Image Classification with Consistent Supporting Evidence

Adoption of machine learning models in healthcare requires end users’ trust in the system. Models that provide additional supportive evidence for their predictions promise to facilitate adoption. We define consistent evidence to be both compatible and sufficient with respect to model predictions. We...

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Bibliographic Details
Main Author: Wang, Peiqi
Other Authors: Golland, Polina
Format: Thesis
Published: Massachusetts Institute of Technology 2022
Online Access:https://hdl.handle.net/1721.1/143207