Describe the bug
In #1259 , some layer names of Densenet have changed, thus these layers cannot load weights (trained in ImageNet, provided by Pytorch Hub) correctly.
I'll submit a PR to fix this issue, and add the consistency test case to prevent the same issues in the future.