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
Link To Document :
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