Email exchanges with dlib's chief maintainer Davis King

The conversation was caused by my confusion of tensor's dimension inconsistency of input and output of a residual block.

Yes, there is dimension inconsistency.

Yes, there is difference about the net's details that described in original paper.

Finally, lesson learned. :)

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