Solved by apsvieira in post #2 
              
              
                There are some papers using grouped convolutions. 
Depthwise separable convolutions are used on the Xception paper and here. Both present grouped convolutions as an alternative to reduce the total number of network parameters and computational cost. 
There are a bunch of other refs, but I cannot say…