The Impact of Rain on Image Quality From Sensors on Connected and Autonomous Vehicles

T Brophy, D Mullins, R Cormican… - IEEE Open Journal …, 2025 - ieeexplore.ieee.org
As automated vehicles progress toward increasing levels of autonomy, the need for
thorough testing of such systems in all relevant environments increases. These safety-critical …

From Raindrops To Pixels: A Novel Model to Predict ADAS Camera Image Degradation in Rain

L Li, WY Pao, M Agelin-Chaab… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
The development of Advanced Driver Assistance Systems (ADAS) has led to safer roads
through the implementation of automated features such as blind spot monitoring, lane …

Effect of adherent rain on vision-based object detection algorithms

Y Hamzeh, Z El-Shair, SA Rawashdeh - SAE International Journal of …, 2020 - sae.org
Adverse weather conditions degrade the quality of images used in vision-based advanced
driver assistance systems (ADAS) and autonomous driving algorithms. Adherent raindrops …

A review of the impact of rain on camera-based perception in automated driving systems

T Brophy, D Mullins, A Parsi, J Horgan, E Ward… - IEEE …, 2023 - ieeexplore.ieee.org
Automated vehicles rely heavily on image data from visible spectrum cameras to perform a
wide range of tasks from object detection, classification, and avoidance to path planning …

Visual quality enhancement of images under adverse weather conditions

J Mukherjee, K Praveen… - 2018 21st International …, 2018 - ieeexplore.ieee.org
The visual quality of an image captured by vision systems can degrade significantly under
adverse weather conditions. In this paper we propose a deep learning based solution to …

Dynamic adherent raindrop simulator for automotive vision systems

Y Hamzeh, ZA El-Shair, A Chehade… - IEEE …, 2021 - ieeexplore.ieee.org
The automotive domain is highly regulated, with many safety-critical aspects to consider.
This means that a great deal of testing is required to validate the performance of automotive …

[PDF][PDF] A Method of Evaluating ADAS Camera Performance in Rain–Case Studies with Hydrophilic and Hydrophobic Lenses

WY Pao, L Li, M Agelin-Chaab - Proceedings of the …, 2023 - savoirs.usherbrooke.ca
Advanced driver assistance systems (ADAS) are increasingly being equipped in modern
vehicles to provide safety warnings and autonomous functions. Cameras are a key …

A review of detection and removal of raindrops in automotive vision systems

Y Hamzeh, SA Rawashdeh - Journal of imaging, 2021 - mdpi.com
Research on the effect of adverse weather conditions on the performance of vision-based
algorithms for automotive tasks has had significant interest. It is generally accepted that …

Towards rain detection through use of in-vehicle multipurpose cameras

A Cord, D Aubert - 2011 IEEE Intelligent Vehicles Symposium …, 2011 - ieeexplore.ieee.org
Advanced Driver Assistance Systems (ADAS) based on video camera tends to be
generalized in today's automotive. However, if most of these systems perform nicely in good …

Framework for simulating and rem,/oving rain in stereo-image videos

Y Hamzeh, SA Rawashdeh - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
We present an implementation of a rain simulation and rain removal framework, which is
based on video streams captured with a stereo camera system. This framework can be used …