514 citations · 751 across the 9 of their papers we have counts for
Showing 2019Show all
3 papers · 1 filter
cs.SD2019★ 117 cited
MetricGAN: Generative Adversarial Networks based Black-box Metric Scores Optimization for Speech Enhancement
Szu-Wei Fu, Chien-Feng Liao, Yu Tsao +1
Adversarial loss in a conditional generative adversarial network (GAN) is not designed to directly optimize evaluation metrics of a target task, and thus, may not always guide the…
cs.SD2019★ 80 cited
Learning with Learned Loss Function: Speech Enhancement with Quality-Net to Improve Perceptual Evaluation of Speech Quality
Szu-Wei Fu, Chien-Feng Liao, Yu Tsao
Utilizing a human-perception-related objective function to train a speech enhancement model has become a popular topic recently. The main reason is that the conventional mean squar…
cs.LG2019★ 1 cited
Incorporating Symbolic Sequential Modeling for Speech Enhancement
Chien-Feng Liao, Yu Tsao, Xugang Lu +1
In a noisy environment, a lossy speech signal can be automatically restored by a listener if he/she knows the language well. That is, with the built-in knowledge of a "language mod…