Not sure what some of these AI researchers are thinking.
Training a machine to recognise cups by showing it pictures of 50,000 cups is like teaching a kid to recognise cups without ever showing them what a cup does. You need a volumetric projection, stupid...
There's really nothing wrong with neural nets. or iterative self-pruning hidden layers of any kind... but in this case, we're talking about 3D objects being analysed in 2D without a 3D data-structure.
I know it's expensive to do things in 3D, but this is swasacbkards.
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