I have 50 cameras, each providing 1080p resolution feeds, on which I am applying video analytics and computer vision techniques using the YOLOv8n model. To meet my requirements, I need to process approximately 2,500 frames per second.
I tested this on Rtx3090 GPU with 32GB ram i was able to process 200 frames per second.
Could you suggest the appropriate hardware and GPU setup needed to achieve this? Additionally, are there cost-effective alternatives, such as using multiple Jetson AGX Orin devices or opting for a cloud-based solution?
Aditya Bharadwaj is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.