Crowd Multi Prediction: Single Network for Crowd Counting, Localization and Anomaly Detection
2023 IEEE International Conference on Consumer Electronics, ICCE 2023, Nevada, Amerika Birleşik Devletleri, 6 - 08 Ocak 2023, cilt.2023-January, (Tam Metin Bildiri)
- 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.