We compensated for this by stacking fully connected layers (with 4096 units per layer, ReLU activation, and dropout) after the non-bilinear pooling methods to increase their number of parameters.
even with similar parameter budgets, nonbilinear methods could not achieve the same accuracy as the MCB method.