Solved by Nikronic in post #2 
              
              
                Hi, 
The main difference is that transposed convolutions are similar to ordinary convolutions which means they can learn weights based on your tasks but for sure you need to also train them (time and power). But unpooling operator is just a math operator and does not do any learning. 
Sometimes in d…