The number of output channels is defined by the number of kernels.
If you want to remove 75% of the input channels and would like to keep the same amount of output channels, you would just remove kernels.
I might be wrong, but that’s not my understanding of the section.



 maaft:

Disabling gradients for certain channels is not possible, correct?


You could zero out the gradients for specific channels.