Title :
Prof-Life-Log: Personal interaction analysis for naturalistic audio streams
Author :
Ziaei, A. ; Sangwan, Abhijeet ; Hansen, John H. L.
Author_Institution :
Dept. of Electr. Eng., Univ. of Texas at Dallas, Richardson, TX, USA
Abstract :
Analysis of personal audio recordings is a challenging and interesting subject. Using contemporary speech and language processing techniques, it is possible to mine personal audio recordings for a wealth of information that can be used to measure a person´s engagement with their environment as well as other people. In this study, we propose an analysis system that uses personal audio recordings to automatically estimate the number of unique people and environments which encompass the total engagement within the recording. The proposed system uses speech activity detection (SAD), speaker diarization and environmental sniffing techniques, and is evaluated on naturalistic audio streams from the Prof-Life-Log corpus. We also report performance of the individual systems, and also present a combined analysis which reveals the interaction of the subject with both people and environment. Hence, this study establishes the efficacy and novelty of using contemporary speech technology for life logging applications.
Keywords :
audio recording; audio streaming; speech processing; Prof-Life-Log corpus; SAD; contemporary speech processing techniques; contemporary speech technology; environmental sniffing techniques; language processing techniques; life logging applications; naturalistic audio streams; personal audio recording analysis; personal interaction analysis; speaker diarization technique; speech activity detection techniques; Acoustics; Audio recording; Estimation; Measurement; Speech; Speech recognition; Vectors; Eigen value decomposition (EVD); Environmental sniffing; Personal Interaction Analysis; Social Interaction Analysis;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/ICASSP.2013.6639176