Automatic Detection of Cue Points for the Emulation of DJ Mixing

IF 0.4 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Mickaël Zehren, Marco Alunno, P. Bientinesi
{"title":"Automatic Detection of Cue Points for the Emulation of DJ Mixing","authors":"Mickaël Zehren, Marco Alunno, P. Bientinesi","doi":"10.1162/comj_a_00652","DOIUrl":null,"url":null,"abstract":"\n The automatic identification of cue points is a central task in applications as diverse as music thumbnailing, generation of mash ups, and DJ mixing. Our focus lies in electronic dance music and in a specific kind of cue point, the “switch point,” that makes it possible to automatically construct transitions between tracks, mimicking what professional DJs do. We present two approaches for the detection of switch points. One embodies a few general rules we established from interviews with professional DJs, the other models a manually annotated dataset that we curated. Both approaches are based on feature extraction and novelty analysis. From an evaluation conducted on previously unknown tracks, we found that about 90% of the points generated can be reliably used in the context of a DJ mix.","PeriodicalId":50639,"journal":{"name":"Computer Music Journal","volume":" ","pages":""},"PeriodicalIF":0.4000,"publicationDate":"2023-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computer Music Journal","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1162/comj_a_00652","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS","Score":null,"Total":0}
引用次数: 0

Abstract

The automatic identification of cue points is a central task in applications as diverse as music thumbnailing, generation of mash ups, and DJ mixing. Our focus lies in electronic dance music and in a specific kind of cue point, the “switch point,” that makes it possible to automatically construct transitions between tracks, mimicking what professional DJs do. We present two approaches for the detection of switch points. One embodies a few general rules we established from interviews with professional DJs, the other models a manually annotated dataset that we curated. Both approaches are based on feature extraction and novelty analysis. From an evaluation conducted on previously unknown tracks, we found that about 90% of the points generated can be reliably used in the context of a DJ mix.
自动检测提示点的模拟DJ混音
提示点的自动识别是各种应用程序的中心任务,如音乐缩略图、混搭生成和DJ混音。我们的重点在于电子舞曲和一种特定的提示点,即“切换点”,它可以模仿专业DJ的做法,自动构建曲目之间的转换。我们提出了两种检测切换点的方法。其中一个体现了我们从对专业DJ的采访中建立的一些一般规则,另一个则为我们策划的手动注释数据集建模。这两种方法都基于特征提取和新颖性分析。根据对以前未知的曲目进行的评估,我们发现大约90%的生成点可以可靠地用于DJ混音。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Computer Music Journal
Computer Music Journal 工程技术-计算机:跨学科应用
CiteScore
1.80
自引率
0.00%
发文量
2
审稿时长
>12 weeks
期刊介绍: Computer Music Journal is published quarterly with an annual sound and video anthology containing curated music¹. For four decades, it has been the leading publication about computer music, concentrating fully on digital sound technology and all musical applications of computers. This makes it an essential resource for musicians, composers, scientists, engineers, computer enthusiasts, and anyone exploring the wonders of computer-generated sound. Edited by experts in the field and featuring an international advisory board of eminent computer musicians, issues typically include: In-depth articles on cutting-edge research and developments in technology, methods, and aesthetics of computer music Reports on products of interest, such as new audio and MIDI software and hardware Interviews with leading composers of computer music Announcements of and reports on conferences and courses in the United States and abroad Publication, event, and recording reviews Tutorials, letters, and editorials Numerous graphics, photographs, scores, algorithms, and other illustrations.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信