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Generating Medical Image Counterfactuals using Causal Explanations

Kelly, David A. et al.
arXiv (OAI Expanded) · Papers
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computer-vision-and-pattern-recognition
Deep learning models have achieved impressive performance in medical image diagnosis, yet their deployment in clinical settings remains constrained by limited explainability. Counterfactual images provide one means of auditing model behavior by showing how an image would need to change for a classif
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