A comprehensive survey on deep music generation: Multi-level representations, algorithms, evaluations, and future directions

S Ji, J Luo, X Yang - arxiv preprint arxiv:2011.06801, 2020 - arxiv.org
The utilization of deep learning techniques in generating various contents (such as image,
text, etc.) has become a trend. Especially music, the topic of this paper, has attracted …

GAN computers generate arts? A survey on visual arts, music, and literary text generation using generative adversarial network

S Shahriar - Displays, 2022 - Elsevier
Abstract “Art is the lie that enables us to realize the truth.”–Pablo Picasso. For centuries,
humans have dedicated themselves to producing arts to convey their imagination. The …

LSTM-CGAN: Towards generating low-rate DDoS adversarial samples for blockchain-based wireless network detection models

Z Liu, X Yin - IEEE Access, 2021 - ieeexplore.ieee.org
Low-rate Distributed DoS (LDDoS) attack is a complex large-scale attack behavior with
strong time-domain characteristics in blockchain-based wireless network. Blockchain with …

Meloform: Generating melody with musical form based on expert systems and neural networks

P Lu, X Tan, B Yu, T Qin, S Zhao, TY Liu - arxiv preprint arxiv:2208.14345, 2022 - arxiv.org
Human usually composes music by organizing elements according to the musical form to
express music ideas. However, for neural network-based music generation, it is difficult to do …

Melody-conditioned lyrics generation with seqgans

Y Chen, A Lerch - 2020 IEEE International Symposium on …, 2020 - ieeexplore.ieee.org
Automatic lyrics generation has received attention from both music and AI communities for
years. Early rule-based approaches have-due to increases in computational power and …

Generating music with emotions

C Bao, Q Sun - IEEE Transactions on Multimedia, 2022 - ieeexplore.ieee.org
We focus on the music generation conditional on human emotions, specifically the positive
and negative emotions. There is no existing large-scale music datasets with the annotation …

Controllable Syllable-Level Lyrics Generation From Melody With Prior Attention

Z Zhang, Y Yu, A Takasu - IEEE Transactions on Multimedia, 2024 - ieeexplore.ieee.org
Melody-to-lyrics generation, which is based on syllable-level generation, is an intriguing and
challenging topic in the interdisciplinary field of music, multimedia, and machine learning …

Melody generation from lyrics using three branch conditional LSTM-GAN

A Srivastava, W Duan, RR Shah, J Wu, S Tang… - … on Multimedia Modeling, 2022 - Springer
With the availability of paired lyrics-melody dataset and advancements of artificial
intelligence techniques, research on melody generation conditioned on lyrics has become …

Melody generation with emotion constraint

R Huang, Y Li, D Kang, Y Chen, C Yu… - Proceedings of the 2021 …, 2021 - dl.acm.org
At present, most of the melody generation models consider the introduction of chord, rhythm
and other constraints in the melody generation process to ensure the quality of the melody …

Deep Attention-Based Alignment Network for Melody Generation from Incomplete Lyrics

Z Zhang, Y Yu, F Harscoet, S Canales… - arxiv preprint arxiv …, 2023 - arxiv.org
We propose a deep attention-based alignment network, which aims to automatically predict
lyrics and melody with given incomplete lyrics as input in a way similar to the music creation …