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Published at December 5Mask of truth: model sensitivity to unexpected regions of medical images
cs.CV
Released Date: December 5, 2024
Authors: Théo Sourget1, Michelle Hestbek-Møller, Amelia Jiménez-Sánchez, Jack Junchi Xu, Veronika Cheplygina
Aff.: 1IT University of Copenhagen, Denmark

| Masking | Atelectasis | Cardiomegaly | Effusion | Pneumonia | Pneumothorax | Glaucoma |
|---|---|---|---|---|---|---|
| No ROI BB | 0.53+/-0.004 | 0.54+/-0.026 | 0.58+/-0.005 | 0.52+/-0.009 | 0.54+/-0.016 | 0.49+/-0.045 |
| No ROI | 0.52+/-0.005 | 0.54+/-0.022 | 0.63+/-0.004 | 0.55+/-0.018 | 0.51+/-0.020 | 0.52+/-0.050 |
| Full | 0.59+/-0.004 | 0.72+/-0.016 | 0.72+/-0.002 | 0.62+/-0.012 | 0.56+/-0.016 | 0.65+/-0.048 |
| Only ROI BB | 0.60+/-0.002 | 0.67+/-0.012 | 0.67+/-0.009 | 0.59+/-0.011 | 0.51+/-0.011 | 0.52+/-0.030 |
| Only ROI | 0.54+/-0.013 | 0.58+/-0.022 | 0.53+/-0.021 | 0.55+/-0.014 | 0.60+/-0.029 | 0.53+/-0.031 |