38 citations · 298 across the 42 of their papers we have counts for
17 papers · 1 filter
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…
Training Generative Adversarial Networks with Binary Neurons by End-to-end Backpropagation
Hao-Wen Dong, Yi-Hsuan Yang
We propose the BinaryGAN, a novel generative adversarial network (GAN) that uses binary neurons at the output layer of the generator. We employ the sigmoid-adjusted straight-throug…
A Streamlined Encoder/Decoder Architecture for Melody Extraction
Tsung-Han Hsieh, Li Su, Yi-Hsuan Yang
Melody extraction in polyphonic musical audio is important for music signal processing. In this paper, we propose a novel streamlined encoder/decoder network that is designed for t…