Visual Detection of Traffic Incident through Automatic Monitoring of Vehicle Activities

Publikation: Beiträge in ZeitschriftenZeitschriftenaufsätzeForschungbegutachtet

Authors

  • Abdul Karim
  • Muhammad Amir Raza
  • Yahya Z. Alharthi
  • Ghulam Abbas
  • Salwa Othmen
  • Md Shouquat Hossain
  • Afroza Nahar
  • Paolo Mercorelli

Intelligent transportation systems (ITSs) derive significant advantages from advanced models like YOLOv8, which excel in predicting traffic incidents in dynamic urban environments. Roboflow plays a crucial role in organizing and preparing image data essential for computer vision models. Initially, a dataset of 1000 images is utilized for training, with an additional 500 images reserved for validation purposes. Subsequently, the Deep Simple Online and Real-time Tracking (Deep-SORT) algorithm enhances scene analyses over time, offering continuous monitoring of vehicle behavior. Following this, the YOLOv8 model is deployed to detect specific traffic incidents effectively. By combining YOLOv8 with Deep SORT, urban traffic patterns are accurately detected and analyzed with high precision. The findings demonstrate that YOLOv8 achieves an accuracy of 98.4%, significantly surpassing alternative methodologies. Moreover, the proposed approach exhibits outstanding performance in the recall (97.2%), precision (98.5%), and F1 score (95.7%), underscoring its superior capability in accurate prediction and analyses of traffic incidents with high precision and efficiency.

OriginalspracheEnglisch
Aufsatznummer382
ZeitschriftWorld Electric Vehicle Journal
Jahrgang15
Ausgabenummer9
Anzahl der Seiten19
DOIs
PublikationsstatusErschienen - 09.2024

Bibliographische Notiz

Publisher Copyright:
© 2024 by the authors.

DOI

Zuletzt angesehen

Publikationen

  1. “Smart is not smart enough!” Anticipating critical raw material use in smart city concepts
  2. Using density surface models to assess the ecological effectiveness of a protected area network in Tanzania
  3. Does the introduction of the Euro have an effect on subjective hypotheses about the price-quality relationship?
  4. The Making of MEZ - Multilingual Development:
  5. Bitcoin und Blockchain
  6. What Role for Public Participation in Implementing the EU Floods Directive? A comparison with the Water Framework Directive, early evidence from Germany, and a research agenda
  7. The use of force against terrorists
  8. Facing complex crime
  9. Gamification and sustainable behaviour
  10. Recurrence-based diagnostics of rotary systems
  11. Two-way NxP fertilisation experiment on barley (Hordeum vulgare) reveals shift from additive to synergistic N-P interactions at critical phosphorus fertilisation level
  12. Why the future is democratic
  13. Personalized Transaction Kernels for Recommendation Using MCTS
  14. 'I Cannot Overreach the Senate': Orienting to the Macro-Context of Legislative Debates of the Nigerian Senate
  15. Influence of processing route on the properties of magnesium alloys
  16. Anonymity reprogrammed
  17. Strong or weak synergy?
  18. Realizing the full potential of behavioural science for climate change mitigation
  19. Using ‘mixed methods’ in sustainable consumption research
  20. Deriving Collaboration Cases in Production Networks Considering Smart Services
  21. Simulation of attention steering process
  22. Existential insecurity and deference to authority
  23. The Mushroom at the End of the World
  24. Introduction
  25. Trace Analysis of the Antineoplastics Ifosfamide and Cyclophosphamide in Sewage Water by Two-Step Solid-Phase Extraction and Gas Chromatography Mass Spectrometry
  26. Intimate Publics