Deliberative Explanations: visualizing network insecurities

Pei Wang, Nuno Nvasconcelos

Neural Information Processing Systems 

The explanation consists of a list of insecurities, each composed of 1) an image region (more generally, a set of input variables), and 2) an ambiguity formed by the pair of classes responsible for the network uncertainty about the region.

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