Design considerations for the processing system of a CNN-based automated surveillance system.

•New algorithms have changed the implementation of automated surveillance systems.•Batches of camera frames better leverage modern processing hardware.•Quantization can be effective in reducing processing time.•Deep learning framework may impact performance.