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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Jain, Jinesh J. Busso, Carlos |
| Copyright Year | 2011 |
| Description | Author affiliation: Multimodal Signal Processing Laboratory (MSPLab), The University of Texas at Dallas, Department of Electrical Engineering Richardson, 75080, USA (Jain, Jinesh J; Busso, Carlos) |
| Abstract | Even a small distraction in drivers can lead to life-threatening accidents that affect the life of many. Monitoring distraction is a key aspect of any feedback system intended to keep the driver attention. Toward this goal, this paper studies the behaviors observed when the driver is performing in-vehicle common tasks such as operating a cellphone, radio or navigation system. The study employs the UTDrive platform -a car equipped with multiple sensors, including cameras, microphones, and Controller Area Network-Bus (CAN-Bus) information. The purpose of the analysis is to identify relevant features extracted from a frontal video camera and the car CAN-Bus data that can be used to distinguish between normal and task driving conditions. Statistical hypothesis tests are used to assess whether the differences observed in the selected features are significant. Then, these features are used in binary classification tasks (normal versus task). For most of the considered tasks, features extracted from the frontal video camera are found to be the most prominent indicators to distinguish between normal and task driving conditions (e.g., head pitch and yaw). The features from the car CAN-Bus data slightly improve the classification accuracy, from 76.7% (using features only from the frontal video) to 78.9% (using all features). |
| Starting Page | 1 |
| Ending Page | 6 |
| File Size | 1001904 |
| Page Count | 6 |
| File Format | |
| ISBN | 9781612843483 |
| ISSN | 19457871 |
| e-ISBN | 9781612843506 |
| e-ISBN | 9781612843490 |
| DOI | 10.1109/ICME.2011.6011950 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2011-07-11 |
| Publisher Place | Spain |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Jitter Cameras Wheels Real world driving database Driver behavior In-vehicle environment Visual Distraction CAN-Bus car information |
| Content Type | Text |
| Resource Type | Article |
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