As of my last knowledge update in September 2021, there has been significant research and development in the field of using deep learning for road traffic condition monitoring and fire accident detection. However, please note that I don’t have access to real-time data or the ability to browse the internet for the most recent studies beyond that date.
Here are some key research papers and studies up until September 2021 related to road traffic condition monitoring and fire accident detection using deep learning.1
References
1Reddy YG. A new road traffic condition and fire accident monitoring using deep learning. Journal of Engineering Sciences. 2023;14(10):45-52. https://ir.mallareddyecw.com/id/eprint/336/1/131.pdf