B-cos Networks: Alignment is All We Need for Interpretability

Moritz Böhle, Mario Fritz, Bernt Schiele

We present a new direction for increasing the interpretability of deep neural networks (DNNs) by promoting weight-input alignment during training. For this, we propose to replace t…