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> With a modern GPU, we should be able to detect objects in high-res videos at several frames a second.

How much power does this thing use?

And which modern GPU... my 1050ti struggles with out of memory issues and pytorch.

Well a 1050 is pretty underpowered for real-time object detection...

1080ti work?

For training maybe. Inference uses far less memory.