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. :)