Solved by ptrblck in post #2 
              
              
                The paper explains the interpolation strategy as well as the usage of transposed convolutions in a couple of sections. 
This section might be interesting: 

We have adopted instead a hybrid approach that strikes a good efficiency/accuracy trade-off, using atrous convolution to increase by a factor o…