Crowd Multi Prediction: Single Network for Crowd Counting, Localization and Anomaly Detection

Coskun M. F., AKAR G.

2023 IEEE International Conference on Consumer Electronics, ICCE 2023, Nevada, Amerika Birleşik Devletleri, 6 - 08 Ocak 2023, cilt.2023-January identifier identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Cilt numarası: 2023-January
  • Doi Numarası: 10.1109/icce56470.2023.10043501
  • Basıldığı Şehir: Nevada
  • Basıldığı Ülke: Amerika Birleşik Devletleri
  • Anahtar Kelimeler: crowd analysis, crowd counting localization and abnormal event detection, multi-task prediction, synthetic crowd dataset generation with GTA-V game
  • Orta Doğu Teknik Üniversitesi Adresli: Evet

Özet

In this study, we propose a neural network to solve crowd counting, localization and abnormal event detection problems together. Our proposed model combines P2P-Net with a novel crowd anomaly detection module. The final network has a single backbone and multiple head structure. Synthetic datasets are used for training and evaluation. Results show that our model gets high accuracy in crowd anomaly detection task.