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4 Results Found

  • Article
  • Open Access
10 Citations
3,759 Views
16 Pages

Deep Dilated Convolutional Neural Network for Crowd Density Image Classification with Dataset Augmentation for Hajj Pilgrimage

  • Roman Bhuiyan,
  • Junaidi Abdullah,
  • Noramiza Hashim,
  • Fahmid Al Farid,
  • Wan Noorshahida Mohd Isa,
  • Jia Uddin and
  • Norra Abdullah

7 July 2022

Almost two million Muslim pilgrims from all around the globe visit Mecca each year to conduct Hajj. Each year, the number of pilgrims grows, creating worries about how to handle such large crowds and avoid unpleasant accidents or crowd congestion cat...

  • Article
  • Open Access
2 Citations
2,439 Views
15 Pages

The Hajj pilgrimage involves high crowd density within limited time and space, making traditional crowd control methods insufficient for real-time alerts or predictive safety measures. This research proposes a machine learning-based system to enhance...

  • Article
  • Open Access
34 Citations
5,909 Views
19 Pages

Hybrid Classifiers for Spatio-Temporal Abnormal Behavior Detection, Tracking, and Recognition in Massive Hajj Crowds

  • Tarik Alafif,
  • Anas Hadi,
  • Manal Allahyani,
  • Bander Alzahrani,
  • Areej Alhothali,
  • Reem Alotaibi and
  • Ahmed Barnawi

28 February 2023

Individual abnormal behaviors vary depending on crowd sizes, contexts, and scenes. Challenges such as partial occlusions, blurring, a large number of abnormal behaviors, and camera viewing occur in large-scale crowds when detecting, tracking, and rec...

  • Article
  • Open Access
41 Citations
6,203 Views
16 Pages

Abnormal Activity Recognition from Surveillance Videos Using Convolutional Neural Network

  • Shabana Habib,
  • Altaf Hussain,
  • Waleed Albattah,
  • Muhammad Islam,
  • Sheroz Khan,
  • Rehan Ullah Khan and
  • Khalil Khan

11 December 2021

Background and motivation: Every year, millions of Muslims worldwide come to Mecca to perform the Hajj. In order to maintain the security of the pilgrims, the Saudi government has installed about 5000 closed circuit television (CCTV) cameras to monit...