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Proceedings ArticleDOI

Vision-based rain sensing with an in-vehicle camera

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TLDR
A novel rain sensing concept based on an automotive in-vehicle camera for Driver Assistance Systems (DAS) is developed to enhance applicability and first experimental experiences show promising results.
Abstract
An intelligent wiper speed adjustment system can be found in most middle and upper class cars. A core piece of this gadget is the rain sensor on the windshield. With the upcoming number of cars being equipped with an in-vehicle camera for vision-based applications the call for integrating all sensors in the area of the rearview mirror into one device rises to reduce the number of parts and variants. In this paper, functionality of standard rain sensors and different vision-based approaches are explained and a novel rain sensing concept based on an automotive in-vehicle camera for Driver Assistance Systems (DAS) is developed to enhance applicability. Hereby, the region at the bottom of the field of view (FOV) of the imager is used to detect raindrops, while the upper part of the image is still usable for other vision-based applications. A simple algorithm is set up to keep the additional processing time low and to quantitatively gather the rain intensity. Mechanisms to avoid false activations of the wipers are introduced. First experimental experiences based on real scenarios show promising results.

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Citations
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Cognitive Cars: A New Frontier for ADAS Research

TL;DR: This paper provides a survey of recent works on cognitive cars with a focus on driver-oriented intelligent vehicle motion control and discusses how to combine the two directions into a single integrated system to obtain safety and comfort while driving.
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A Comprehensive Survey of Driving Monitoring and Assistance Systems.

TL;DR: A comprehensive survey of the literature related to driving processes, the main reasons for road accidents, the methods of their early detection, and state-of-the-art strategies developed to assist drivers for a safe and comfortable driving experience is presented.
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A comparative study of state-of-the-art driving strategies for autonomous vehicles.

TL;DR: A timely comparative review of existing driving strategies of autonomous vehicles is provided and three characteristic dimensions that are important to measure driving strategies are proposed: preferred objective, risk appetite, and collaborative manner.
Proceedings ArticleDOI

Detection of unfocused raindrops on a windscreen using low level image processing

TL;DR: A first approach to detect unfocused raindrops on a transparent screen using a spatio-temporal approach to achieve detection in real-time and differs from the others in that it does not need the focus to be set on the windscreen.
References
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Proceedings ArticleDOI

Rainy weather recognition from in-vehicle camera images for driver assistance

TL;DR: A weather recognition method from in-vehicle camera images that uses a subspace method to judge rainy weather by detecting raindrops on the windshield and promising results for rainfall judgment from detection results.
Proceedings ArticleDOI

Raindrop Detection from In-Vehicle Video Camera Images for Rainfall Judgment

TL;DR: A method to detect raindrops from in-vehicle camera images and recognize rainfall using time-series information is proposed and detected precisely enough for automatic wiper control by the proposed method.
Proceedings ArticleDOI

Development of Vision based Control Smart Windwhield Wiper System for Intelligent Vehicle

TL;DR: In this paper, a vision-based smart windshield wiper system that can automatically adjust its speed and intermittent interval according to the amount of water drops on the windshield is presented. But the system employs various image processing algorithms to detect water drops and fuzzy logic to determine the speed and the interval of the wiper.
Journal ArticleDOI

Blurry when wet: animating raindrop behavior

TL;DR: This method applies a partial-distortion method to approximate water droplets and their visual effects on a windshield and can achieve realistic, real-time animation on typical end-user PCs.
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