I calculated the BatchNorm2d 18 manually by Numpy Broadcasting 11  as defined in PyTorch reference.  I got similar values to the ones in Tensorflow implementation, which confirms my doubt about the way I use BatchNorm2d in my implementation.
Any idea how to use these parameters from a pre-trained model for feature extraction?