Deep Learning for Singing Processing: Achievements, Challenges and Impact on Singers and Listeners

Understand

This paper summarizes some recent advances on a set of tasks related to the processing of singing using state-of-the-art deep learning techniques.

• We discuss their achievements in terms of accuracy and sound quality, and the current challenges, such as availability of data and computing resources.
• We also discuss the impact that these advances do and will have on listeners and singers when they are integrated in commercial applications.