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Signal or Noise? Auditing Rotation-Induced Saliency Drift in Medical and Aerial Imaging

Hassan, Khawaja Murad ul et al.
arXiv (All) · Papers
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artificial-intelligencecomputer-vision-and-pattern-recognitioni-2-10i-2-6i-4-8
Post-hoc saliency maps such as Grad-CAM are increasingly used to audit why a deployed vision model made a decision, yet the heatmap drifts when the input is rotated, even when the prediction is unchanged. In domains with no canonical orientation, such as histopathology and aerial imagery, this under
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