DocumentCode :
3325694
Title :
Leveraging speech-active regions towards active safety in vehicles
Author :
Sathyanarayana, Amardeep ; Sadjadi, Seyed Omid ; Hansen, John H L
Author_Institution :
Center for Robust Speech Syst. (CRSS), Univ. of Texas at Dallas, Richardson, TX, USA
fYear :
2012
fDate :
12-14 Jan. 2012
Firstpage :
48
Lastpage :
51
Abstract :
Since audio/speech based systems are gaining a lot of prominence in in-vehicular technology, it becomes very important to understand the effect of speech (i.e., speaking or listening) on drivers´ cognitive workload and overall driving performance. Towards this goal, this study probes into the impact of speech on driver distraction, and proposes a method for detecting the active-speech regions to be utilized in driver distraction detection. It is shown that the fusion of speech and vehicle dynamics signals helps in better assessing the distraction level, thus more relevant corrective commands/warnings can be issued by the vehicle safety system. It is observed that while in-vehicle speech by itself does not necessarily cause distraction, it plays a significant role in increasing the distraction level of the driver if he is performing any secondary tasks, and is engaged in a conversation.
Keywords :
road safety; road vehicles; speech recognition; active safety; audio/speech based systems; corrective commands/warnings; driver cognitive workload; driver distraction detection; in-vehicular technology; leveraging speech-active regions; secondary tasks; speech effect; vehicle dynamics signals; vehicle safety system; Adaptation models; Hidden Markov models; Mobile handsets; Noise; Safety; Speech; Vehicles; Active safety; CAN-bus; driver distraction detection; speech activity detection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Emerging Signal Processing Applications (ESPA), 2012 IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4673-0899-1
Type :
conf
DOI :
10.1109/ESPA.2012.6152443
Filename :
6152443
Link To Document :
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