Dear ThaHypnotoad,
I am not an expert in this but I believe most papers are reporting results using the ILSVRC 2012 data. For how to set up the folders you can follow the instructions here https://github.com/soumith/imagenet-multiGPU.torch 264
Perhaps someone more knowledgeable can confirm?