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Add 2 models:
nobn -- clean ReLU without BN.
halfbn -- model same as 1x3 (MSRA init) with 4 BN instead of 13. 3 BN after each pooling and 1 after fc6. time(1x3_half_bn)/ time(1x3)=0.77 and time(1x3_half_bn)/time(1x5)=0.95
maybe we need to post time of forward propagation