[1] Redmon, J., Divvala, S., Girshick, R., Farhadi, A.: You only look once: unified, real-time object detection. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 779–788 (2016)

[2] Ultralytics: YOLOv8 Documentation. https://docs.ultralytics.com/. Accessed 1 June 2025

[3] Ramírez, S.: FastAPI: Modern, Fast (High-performance), Web framework for building APIs with Python 3.6+. https://fastapi.tiangolo.com/. Accessed 1 June 2025

[4] OpenCV Team: OpenCV: Open-Source Computer Vision Library. https://opencv.org/. Accessed 1 June 2025

[5] PyTorch Team: PyTorch: An open-source machine learning framework that accelerates the path from research prototyping to production deployment. https://pytorch.org/. Accessed 1 June 2025

[6] Nair, V., Hinton, G.E.: Rectified linear units improve restricted Boltzmann machines. In: Proceedings of the 27th International Conference on Machine Learning (ICML-10), pp. 807–814 (2010)

[7] Roboflow: fire detection-2ipzu Dataset. https://universe.roboflow.com/fire-detection-2ipzu. Accessed 1 June 2025

[8] Roboflow: detect-fire-hjvcj Dataset. https://universe.roboflow.com/detect-fire-hjvcj. Ac-cessed 1 June 2025

[9] Roboflow: vehicle-crash-dataset Dataset. https://universe.roboflow.com/vehicle-crash-dataset. Accessed 1 June 2025

[10] Roboflow: accident-detection-ma Dataset. https://universe.roboflow.com/accident-detection-ma. Accessed 1 June 2025

[11] Hikvision: Hikvision Network Camera Technical Manual. https://www.hikvision.com/. Accessed 1 June 2025

[12] Goodfellow, I., Bengio, Y., Courville, A.: Deep Learning, 2nd edn. MIT Press, Cambridge, MA (2016)