Workflow from Scientific Research

Left: Illustration of the deliberations made by a human to categorize an ambiguous image. Insecurities are ambiguous regions. Right: Deliberative explanations expose this deliberative process. Unlike attributions, which simply attribute the prediction to image regions (left), they expose the insecurities experienced by the classifier while reaching that prediction (center). Each insecurity consists of an image region and an ambiguity, expressed as a pair of classes to which the region appears to belong to. Examples from the confusing classes are shown in the right.

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