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Latest papers with code

Generating Lead Sheets with Affect: A Novel Conditional seq2seq Framework

27 Apr 2021melkor169/LeadSheetGen_Valence

In this paper, we present a novel approach for calculating the valence (the positivity or negativity of the perceived emotion) of a chord progression within a lead sheet, using pre-defined mood tags proposed by music experts.

MACHINE TRANSLATION MUSIC GENERATION

1
27 Apr 2021

Symbolic Music Generation with Diffusion Models

30 Mar 2021magenta/symbolic-music-diffusion

Score-based generative models and diffusion probabilistic models have been successful at generating high-quality samples in continuous domains such as images and audio.

MUSIC GENERATION

17
30 Mar 2021

MP3net: coherent, minute-long music generation from raw audio with a simple convolutional GAN

12 Jan 2021korneelvdbroek/mp3net

We present a deep convolutional GAN which leverages techniques from MP3/Vorbis audio compression to produce long, high-quality audio samples with long-range coherence.

MUSIC GENERATION

16
12 Jan 2021

Compound Word Transformer: Learning to Compose Full-Song Music over Dynamic Directed Hypergraphs

7 Jan 2021YatingMusic/compound-word-transformer

In this paper, we present a conceptually different approach that explicitly takes into account the type of the tokens, such as note types and metric types.

MUSIC GENERATION

90
07 Jan 2021

FLAGNet : Feature Label based Automatic Generation Network for symbolic music

1 Jan 2021slslslrhfem/FLAGNet

The technology for automatic music generation has been very actively studied in recent years.

MUSIC GENERATION

2
01 Jan 2021

Can GAN originate new electronic dance music genres? -- Generating novel rhythm patterns using GAN with Genre Ambiguity Loss

25 Nov 2020naotokui/CreativeGAN-Rhythm

This paper focuses on music generation, especially rhythm patterns of electronic dance music, and discusses if we can use deep learning to generate novel rhythms, interesting patterns not found in the training dataset.

MUSIC GENERATION

15
25 Nov 2020

Hierarchical Timbre-Painting and Articulation Generation

30 Aug 2020mosheman5/timbre_painting

We present a fast and high-fidelity method for music generation, based on specified f0 and loudness, such that the synthesized audio mimics the timbre and articulation of a target instrument.

MUSIC GENERATION

55
30 Aug 2020

POP909: A Pop-song Dataset for Music Arrangement Generation

17 Aug 2020music-x-lab/POP909-Dataset

The main body of the dataset contains the vocal melody, the lead instrument melody, and the piano accompaniment for each song in MIDI format, which are aligned to the original audio files.

MUSIC GENERATION

91
17 Aug 2020

PIANOTREE VAE: Structured Representation Learning for Polyphonic Music

17 Aug 2020ZZWaang/PianoTree-VAE

The dominant approach for music representation learning involves the deep unsupervised model family variational autoencoder (VAE).

MUSIC GENERATION REPRESENTATION LEARNING

20
17 Aug 2020

Learning Interpretable Representation for Controllable Polyphonic Music Generation

17 Aug 2020ZZWaang/polyphonic-chord-texture-disentanglement

While deep generative models have become the leading methods for algorithmic composition, it remains a challenging problem to control the generation process because the latent variables of most deep-learning models lack good interpretability.

MUSIC GENERATION STYLE TRANSFER

17
17 Aug 2020