sentence1: unlike previous implementations where image descriptors were manually formed from cnn layer activations , arandjelovic et al trained a new vlad layer for an end-to-end cnn-based-vpr .
sentence2: thus , arandjelovic et al added a new vlad layer to the cnn architecture which could be trained in an end-toend manner for vpr .