Thank you for your prompt reply
Actually I want to do this for a video sequence,
because when I proceed one single frame throw the network,
after the third maxpooling3D layer, one of the dimensions become
null (equal to zero) so I get this kind of error :
"output size is too small"
So I thought if I add more input channels the dimension will not reach 0.