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20112026
most citedSupervised Learning of Semantics-Preserving Hash via Deep Convolutional Neural Networks

325 citations

Showing 2018 · cs.SDShow all

7 papers · 2 filters

cs.SD2018

PerformanceNet: Score-to-Audio Music Generation with Multi-Band Convolutional Residual Network

Bryan Wang, Yi-Hsuan Yang

Music creation is typically composed of two parts: composing the musical score, and then performing the score with instruments to make sounds. While recent work has made much progr…

cs.SD2018

Multitask learning for frame-level instrument recognition

Yun-Ning Hung, Yi-An Chen, Yi-Hsuan Yang

For many music analysis problems, we need to know the presence of instruments for each time frame in a multi-instrument musical piece. However, such a frame-level instrument recogn…

cs.SD2018★ 21 cited

Quality-Net: An End-to-End Non-intrusive Speech Quality Assessment Model based on BLSTM

Szu-Wei Fu, Yu Tsao, Hsin-Te Hwang +1

Nowadays, most of the objective speech quality assessment tools (e.g., perceptual evaluation of speech quality (PESQ)) are based on the comparison of the degraded/processed speech…

cs.SD2018★ 4 cited

Lead Sheet Generation and Arrangement by Conditional Generative Adversarial Network

Hao-Min Liu, Yi-Hsuan Yang

Research on automatic music generation has seen great progress due to the development of deep neural networks. However, the generation of multi-instrument music of arbitrary genres…

cs.SD2018★ 8 cited

Denoising Auto-encoder with Recurrent Skip Connections and Residual Regression for Music Source Separation

Jen-Yu Liu, Yi-Hsuan Yang

Convolutional neural networks with skip connections have shown good performance in music source separation. In this work, we propose a denoising Auto-encoder with Recurrent skip Co…

cs.SD2018★ 15 cited

Noise Adaptive Speech Enhancement using Domain Adversarial Training

Chien-Feng Liao, Yu Tsao, Hung-Yi Lee +1

In this study, we propose a novel noise adaptive speech enhancement (SE) system, which employs a domain adversarial training (DAT) approach to tackle the issue of a noise type mism…

cs.SD2018

Speech Dereverberation Based on Integrated Deep and Ensemble Learning Algorithm

Wei-Jen Lee, Syu-Siang Wang, Fei Chen +3

Reverberation, which is generally caused by sound reflections from walls, ceilings, and floors, can result in severe performance degradation of acoustic applications. Due to a comp…