Hi,
I think it is not good idea to just get rid of a channel. If your model generates outputs of size [1, 2, ...] then simply you can change last layer to generate 1 channel outputs. Otherwise, you have to find a function that maps 2 channel to 1 channel, otherwise you might lose a lot of information.
Doing it on UNet model is really easy.
Bests