Before revision:  We compare the properties of attention heatmaps systematically against those computed with explanation methods such as LRP, Grad-CAM  and Guided Grad-CAM.
After revision:  We compare the properties of attention heatmaps systematically against the explanations computed with explanation methods such as LRP, Grad-CAM and Guided Grad-CAM.