DocumentCode :
2429234
Title :
Detection of unfocused raindrops on a windscreen using low level image processing
Author :
Nashashibi, Fawzi ; de Charrette, R. ; Lia, Alexandre
Author_Institution :
Lab. of Robot. Centre, Mines ParisTech, Paris, France
fYear :
2010
fDate :
7-10 Dec. 2010
Firstpage :
1410
Lastpage :
1415
Abstract :
In a scene, rain produces a complex set of visual effects. Obviously, such effects may infer failures in outdoor vision-based systems which could have important side-effects in terms of security applications. For the sake of these applications, rain detection would be useful to adjust their reliability. In this paper, we introduce the problem (almost unprecedented) of unfocused raindrops. Then, we present a first approach to detect these unfocused raindrops on a transparent screen using a spatio-temporal approach to achieve detection in real-time. We successfully tested our algorithm for Intelligent Transport System (ITS) using an on-board camera and thus, detected the raindrops on the windscreen. Our algorithm differs from the others in that we do not need the focus to be set on the windscreen. Therefore, it means that our algorithm may run on the same camera sensor as the other vision-based algorithms.
Keywords :
automated highways; automotive components; cameras; image processing; image sensors; rain; spatiotemporal phenomena; camera sensor; intelligent transport system; low level image processing; rain detection; spatio temporal approach; unfocused raindrop; vision based detection system; windscreen; Automation; Robots; ADAS; ITS; adverse condition; rain; raindrop;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Automation Robotics & Vision (ICARCV), 2010 11th International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-7814-9
Type :
conf
DOI :
10.1109/ICARCV.2010.5707398
Filename :
5707398
Link To Document :
بازگشت