original image you basically some of the pixels have been moved around in certain ways but to kind of to preserve the kind of the statistics of that of the image it's it's it's actually work by by Leon Gattis ok so we change the input but the neural network is perfectly happy to still call it a collie in fact I can give you other random images like this right and it's still basically happy to call it by that same class collie ok and what this suggests is that this magical black box the convolutional neural network is not actually doing that much