Questions: Does convolution layer support expansion - from lower to higher dimensions?

[leondavi]

In order to build CNN with Autoencoder there is need to perform convolution from higher dimension to lower and then the opposite lower to higher.
The question is whether this operation is supported by convolutional layers or not.

Thanks.