Line 126 in imagenet_and_broden_fetcher.py (bytes = urllib.request.urlopen(all_images)) fails. This seems to be a result of bad URLs (e.g. http://imagenet.stanford.edu/api/text/imagenet.synset.geturls?wnid=n02391049).