Informative Class Activation Maps

Understand

We study how to evaluate the quantitative information content of a region within an image for a particular label.

• To this end, we bridge class activation maps with information theory.
• We develop an informative class activation map (infoCAM).
• Given a classification task, infoCAM depict how to accumulate information of partial regions to that of the entire image toward a label.