• Crowd Density Estimation using Imperfect Labels 

      Khan, Muhammad Asif; Menouar, Hamid; Hamila, Ridha ( IEEE , 2023 , Conference Paper)
      Density estimation is one of the most widely used method for crowd counting in which a deep learning model learns from head annotated crowd images to estimate crowd density in unseen images. Typically, the learning performance ...
    • Drones-aided Asset Maintenance in Hospitals 

      Khan, Muhammad Asif; Menouar, Hamid; Hamila, Ridha ( IEEE , 2022 , Conference Paper)
      The rapid outbreak of COVID-19 pandemic invoked scientists and researchers to prepare the world for future disasters. During the pandemic, global authorities on healthcare urged the importance of disinfection of objects ...
    • LCDnet: a lightweight crowd density estimation model for real-time video surveillance 

      Khan, Muhammad Asif; Menouar, Hamid; Hamila, Ridha ( Institute for Ionics , 2023 , Article)
      Automatic crowd counting using density estimation has gained significant attention in computer vision research. As a result, a large number of crowd counting and density estimation models using convolution neural networks ...
    • Revisiting crowd counting: State-of-the-art, trends, and future perspectives 

      Khan, Muhammad Asif; Menouar, Hamid; Hamila, Ridha ( Elsevier , 2023 , Article Review)
      Crowd counting is an effective tool for situational awareness in public places. Automated crowd counting using images and videos is an interesting yet challenging problem that has gained significant attention in computer ...
    • UAV-enabled intelligent transportation systems for the smart city: Applications and challenges 

      Menouar, Hamid; Guvenc, Ismail; Akkaya, Kemal; Uluagac, A. Selcuk; Kadri, Abdullah; ... more authors ( Institute of Electrical and Electronics Engineers Inc. , 2017 , Article)
      There could be no smart city without a reliable and efficient transportation system. This necessity makes the ITS a key component of any smart city concept. While legacy ITS technologies are deployed worldwide in smart ...
    • VALS: Vehicle-Aided location service in urban environment 

      Aissaou, Raik; Dhraief, Amine; Belghith, Abdelfettah; Menouar, Hamid; Filali, Fethi; ... more authors ( Institute of Electrical and Electronics Engineers Inc. , 2016 , Conference Paper)
      In Vehicular Ad-hoc Networks (VANETs), any vehicle uses a location service to get an up-To-date data of all vehicles' positions in its vicinity. Many location services rely on infrastructures to perform location update and ...