A LEARNING BASED APPROACH TO AUDIO SURVEILLANCE IN HOUSEHOLD ENVIRONMENT
文献类型:期刊论文
作者 | Jianzhao Qin; Jun Cheng; Xinyu Wu; YANGSHENG XU |
刊名 | International Journal of Information Acquisition
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出版日期 | 2006 |
卷号 | 3期号:3 |
英文摘要 | Recently, audio analysis has been proposed by some researchers for surveillance application. Compared with video surveillance, the effectiveness of audio surveillance is not influenced by the occlusions. In this paper, we propose a learning based approach to intelligent audio surveillance in household environment. This approach can be applied to static or mobile audio surveillance systems which work solely or work as the supplements of video surveillance systems. After extracting Mel frequency cepstral coefficients (MFCC) from a 1.0 s waveform, a classifier trained from a labeled dataset using modest AdaBoost is employed to determine whether this waveform is normal or abnormal. The result and simulation show the effectiveness of this approach. |
收录类别 | 其他 |
原文出处 | http://www.worldscientific.com/doi/abs/10.1142/S0219878906001003 |
语种 | 英语 |
源URL | [http://ir.siat.ac.cn:8080/handle/172644/1990] ![]() |
专题 | 深圳先进技术研究院_集成所 |
推荐引用方式 GB/T 7714 | Jianzhao Qin,Jun Cheng,Xinyu Wu,et al. A LEARNING BASED APPROACH TO AUDIO SURVEILLANCE IN HOUSEHOLD ENVIRONMENT[J]. International Journal of Information Acquisition,2006,3(3). |
APA | Jianzhao Qin,Jun Cheng,Xinyu Wu,&YANGSHENG XU.(2006).A LEARNING BASED APPROACH TO AUDIO SURVEILLANCE IN HOUSEHOLD ENVIRONMENT.International Journal of Information Acquisition,3(3). |
MLA | Jianzhao Qin,et al."A LEARNING BASED APPROACH TO AUDIO SURVEILLANCE IN HOUSEHOLD ENVIRONMENT".International Journal of Information Acquisition 3.3(2006). |
入库方式: OAI收割
来源:深圳先进技术研究院
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