sentence1: the stochastic nature of s3pool enables it to produce different feature maps at each pass for the same training examples , which amounts to implicitly performing a sort of data augmentation , but at intermediate layers .
sentence2: the benefit of s3pool is thus obvious in that , each draw from the pooling step will produce different yet plausible downsampled feature maps , which is equivalent to performing data augmentation at the pooling layer level .