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Published at December 10A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection
cs.CV
Released Date: December 10, 2024
Authors: Debasmita Pal1, Redwan Sony1, Arun Ross1
Aff.: 1Michigan State University

| Clarkson | Warsaw | NotreDame | IW | |||
| Test | K.Test | U.Test | K.Test | U.Test | Test | |
| Exp. A: Training Dataset - Clarkson | ||||||
| (1) | 89.1 | 36.3 | 40.7 | 63.8 | 21.4 | 44.2 |
| (2) | 88.3 | 61.1 | 35.0 | 85.4 | 36.7 | 48.4 |
| (3) | 89.6 | 25.1 | 32.7 | 75.1 | 27.3 | 33.5 |
| (4) | 91.1 | 92.4 | 88.7 | 94.3 | 49.9 | 51.8 |
| Exp. B: Training Dataset - IIITD-WVU (IW) | ||||||
| (1) | 23.7 | 58.2 | 97.3 | 93.1 | 49.9 | 45.9 |
| (2) | 22.5 | 52.2 | 68.7 | 90.9 | 36.9 | 54.4 |
| (3) | 18.1 | 81.6 | 73.1 | 98.2 | 37.7 | 64.9 |
| (4) | 51.5 | 85.3 | 89.9 | 98.5 | 57.3 | 68.0 |
| Exp. C: Training Dataset - NotreDame | ||||||
| (1) | 56.8 | 100.0 | 94.9 | 100.0 | 93.8 | 87.0 |
| (2) | 70.1 | 98.2 | 91.8 | 99.9 | 92.7 | 74.9 |
| (3) | 47.3 | 82.6 | 35.9 | 100.0 | 43.7 | 54.9 |
| (4) | 76.5 | 100.0 | 87.9 | 100.0 | 75.6 | 76.0 |