the network input is 3x112x112 (RGB, x,y), and zero padding (3,3), and filter is 7x7, stride 2.
then, the network will actually perform a 7x7 filter, stride 2 operation on the 3x118x118. but, maybe, last 1 padding remains.
what happen?
output is 56x56? or 57x57?