Thanks @ptrblck for your response. My guess would be only comparison with same architecture to FCN-AlexNet, as default FCN-AlexNet architecture 15 does not has batch norm.
How about freeze the BatchNorm layer while  Tuning?
Yes, Authors provide implementation for this on github 63 but I don’t have much idea of Caffe Blob objects.