper we discuss the benefits of combining knowledge technologies and deep learning (DL) for audio analytics: knowledge can enable high-level reasoning, helping to scale up intelligent systems from sound recognition to event analysis. We will also argue that a knowledge-integrated DL framework is key to enable smart environments.