Great repository! I am working on a very similar project using mxnet and I failed to reproduce the numbers from the Margin loss paper.
Does your code reproduce the uncropped R@1 of 63.6% for CUB200 from the paper? I saw that you changed adam to SGD and added more epochs.
Thanks!