Author Login IJIRT Partner Network (IPN) Login

AI-BASED TRAFFIC SURVEILLANCE FOR VIOLATION DETECTION AND DENSITY ANALYSIS

  • Unique Paper ID: 174647
  • Volume: 11
  • Issue: 11
  • PageNo: 522-529
  • Abstract:
  • Traffic Offences such as over-speeding, not wearing helmets and seat belts, talking on mobiles, jumping through red lights, and lane jumping are key road safety hazards. The present system is heavily dependent on manpower-based surveillance and post-incidence CCTV data analysis, thereby creating delays, and errors due to a lack of manpower and also variable applications. Manual surveillance also takes more time and will make it infeasible for efficiently tracking delinquents. This paper suggests an artificial intelligence-driven innovative traffic rule violation detection system integrating YOLOv8 for real-time object detection and rule-violation classification, and an optical flow-based Speed Estimation mechanism for over-speeding detection. YOLOv8 detects violations like mobile phone usage, triple riding, red light jumping, lane deviation, and lack of helmets and seat belts. Optical flow-based approaches estimate vehicle speeds to detect over-speeding violations. Besides that, density analysis is incorporated to gauge traffic congestion as well as how it relates to rule breaches to enable more flexible enforcement. Leveraging computer vision, machine learning, and automation with AI support, the envisaged system enables real-time breach detection, best-in-class processing, minimizing human intervention, as well as safer roads. The solution fits with the smart city strategy by offering an adaptable, sturdy, and evidence-based solution for traffic law enforcement.
Download article email to a friend

Cite This Article

  • ISSN: 2349-6002
  • Volume: 11
  • Issue: 11
  • PageNo: 522-529

AI-BASED TRAFFIC SURVEILLANCE FOR VIOLATION DETECTION AND DENSITY ANALYSIS

Related Articles

20 Dec, 2024

Identifying and Categorizing Plant Diseases Through Deep Learning Techniques - A Survey

Read More
25 Oct, 2024

HANDWRITING RECOGNITION FOR EXAM PAPER DIGITIZATION

Read More
Impact Factor
8.01 (Year 2024)
UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now

Latest Publication

Archive

View More

Recent Conferences

NCSEM 2024

National Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024

Submit inquiry