TY - GEN
T1 - A-Muze-Net
T2 - 28th International Conference on MultiMedia Modeling, MMM 2022
AU - Goren, Or
AU - Nachmani, Eliya
AU - Wolf, Lior
N1 - Publisher Copyright:
© 2022, Springer Nature Switzerland AG.
PY - 2022
Y1 - 2022
N2 - We present a method for the generation of Midi files of piano music. The method models the right and left hands using two networks, where the left hand is conditioned on the right hand. This way, the melody is generated before the harmony. The Midi is represented in a way that is invariant to the musical scale, and the melody is represented, for the purpose of conditioning the harmony, by the content of each bar, viewed as a chord. Finally, notes are added randomly, based on this chord representation, in order to enrich the generated audio. Our experiments show a significant improvement over the state of the art for training on such datasets, and demonstrate the contribution of each of the novel components.
AB - We present a method for the generation of Midi files of piano music. The method models the right and left hands using two networks, where the left hand is conditioned on the right hand. This way, the melody is generated before the harmony. The Midi is represented in a way that is invariant to the musical scale, and the melody is represented, for the purpose of conditioning the harmony, by the content of each bar, viewed as a chord. Finally, notes are added randomly, based on this chord representation, in order to enrich the generated audio. Our experiments show a significant improvement over the state of the art for training on such datasets, and demonstrate the contribution of each of the novel components.
KW - Midi processing
KW - Music generation
KW - Recurrent neural networks
UR - http://www.scopus.com/inward/record.url?scp=85127079885&partnerID=8YFLogxK
U2 - 10.1007/978-3-030-98358-1_44
DO - 10.1007/978-3-030-98358-1_44
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AN - SCOPUS:85127079885
SN - 9783030983574
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 557
EP - 568
BT - MultiMedia Modeling - 28th International Conference, MMM 2022, Proceedings
A2 - Þór Jónsson, Björn
A2 - Gurrin, Cathal
A2 - Tran, Minh-Triet
A2 - Dang-Nguyen, Duc-Tien
A2 - Hu, Anita Min-Chun
A2 - Huynh Thi Thanh, Binh
A2 - Huet, Benoit
PB - Springer Science and Business Media Deutschland GmbH
Y2 - 6 June 2022 through 10 June 2022
ER -