If you want to run hours or days worth of video through an object detector - you probably want to go out and buy a gpu and machine to stick it on of your own...
I'm curious as to what the application you're thinking of where this seems like "real world usage"? (I can imagine applications like vision-controlled drones, but I'm pretty sure places like ATH Zurich have better solutions (as in "less generalised and more applicable to drone control") and in-house hardware to train and run it on.)