Hand-crafted versus learned representations for audio event detection

SE Küçükbay, A Yazıcı, S Kalkan - Multimedia Tools and Applications, 2022 - Springer
Abstract Audio Event Detection (AED) pertains to identifying the types of events in audio
signals. AED is essential for applications requiring decisions based on audio signals, which …

Meta-learning for adaptive filtering

J Casebeer - 2023 - ideals.illinois.edu
Adaptive filtering algorithms form a cornerstone of intelligent signal processing infrastructure
and play a vital role in a wide array of applications, including telecommunications …

Data-efficient approaches for audio classification and separation

Z Wang - 2023 - ideals.illinois.edu
Recent advances in deep learning for computational audio processing are established upon
sufficient annotated audio data. However, obtaining a substantial volume of high-quality …