Before revision:  Here we propose that this sampling scheme may be optimal for object recognition because the relevant spatial content is dense near an object and sparse in the surrounding vicinity. We tested this hypothesisby training deep convolutional neural networks on full-resolution and foveatedimages.
After revision:  Here we propose that this sampling scheme may be optimal for object recognition ? To test this hypothesis, we trained deep neural networks on full-resolution and foveatedimages.