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Re:Are deep neural networks dramatically overfitted? (2019) by mjburgess on Tuesday April 06, 2021 @04:11AM (#26709345)
Ambiguity is the norm, it isn't rare. Almost all visual input, ie., light, is ambiguous. We (animals) use the history of our prior geometrical-light experiences (ie., walking around) to use environmental cues to resolve ambiguity.

That billions (, trillions) of images are needed to aproximate what we can do for a single instance, i think is a good guide to the magnitude of the problem.

Google the "amnes room" -- that "illusion" is how we are always seeing.

Re:Are deep neural networks dramatically overfitted? (2019) by jmmcd on Thursday April 08, 2021 @07:40AM (#26737552)
> Ambiguity is the norm

Right. But as you say, usually our priors are good enough. The cases where we stop, double-take, and deliberately look from another angle are rare.