Inspect channel contribution

I’m running classification task based on medical image data (MRI), by input data is 3 channel input image of differ MRI contrast.
How can I inspect the channels contribution to the classification performance?
Is it possible to utilize to hooks (or other function) for this aim?
Thanks
Moran