Search Results for author: Hao-Wen Dong

Found 7 papers, 6 papers with code

Towards Automatic Instrumentation by Learning to Separate Parts in Symbolic Multitrack Music

1 code implementation13 Jul 2021 Hao-Wen Dong, Chris Donahue, Taylor Berg-Kirkpatrick, Julian McAuley

In this paper, we aim to further extend this idea and examine the feasibility of automatic instrumentation -- dynamically assigning instruments to notes in solo music during performance.

Multi-class Classification

MusPy: A Toolkit for Symbolic Music Generation

1 code implementation5 Aug 2020 Hao-Wen Dong, Ke Chen, Julian McAuley, Taylor Berg-Kirkpatrick

MusPy provides easy-to-use tools for essential components in a music generation system, including dataset management, data I/O, data preprocessing and model evaluation.

Music Generation

Automatic Melody Harmonization with Triad Chords: A Comparative Study

no code implementations8 Jan 2020 Yin-Cheng Yeh, Wen-Yi Hsiao, Satoru Fukayama, Tetsuro Kitahara, Benjamin Genchel, Hao-Min Liu, Hao-Wen Dong, Yi-An Chen, Terence Leong, Yi-Hsuan Yang

Several prior works have proposed various methods for the task of automatic melody harmonization, in which a model aims to generate a sequence of chords to serve as the harmonic accompaniment of a given multiple-bar melody sequence.

Template Matching

Towards a Deeper Understanding of Adversarial Losses under a Discriminative Adversarial Network Setting

1 code implementation25 Jan 2019 Hao-Wen Dong, Yi-Hsuan Yang

In this paper, we aim to gain a deeper understanding of adversarial losses by decoupling the effects of their component functions and regularization terms.

Training Generative Adversarial Networks with Binary Neurons by End-to-end Backpropagation

1 code implementation10 Oct 2018 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.

Convolutional Generative Adversarial Networks with Binary Neurons for Polyphonic Music Generation

3 code implementations25 Apr 2018 Hao-Wen Dong, Yi-Hsuan Yang

Experimental results show that using binary neurons instead of HT or BS indeed leads to better results in a number of objective measures.

Music Generation

MuseGAN: Multi-track Sequential Generative Adversarial Networks for Symbolic Music Generation and Accompaniment

7 code implementations19 Sep 2017 Hao-Wen Dong, Wen-Yi Hsiao, Li-Chia Yang, Yi-Hsuan Yang

The three models, which differ in the underlying assumptions and accordingly the network architectures, are referred to as the jamming model, the composer model and the hybrid model.

Music Generation

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