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Visualyre: multimodal album art generation for independent musicians
http://hdl.handle.net/10061/0002000501
http://hdl.handle.net/10061/00020005013c2193ca-4e0f-45f6-999f-1a908807043e
| アイテムタイプ | 学術雑誌論文 / Journal Article(1) | |||||||||||
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| 公開日 | 2024-07-04 | |||||||||||
| タイトル | ||||||||||||
| タイトル | Visualyre: multimodal album art generation for independent musicians | |||||||||||
| 言語 | ||||||||||||
| 言語 | eng | |||||||||||
| キーワード | ||||||||||||
| 主題Scheme | Other | |||||||||||
| 主題 | Deep learning | |||||||||||
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| 主題Scheme | Other | |||||||||||
| 主題 | Image generation | |||||||||||
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| 主題Scheme | Other | |||||||||||
| 主題 | Style transfer | |||||||||||
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| 主題Scheme | Other | |||||||||||
| 主題 | Lyrics | |||||||||||
| キーワード | ||||||||||||
| 主題Scheme | Other | |||||||||||
| 主題 | Mood detection | |||||||||||
| 資源タイプ | ||||||||||||
| 資源タイプ | journal article | |||||||||||
| アクセス権 | ||||||||||||
| アクセス権 | open access | |||||||||||
| 著者 |
Azuaje, Gamar
× Azuaje, Gamar
× Liew, Kongmeng
× Epure, Elena
× 矢田, 竣太郎× 若宮, 翔子× 荒牧, 英治 |
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| 抄録 | ||||||||||||
| 内容記述タイプ | Abstract | |||||||||||
| 内容記述 | Album art often reflects the trends and themes of the songs in a given collection, and even the identities of the musicians who produced it. It therefore plays a central role in fomenting a potential listener’s first impression of the work. As such, musicians strive to find suitable images for this purpose, and those with limited financial resources or design skills may struggle to do so. Here, we report the development of Visualyre, a deep learning$2013based application that generates album art images from users’ song lyrics and audio files. This tool relies on generative adversarial network models to generate images from textual input (lyrics) and style transfer models to adjust the image according to the mood of the audio. We then report the results of a user study involving 35 amateur and independent musicians who tested the system. Results suggest that Visualyre was generally well received and largely effective in its intended purpose: providing musicians with a resource for generating their own album art. | |||||||||||
| 書誌情報 |
en : Personal and Ubiquitous Computing 巻 27, 号 5, p. 1861-1872, 発行日 2023-05-15 |
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| 出版者 | ||||||||||||
| 出版者 | Springer | |||||||||||
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| 収録物識別子タイプ | EISSN | |||||||||||
| 収録物識別子 | 1617-4917 | |||||||||||
| 出版者版DOI | ||||||||||||
| 関連タイプ | isReplacedBy | |||||||||||
| 識別子タイプ | DOI | |||||||||||
| 関連識別子 | https://doi.org/10.1007/s00779-023-01724-1 | |||||||||||
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| 関連タイプ | isReplacedBy | |||||||||||
| 識別子タイプ | URI | |||||||||||
| 関連識別子 | https://link.springer.com/article/10.1007/s00779-023-01724-1 | |||||||||||
| 権利 | ||||||||||||
| 権利情報Resource | http://creativecommons.org/licenses/by/4.0/ | |||||||||||
| 権利情報 | $00A9 The Author(s) 2023 This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. | |||||||||||
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| 出版タイプ | NA | |||||||||||