Sanity Checks for Saliency Maps

Justin Gilmer
Justin Gilmer
Michael Muelly
Michael Muelly

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 31 (NIPS 2018), 2018.

Cited by: 306|Bibtex|Views147
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Other Links: dblp.uni-trier.de|academic.microsoft.com|arxiv.org

Abstract:

Saliency methods have emerged as a popular tool to highlight features in an input deemed relevant for the prediction of a learned model. Several saliency methods have been proposed, often guided by visual appeal on image data. In this work, we propose an actionable methodology to evaluate what kinds of explanations a given method can and ...More

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