I agree, so I looked at running image detection offline on a raspberry pi and wrote a post about it. It can't do anywhere near real time object detection on the larger YOLO models, but real time detection is often unnecessary. Also there are smaller models (e.g. yolo-mini) that can likely give you an acceptable frame rate.

https://medium.com/ml-everything/offline-object-detection-an...