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Performance question: vehicle & pedestrian detection

I've got a massive collection of camera feeds (~496 of them) coming in, which I want to perform vehicle & pedestrian detection on. I'm just wondering if that's even possible.

The feeds are 352 x 240, so not very big, and they aren't video feeds, they're just JPEGs that change every second. So I basically need to do detection on 496 cameras (although I could definitely reduce this number, and just stick to the ones with the best angles) at 352 x 240, at 1 fps each. Seem like too much for a server or cluster of a couple servers to handle? (CPU obviously, server GPUs are potatoes)