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Re:Waymo CEO dismisses Tesla self-driving plan: “This is not... by sudosysgen on Monday January 25, 2021 @11:27AM (#25905015)
I'm fairly certain L5 automation won't need anywhere near the processing capacity of the visual cortex.
Re:Waymo CEO dismisses Tesla self-driving plan: “This is not... by pas on Monday January 25, 2021 @11:44AM (#25905284)
The visual cortex part is what current deep learning stuff handles pretty well. What's not so obvious is how to generate a model that can manage the "usual problems" (unclear road signs, debris on road, pedestrians/cyclists, harm minimization in accidents) without "freaking out" (phantom braking).

For example if the car in front did not even slow down while going through some obstacle (the proverbial plastic bag), then it's very likely that we don't have to either. But if something looks like a drunk guy trying to cross the highway, then it's caution time.

That said, without the actual data/studies/access on what Tesla does and how, it's hard to say how good they are at this. (Sure, in theory everything needed to drive a car well can be inferred from regular human vision visuals. But that means their model has to be able to do counterfactual reasoning - I see this thing as a wall, but other cars go through it, so it's not a wall, so maybe it's a marking. Otherwise it'll very hard to just figure out things frame-by-frame and simply by raw object detection.)

Re:Waymo CEO dismisses Tesla self-driving plan: “This is not... by sudosysgen on Monday January 25, 2021 @02:39PM (#25907725)
The visual cortex does a lot more. It can predict future states, it does things like attention, it can classify states that are abnormal and direct attention to it, it can make analogies between different objects and use those to decide what is normal and what isn't. It's a lot more than just object recognition - it can also generate object classes on-the-fly and use them in the future.

We are very, very far from that. And having such a developed visual processing system is a prerequisite for feeding an executive processing system that can do counterfactual reasoning.