Does this work if you use data transforms augmentation so that the pixel isn't always seen in the same spot? You probably wouldn't do any panning/rotation etc.

Does this work if you use data transforms augmentation so that the pixel isn't always seen in the same spot? You probably wouldn't do any panning/rotation etc. for CIFAR 10, but for most practical purposes you probably would do more augmentation and I wonder if that defeats this?