Solved by jbschlosser in post #2 
              
              
                Convolutions are implemented as cross-correlations for performance / efficiency, as you brought up. 
From Performance Evaluation of cuDNN Convolution Algorithms on NVIDIA Volta GPUs: “The advantage of cross-correlation is that it avoids the additional step of flipping the filters to perform the conv…