1 publication

• Published Subscription Original Research 6 Jul 2026

  Traffic Density Estimation Using Image Frames in Python

  By Hamid Boshara, Awab Mohamed, Mohammad Shoaib Khan, Anurag Dwivedi

  Abstract: Traffic congestion is a critical challenge in modern urban environments, leading to significant delays, environmental pollution, and increased accident rates. With the rapid growth of vehicle populations in metropolitan areas worldwide, the need for intelligent and automated traffic monitoring systems has become increasingly urgent. Traditional monitoring approaches, such as inductive loop detectors and manual surveillance, are limited in scalability, deployment cost, and adaptability to dynamic traffic scenarios. This paper presents …

  Published in Trends in Transport Engineering and Applications · Vol. 13, Issue 2, 2026 · pp. 38–45 Read article →