https://scholars.lib.ntu.edu.tw/handle/123456789/631130
標題: | TOWARDS AUTOMATIC TRANSCRIPTION OF POLYPHONIC ELECTRIC GUITAR MUSIC: A NEW DATASET AND A MULTI-LOSS TRANSFORMER MODEL | 作者: | YU-HUA CHEN Hsiao, Wen Yi Hsieh, Tsu Kuang JYH-SHING JANG Yang, Yi Hsuan |
關鍵字: | Dataset | guitar transcription | Transformer | 公開日期: | 1-一月-2022 | 卷: | 2022-May | 來源出版物: | ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings | 摘要: | In this paper, we propose a new dataset named EGDB, that contains transcriptions of the electric guitar performance of 240 tablatures rendered with different tones. Moreover, we benchmark the performance of two well-known transcription models proposed originally for the piano on this dataset, along with a multi-loss Transformer model that we newly propose. Our evaluation on this dataset and a separate set of real-world recordings demonstrate the influence of timbre on the accuracy of guitar sheet transcription, the potential of using multiple losses for Transformers, as well as the room for further improvement for this task. |
URI: | https://scholars.lib.ntu.edu.tw/handle/123456789/631130 | ISBN: | 9781665405409 | ISSN: | 15206149 | DOI: | 10.1109/ICASSP43922.2022.9747697 |
顯示於: | 資訊工程學系 |
在 IR 系統中的文件,除了特別指名其著作權條款之外,均受到著作權保護,並且保留所有的權利。