Re:The Transformer Family
by 0xBABAD00C on Sunday January 29, 2023 @07:56PM
(#34574556)
I don't think what you're saying contradicts what I'm saying. My baseline / reference point wasn't CNNs.
There are bit caveats here:
Vision transformers outperform CNNs in HUGE data regimes. On small datasets, CNNs still shine.
Also, if you take a CNN with modern tricks, they can be on par with vision transformers, e.g convnext
Transformers really dominate when you scale the amount of data to infinity
Not really. It's not simply that modern architectures are not adding additional inductive biases, they are actively throwing away the inductive bias that used to be used by everyone. For example, it was taken for granted that you should use CNNs to give you translation invariance, but apparently now visual transformers can match that performance with the same amount of compute.