DeCoDEx: Confounder Detector Guidance for Improved Diffusion-based Counterfactual Explanations

Nima Fathi; Amar Kumar; Brennan Nichyporuk; Mohammad Havaei; Tal Arbel

2024 MIDL MIDL 2024

DeCoDEx: Confounder Detector Guidance for Improved Diffusion-based Counterfactual Explanations

Abstract

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🌉 Interdisciplinary Bridge - Artificial Intelligence and Computer Vision

Authors

Nima Fathi, Amar Kumar, Brennan Nichyporuk, Mohammad Havaei, Tal Arbel

Topics

Machine Learning > Application Areas > Domain Adaptation Deep Learning > Models > Diffusion Models Computer Vision > Domain-Specific > Medical Imaging

Keywords

counterfactual explanation diffusion-based generator confounders artifact detector chexpert dataset support devices

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