Before revision:  The only other ingredients in our network are a spatial gradient operation, which uses dot-products of derivatives to encode tangent-invariant filters, and a multi-layer perceptron applied independently at each point .
After revision:  The only other ingredients in the method are a multi-layer perceptron applied independently at each point .