Deep learning for music generation: challenges and directions
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DOI: 10.1007/s00521-018-3813-6
Abstract: In addition to traditional tasks such as prediction, classification and translation, deep learning is receiving growing attention as an approach for music generation, as witnessed by recent research groups such as Magenta at Google and… read more here.
Keywords: music generation; music; learning architectures; learning music ... See more keywords
Monophonic Music Generation With a Given Emotion Using Conditional Variational Autoencoder
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DOI: 10.1109/access.2021.3113829
Abstract: The rapid increase in the importance of human-machine interaction and the accelerating pace of life pose various challenges for the creators of digital environments. Continuous improvement of human-machine interaction requires precise modeling of the physical… read more here.
Keywords: music generation; given emotion; generation given; music ... See more keywords
Toward Interactive Music Generation: A Position Paper
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DOI: 10.1109/access.2022.3225689
Abstract: Music generation using deep learning has received considerable attention in recent years. Researchers have developed various generative models capable of imitating musical conventions, comprehending the musical corpora, and generating new samples based on the learning… read more here.
Keywords: music; music generation; style; interactive music ... See more keywords
The Psychological Education Strategy of Music Generation and Creation by Generative Confrontation Network under Deep Learning
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DOI: 10.1155/2022/3847415
Abstract: In order to study the role of generative adversarial network (GAN) in music generation, this article creates a convolutional GAN-based Midinet as a baseline model through the music generation process and creative psychological education and… read more here.
Keywords: music; evaluation; network; music generation ... See more keywords
An Intelligent Music Production Technology Based on Generation Confrontation Mechanism
Sign Up to like & getrecommendations! Published in 2022 at "Computational Intelligence and Neuroscience"
DOI: 10.1155/2022/5083146
Abstract: In recent years, with the development of deep neural network becoming more and more mature, especially after the proposal of generative confrontation mechanism, academia has made many achievements in the research of image, video and… read more here.
Keywords: based generation; music; research; music generation ... See more keywords