Neural Networks seem to follow a puzzlingly simple strategy to classify images

At its core our work shows that CNNs use the many weak statistical regularities present in natural images for classification and don’t make the jump towards object-level integration of image parts like humans. The same is likely true for other tasks and sensory modalities.