Designing of a Smart Workspace Video Surveillance System Isyeri Uygulamalari i in Akilli bir Video G zetim Sistemi Tasarimi

AKBAŞ A., Alghabawi A.

33rd IEEE Conference on Signal Processing and Communications Applications, SIU 2025, İstanbul, Türkiye, 25 - 28 Haziran 2025, (Tam Metin Bildiri) identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Doi Numarası: 10.1109/siu66497.2025.11111855
  • Basıldığı Şehir: İstanbul
  • Basıldığı Ülke: Türkiye
  • Anahtar Kelimeler: computer vision, smart video surveillance systems, video processing, workplace surveillance
  • Bilecik Şeyh Edebali Üniversitesi Adresli: Evet

Özet

A smart workplace video surveillance system has been designed to monitor employees' working performance. The system classifies the per-second activity status of employees by using body positions generated by MediaPipe Pose as input data. The Random Forest (RF) model used for this purpose was trained and tested by a generated dataset with 17482 elements. The results of 5-fold cross-validation tests show that designed system provides a generalizable performance over 98%.