293 citations · 1k across the 72 of their papers we have counts for
8 papers · 2 filters
Learning to match transient sound events using attentional similarity for few-shot sound recognition
Szu-Yu Chou, Kai-Hsiang Cheng, Jyh-Shing Roger Jang +1
In this paper, we introduce a novel attentional similarity module for the problem of few-shot sound recognition. Given a few examples of an unseen sound event, a classifier must be…
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…
Learning Disentangled Representations for Timber and Pitch in Music Audio
Yun-Ning Hung, Yi-An Chen, Yi-Hsuan Yang
Timbre and pitch are the two main perceptual properties of musical sounds. Depending on the target applications, we sometimes prefer to focus on one of them, while reducing the eff…
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…
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…
Singing Style Transfer Using Cycle-Consistent Boundary Equilibrium Generative Adversarial Networks
Cheng-Wei Wu, Jen-Yu Liu, Yi-Hsuan Yang +1
Can we make a famous rap singer like Eminem sing whatever our favorite song? Singing style transfer attempts to make this possible, by replacing the vocal of a song from the source…
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…
Frame-level Instrument Recognition by Timbre and Pitch
Yun-Ning Hung, Yi-Hsuan Yang
Instrument recognition is a fundamental task in music information retrieval, yet little has been done to predict the presence of instruments in multi-instrument music for each time…