N is the batch size.
H and W are the height and width of the video frame.
Now C and D. I am not sure about which one is the 3 for RGB and 5 for video frames.
I guess 5 would the channels, C=5, and D=3 for the dimension of each video frame.
You cant predefined the batch size in getitem().
try to debug with batch size = 1.