Distributed and collaborative real-time vehicle detection and classification over the video streams

Creative Commons License

KUL S., EKEN S., SAYAR A.

INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, cilt.14, sa.4, 2017 (SCI-Expanded) identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 14 Sayı: 4
  • Basım Tarihi: 2017
  • Doi Numarası: 10.1177/1729881417720782
  • Dergi Adı: INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus
  • Anahtar Kelimeler: Real-time systems, topic-based publish, subscribe, vehicle detection and classification, intelligent traffic management systems, video processing, SYSTEM
  • Kocaeli Üniversitesi Adresli: Evet

Özet

Traffic surveillance cameras are widely used in traffic management and information systems. Processing streaming media in real time is resource and time-consuming processes and even impossible to realize in most real-world applications. To overcome the performance problems in such applications, this article introduces a middleware system based on pub/sub messaging protocol and a dispatcher to preprocess the streams in real time. Experimental results show that proposed middleware may be utilized in different areas such as infrastructure planning, traffic management, and prevention of traffic offenses.