Black-box Explanation of Object Detectors via Saliency Maps

Petsiuk Vitali
Petsiuk Vitali
Mehra Ashutosh
Mehra Ashutosh
Ordonez Vicente
Ordonez Vicente
Cited by: 0|Bibtex|Views41|Links

Abstract:

We propose D-RISE, a method for generating visual explanations for the predictions of object detectors. D-RISE can be considered "black-box" in the software testing sense, it only needs access to the inputs and outputs of an object detector. Compared to gradient-based methods, D-RISE is more general and agnostic to the particular type o...More

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