发布求助
文献互助 智能选刊 最新文献

2013 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics最新文献

筛选
英文 中文
An exemplar-based NMF approach to audio event detection 基于示例的音频事件检测NMF方法
2013 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics Pub Date : 1900-01-01 DOI: 10.1109/WASPAA.2013.6701847
J. Gemmeke, L. Vuegen, P. Karsmakers, B. Vanrumste, H. V. hamme
{"title":"An exemplar-based NMF approach to audio event detection","authors":"J. Gemmeke, L. Vuegen, P. Karsmakers, B. Vanrumste, H. V. hamme","doi":"10.1109/WASPAA.2013.6701847","DOIUrl":"https://doi.org/10.1109/WASPAA.2013.6701847","url":null,"abstract":"We present a novel, exemplar-based method for audio event detection based on non-negative matrix factorisation. Building on recent work in noise robust automatic speech recognition, we model events as a linear combination of dictionary atoms, and mixtures as a linear combination of overlapping events. The weights of activated atoms in an observation serve directly as evidence for the underlying event classes. The atoms in the dictionary span multiple frames and are created by extracting all possible fixed-length exemplars from the training data. To combat data scarcity of small training datasets, we propose to artificially augment the amount of training data by linear time warping in the feature domain at multiple rates. The method is evaluated on the Office Live and Office Synthetic datasets released by the AASP Challenge on Detection and Classification of Acoustic Scenes and Events.","PeriodicalId":341888,"journal":{"name":"2013 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121782062","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
Detection and classification of acoustic scenes and events: An IEEE AASP challenge 声学场景和事件的检测和分类:IEEE AASP挑战
2013 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics Pub Date : 1900-01-01 DOI: 10.1109/WASPAA.2013.6701819
D. Giannoulis, Emmanouil Benetos, D. Stowell, M. Rossignol, M. Lagrange, Mark D. Plumbley
{"title":"Detection and classification of acoustic scenes and events: An IEEE AASP challenge","authors":"D. Giannoulis, Emmanouil Benetos, D. Stowell, M. Rossignol, M. Lagrange, Mark D. Plumbley","doi":"10.1109/WASPAA.2013.6701819","DOIUrl":"https://doi.org/10.1109/WASPAA.2013.6701819","url":null,"abstract":"This paper describes a newly-launched public evaluation challenge on acoustic scene classification and detection of sound events within a scene. Systems dealing with such tasks are far from exhibiting human-like performance and robustness. Undermining factors are numerous: the extreme variability of sources of interest possibly interfering, the presence of complex background noise as well as room effects like reverberation. The proposed challenge is an attempt to help the research community move forward in defining and studying the aforementioned tasks. Apart from the challenge description, this paper provides an overview of systems submitted to the challenge as well as a detailed evaluation of the results achieved by those systems.","PeriodicalId":341888,"journal":{"name":"2013 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114719970","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 207
首页 上一页
0
×
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
现在去查看 取消
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
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