CRAFT: Concept Recursive Activation FacTorization for Explainability

Attribution methods, which employ heatmaps to identify the most influential regions of an image that impact model decisions, have gained widespread popularity as a type of explainability method. However, recent research has exposed the limited practical value of these methods, attributed in part to...

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Bibliographic Details
Main Authors: Fel, Thomas, Picard, Agustin, Bethune, Louis, Boissin, Thibaut, Vigouroux, David, Colin, Julien, Cadenc, Remi, Serre, Thomas
Format: Conference Proceeding
Language:English
Subjects:
Benchmark testing
Computational modeling
Computer vision
Decision making
Estimation
Explainable computer vision
Heating systems
Pattern recognition
Online Access:Request full text
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