Li-Chia Yang — accepted AI-conference papers

2023

Self-Supervised Learning for Speech Enhancement Through Synthesis

Bryce Irvin, Marko Stamenovic, Mikolaj Kegler, Li-Chia Yang

ICASSP 2023accepted

Modern speech enhancement (SE) networks typically implement noise suppression through time-frequency masking, latent representation masking, or discriminative signal prediction. In contrast, some recent works explore SE via generative speech synthesis, where the system’s output is synthesized by a n…

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2017

Revisiting the problem of audio-based hit song prediction using convolutional neural networks

Li-Chia Yang, Szu-Yu Chou, Jen-Yu Liu, Yi-Hsuan Yang, Yi-An Chen

ICASSP 2017accepted

Being able to predict whether a song can be a hit has important applications in the music industry. Although it is true that the popularity of a song can be greatly affected by external factors such as social and commercial influences, to which degree audio features computed from musical signals (wh…

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