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#machine learning Preprint Sep 2026

A Quantitative Evaluation Framework for Temporal Explainability in Echocardiographic Video Segmentation

A preliminary quantitative framework for temporal explainability is established and temporal-aware XAI methods that explicitly account for evolving representations in medical video models that explicitly account for evolving representations in medical video models are motivated.

Jiyoo Noh, Jonathan H. Chan · 0 citations

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