Solved by justusschock in post #2 
              
              
                The first number represents the Batchsize (N) and for tensors holding data of a dimension of 1 or above the next dimension is usually referred to as channel-dimension. The following dimensions are commonly height, width and depth. 
So for 2d data (images) you have a 4d tensor of NxCxHxW which you fe…