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SnoreNet: Detecting Snore Events from Raw Sound Recordings
Jingpeng, Sun; Xiyuan, Hu; Yingying, Zhao; Shuchen, Sun; Chen, Chen; Silong, Peng
2019
Conference Name41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
Conference DateJuly 23 - July 27
Conference PlaceBerlin, Germany
Abstract

Snoring is one of the earliest symptoms of Obstructive Sleep Apnea Hypopnea Syndrome (OSAHS). Snore detection is the first step in developing non-invasive, low-cost, and totally sound-based OSAHS analysis approaches. In this work, we propose a simple yet effective deep neural network, named SnoreNet, for detecting snores from a continuous sound recording. Without manually crafted features, SnoreNet can capture the characteristics of snores. Since snore varies in temporal length, SnoreNet combines output from multiple feature maps to detect snore. In each feature map, SnoreNet uses a set of default bounding box generated by a base length and different scales to match snores. SnoreNet adjusts the box to better locate snores and predicts a score for the presence of snore in each default bounding box. The performance of SnoreNet was evaluated on a newly collected snore pattern classes dataset, which achieves 81.82% average precision (AP).

Indexed ByEI
Document Type会议论文
Identifierhttp://ir.ia.ac.cn/handle/173211/26224
Collection个人空间
智能制造技术与系统研究中心_多维数据分析
Corresponding AuthorXiyuan, Hu
Affiliation1.Institute of Automation, Chinese Academy of Sciences
2.Guanganmen Hospital, China Academy of Chinese Medical
Recommended Citation
GB/T 7714
Jingpeng, Sun,Xiyuan, Hu,Yingying, Zhao,et al. SnoreNet: Detecting Snore Events from Raw Sound Recordings[C],2019.
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