Solved by Topsoil in post #2 
              
              
                Answer found: use torch.split(tensor,1,channel_dim_index)| 
So if tensor is of shape (3,100,250), use torch.split(tensor,1,1) to get a tuple of 100 tensor of shape (3,1,250)