when I draw your net I find that your res block does not correspond with the usual residual structure in my memory

[handsn]

there is no need for conv_skip(x) just conv_block(x)+x,your step is like neither resnet nor resnext.
If I understand wrong and hope to reply, thank you.

[LansonChen]

I have the same confusion.Did u figure it out ?