Visibility Monitoring using Conventional Roadside Cameras - Emerging Applications

The measurement of atmospheric visibility is an important element for road and air transportation safety. We propose in this paper a novel estimator of the atmospheric visibility by already existing conventional highway cameras, with a technique based on the gradient magnitude selected by applying Lambert's law with respect to changes in lighting conditions. The response of this estimator is calibrated by non-linear regression with data from a visibility meter installed in a test site which has been instrumented with a camera. Through our technique, atmospheric visibility estimates are obtained with an average error of 30% for images taken in the day, with sky luminance between 10 to 8,000 cd.m−2 and visibility distances up to 15km. Our results allow us to envision practical implementation on roadsides in the near future to determine local visibility for the benefit of road safety, meteorological observation and air quality monitoring.

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Additional Info

Field Value
Source ISSN: 0968-090X
Author Babari, Raouf, Hautiere, Nicolas, Dumont, Eric, Paparoditis, Nicolas, Misener, James
Maintainer CCSD
Last Updated May 9, 2026, 06:25 (UTC)
Created May 9, 2026, 06:25 (UTC)
Identifier hal-00876442
Language en
contributor Département Infrastructures et Mobilité (IFSTTAR/IM) ; Institut Français des Sciences et Technologies des Transports, de l'Aménagement et des Réseaux (IFSTTAR)-PRES Université Paris-Est
creator Babari, Raouf
date 2012-01-01T00:00:00
harvest_object_id 370ed9fc-0842-4c7f-b3f8-6bcd882b234f
harvest_source_id 3374d638-d20b-4672-ba96-a23232d55657
harvest_source_title test moissonnage SELUNE
metadata_modified 2026-05-05T00:00:00
relation https://doi.org/10.57745/08P7SP
set_spec type:ART