eess.IV · 2026-06-16 · No. 25
Image and Video Processing, 2026-06-16.
1 new papers in eess.IV. Titles, authors,
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01 — The papers
1 entries-
01
Input-Dependent Fisher Information for Local Sensitivity Analysis of Medical Image Classifiers
Sourya Sengupta. Mark A. Anastasio
eess.IV · cs.AI · cs.IT
Deep neural networks have achieved strong performance in medical image classification, but often work like black-box. Commonly used post-hoc interpretation methods often provide heuristic visualizations whose relationship to the classifier's predictive distribution is indirect. This work introduces a local sensitivity analysis framework based on the input-dependent Fisher Information Matrix (iFIM) of a trained classifier. The iFIM...
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