DocumentCode
3305018
Title
A hierarchical fuzzy decision model for driver´s unsafe states monitoring
Author
Jing Li ; Zehong Yang ; Yixu Song
Author_Institution
Dept. of Comput. Sci. & Technol., Tsinghua Univ., Beijing, China
Volume
1
fYear
2011
fDate
26-28 July 2011
Firstpage
569
Lastpage
573
Abstract
In this paper, we present a hierarchical fuzzy decision model for driver´s unsafe states monitoring. In this model, we want to combine the multi-aspect information into one output parameter, which stands for the level of inattentiveness of the driver. Five parameters are calculated: eye-closing duration, mouth-opening duration, mouth state change frequency (from opening to closure or from closure to openning), face detection failure duration, and historical information. Dozens of videos collected in Beijing urban streets of one driver are used for the test of the model. Experiment results and conclusions on the performance of the model are presented.
Keywords
computer vision; computerised monitoring; decision theory; driver information systems; face recognition; fuzzy set theory; object detection; road accidents; road traffic; Beijing urban streets; computer vision; driver unsafe states monitoring; eye-closing duration; face detection failure duration; hierarchical fuzzy decision model; historical information; mouth state change frequency; mouth-opening duration; traffic accidents; Computational modeling; Face; Face detection; Monitoring; Mouth; Vehicles; Videos; computer vision; hierarchical fuzzy decision model; unsafe driving monitoring;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems and Knowledge Discovery (FSKD), 2011 Eighth International Conference on
Conference_Location
Shanghai
Print_ISBN
978-1-61284-180-9
Type
conf
DOI
10.1109/FSKD.2011.6019553
Filename
6019553
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