Why your DL accelerator should be replaced

Intelligence is quickly being added to all our electronics devices. Whether it’s our vehicles that automatically brake when things get dangerous, our phone’s cameras that ensure every picture we take looks great, or our datacenters that need to not just store and distribute our videos, but also understand what’s in them – intelligent image processing using deep learning is everywhere.

But just adding a deep learning accelerator next to a chip’s host CPU subsystem doesn’t mean you have a chip that can handle all the required visual computing tasks. While we’ve seen some designs that didn’t realize this, many SOCs these days do have multiple compute engines for the different imaging-related processing duties.

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