图 书 馆
小冰乐队：流行音乐的旋律和编曲生成框架XiaoIce Band: A Melody and Arrangement Generation Framework for Pop Music |
|
| 课程网址: | http://videolectures.net/kdd2018_zhu_pop_music/ |
| 主讲教师: | Hongyuan Zhu |
| 开课单位: | 中国科学技术大学 |
| 开课时间: | 2018-11-23 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | With the development of knowledge of music composition and the recent increase in demand, an increasing number of companies and research institutes have begun to study the automatic generation of music. However, previous models have limitations when applying to song generation, which requires both the melody and arrangement. Besides, many critical factors related to the quality of a song such as chord progression and rhythm patterns are not well addressed. In particular, the problem of how to ensure the harmony of multi-track music is still underexplored. To this end, we present a focused study on pop music generation, in which we take both chord and rhythm influence of melody generation and the harmony of music arrangement into consideration. We propose an end-to-end melody and arrangement generation framework, called XiaoIce Band, which generates a melody track with several accompany tracks played by several types of instruments. Specifically, we devise a Chord based Rhythm and Melody Cross-Generation Model (CRMCG) to generate melody with chord progressions. Then, we propose a Multi-Instrument Co-Arrangement Model (MICA) using multi-task learning for multi-track music arrangement. Finally, we conduct extensive experiments on a real-world dataset, where the results demonstrate the effectiveness of XiaoIce Band. |
| 关 键 词: | 小冰乐队; 流行音乐的旋律; 编曲生成框架; 旋律交叉生成模型 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2023-03-23：cyh |
| 最后编审: | 2023-05-17：liyy |
| 阅读次数: | 20 |