deep-classifiers

This paper introduces an architecture-aware explanation audit protocol for industrial visual inspection, demonstrating that the faithfulness of explanation methods is bounded by their structural compatibility with a model's native decision mechanism, using experiments on wafer map and anomaly detection datasets.