Afshin Moazzam

Image-based estimation of ambient particulate matter: a scoping review

Abstract Air quality is a major public health concern, while particulate matter (PM) measurements remain limited by the spatial coverage and high operational costs of reference monitoring stations. This scoping review synthesises the literature on image-based PM estimation from o...

Benchmarking and assessment of image-based methods for particulate matter estimation: The AQpictures project

Abstract. Fine particulate matter (PM2.5) is a major air-quality and public-health concern, while conventional monitoring networks remain limited in coverage and costly to deploy and maintain. This work presents the AQpictures project, which investigates alternative low-cost moni...