Hi
To train a CNN, the input size needs to be same. The possible workaround in your case can be, try to append a matrix of zeros/ any features in order to have the number of depth channels to be equal to maximum possible depth channels. Else, try to reduce the dimensions to fix number of channels using dimensional reduction technique like pca. Hope it will help!