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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

Generating Music Medleys via Playing Music Puzzle Games

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

Yu-Siang Huang

Academia Sinica


Szu-Yu Chou

Academia Sinica


Yi-Hsuan Yang

Academia Sinica


DOI:

10.1609/aaai.v32i1.11843


Abstract:

Generating music medleys is about finding an optimal permutation of a given set of music clips. Toward this goal, we propose a self-supervised learning task, called the music puzzle game, to train neural network models to learn the sequential patterns in music. In essence, such a game requires machines to correctly sort a few multisecond music fragments. In the training stage, we learn the model by sampling multiple non-overlapping fragment pairs from the same songs and seeking to predict whether a given pair is consecutive and is in the correct chronological order. For testing, we design a number of puzzle games with different difficulty levels, the most difficult one being music medley, which requiring sorting fragments from different songs. On the basis of state-of-the-art Siamese convolutional network, we propose an improved architecture that learns to embed frame-level similarity scores computed from the input fragment pairs to a common space, where fragment pairs in the correct order can be more easily identified. Our result shows that the resulting model, dubbed as the similarity embedding network (SEN), performs better than competing models across different games, including music jigsaw puzzle, music sequencing, and music medley. Example results can be found at our project website, https://remyhuang.github.io/DJnet.

Topics: AAAI

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HOW TO CITE:

Yu-Siang Huang||Szu-Yu Chou||Yi-Hsuan Yang Generating Music Medleys via Playing Music Puzzle Games Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Yu-Siang Huang||Szu-Yu Chou||Yi-Hsuan Yang Generating Music Medleys via Playing Music Puzzle Games AAAI 2018, .

Yu-Siang Huang||Szu-Yu Chou||Yi-Hsuan Yang (2018). Generating Music Medleys via Playing Music Puzzle Games. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Yu-Siang Huang||Szu-Yu Chou||Yi-Hsuan Yang. Generating Music Medleys via Playing Music Puzzle Games. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Yu-Siang Huang||Szu-Yu Chou||Yi-Hsuan Yang. 2018. Generating Music Medleys via Playing Music Puzzle Games. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Yu-Siang Huang||Szu-Yu Chou||Yi-Hsuan Yang. (2018) "Generating Music Medleys via Playing Music Puzzle Games", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Yu-Siang Huang||Szu-Yu Chou||Yi-Hsuan Yang, "Generating Music Medleys via Playing Music Puzzle Games", AAAI, p., 2018.

Yu-Siang Huang||Szu-Yu Chou||Yi-Hsuan Yang. "Generating Music Medleys via Playing Music Puzzle Games". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Yu-Siang Huang||Szu-Yu Chou||Yi-Hsuan Yang. "Generating Music Medleys via Playing Music Puzzle Games". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Yu-Siang Huang||Szu-Yu Chou||Yi-Hsuan Yang. Generating Music Medleys via Playing Music Puzzle Games. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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