Detection Of Foreign Material Under Vehicle By Artificial Intelligence Methods And Automatic Passing System Yapay Zekâ Yöntemleriyle Araç Altı Yabancı Madde Tespit Edilmesi ve Otomatik Geçiş Sistemi


Özmen M. M., ATEŞ F., Eylence M., ŞENOL R., AKSOY B.

El-Cezeri Journal of Science and Engineering, cilt.9, sa.4, ss.1495-1505, 2022 (Scopus) identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 9 Sayı: 4
  • Basım Tarihi: 2022
  • Doi Numarası: 10.31202/ecjse.1137522
  • Dergi Adı: El-Cezeri Journal of Science and Engineering
  • Derginin Tarandığı İndeksler: Scopus
  • Sayfa Sayıları: ss.1495-1505
  • Anahtar Kelimeler: Automatic Vehicle Access System, License Plate Recognition, ResNet50V2, YOLOV5
  • Isparta Uygulamalı Bilimler Üniversitesi Adresli: Evet

Özet

Today, bombing activities are frequently on the agenda. Bomb devices placed under vehicles are the most common example of bombing activities. Shopping malls, military camps, etc. In places, vehicles are allowed to pass by checking under the vehicle with a mirror. This situation may leave the door open to mistakes that can be made by the personnel checking under the vehicle. In this study, an automatic controlled system was designed for vehicle passage. It is aimed to take under-vehicle images of the vehicles to be taken to a military campus, depending on the license plate recognition system, and to allow these images to pass into the military campus in a controlled manner after determining whether there is a foreign object under the vehicle by using artificial intelligence methods. An interface screen has been created for the designed system. If the incoming license plate is registered in the system and there is no foreign object under the vehicle, the barrier is opened and the vehicle passes.