DocumentCode :
679209
Title :
Monitoring drivers drowsiness using a wide angle lens
Author :
Amine, Achkar ; Alioua, Nawal ; Zann, Frederick ; Ruichek, Yassine ; Hmina, Nabil
Author_Institution :
Nat. Sch. of Appl. Sci., Univ. of Ibn Tofail, Kenitra, Morocco
fYear :
2013
fDate :
6-9 Oct. 2013
Firstpage :
290
Lastpage :
295
Abstract :
This paper proposes a robust and nonintrusive system for monitoring drivers drowsiness using a wide-angle and FishEye lenses. The proposed scheme begins by extracting the face from the video frame using face detector based on skin color. Then the proposed system using wide-angle lens allows detecting drowsiness by extracting micro-sleeps using the presence of the iris in the eyes from frontal and profile faces, the eye state analysis is based on Circular Hough Transform (CHT) and is applied on eyes extracted regions. In this work, we present the effect of wide-angle and FishEye lenses on driver imaging, nearby driver appears very large and objects at a moderate distance appear small and far away. In one side, this exaggeration of relative size can be used to make foreground objects more prominent and striking in quality and intensity informations, while capturing expansive backgrounds. In the other side, the wide-angle lens allows us to detect the state of the eye even if the driver is moderate in profile, which is not the case for conventional lenses. The system was tested with different sequences recorded in various conditions, with different subjects. These sequences were captured in both normal car and intelligent vehicle named `SeTcar´. Some experimental results about the performance of the system are presented.
Keywords :
Hough transforms; driver information systems; face recognition; image colour analysis; image sequences; intelligent transportation systems; iris recognition; video signal processing; CHT; SeTcar; circular Hough transform; driver imaging; drivers drowsiness monitoring; eye state analysis; eyes; face detector; fisheye lenses; frontal face; intelligent vehicle; iris; microsleep extraction; nonintrusive system; profile face; sequence recording; skin color; video frame; wide angle lens; Cameras; Detectors; Face; Image edge detection; Iris; Lenses; Vehicles;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Transportation Systems - (ITSC), 2013 16th International IEEE Conference on
Conference_Location :
The Hague
Type :
conf
DOI :
10.1109/ITSC.2013.6728247
Filename :
6728247
Link To Document :
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