Presentation Attack Detection on Iris PAD Open-set (test)
0.554Printout ScoreDenseNet (XENT)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DenseNet (XENT)Category=Baseline Performance2026.03 | 0.554 | 0.9377 | 0.8321 | 0.9831 | 0.2337 | 0.9167 | 0.9868 | 0.7777 | |
| DINOv2 + SVM-RBFCategory=Foundation Model (No Saliency)2026.03 | 0.2885 | 0.0588 | -0.518 | 0.0047 | 0.2835 | -0.0118 | 0.0132 | 0.017 | |
| DINOv2 + SVM-LinearCategory=Foundation Model (No Saliency)2026.03 | 0.1914 | 0.0219 | -0.0924 | -0.0037 | 0.1408 | 0.0035 | -0.0935 | 0.024 | |
| DINOv2 + LogRegCategory=Foundation Model (No Saliency)2026.03 | 0.1026 | 0.0255 | -0.1449 | -0.0187 | 0.0297 | -0.02 | -0.035 | -0.0087 | |
| Equal EntropyCategory=Hand Annotations2026.03 | 0.0879 | -0.0535 | 0.0423 | 0.0094 | 0.0173 | -0.0341 | 0.0088 | 0.0112 | |
| High EntropyCategory=Hand Annotations2026.03 | 0.0257 | 0.0088 | 0.0166 | 0.0169 | 0.0623 | -0.0294 | 0 | 0.0144 | |
| Low EntropyCategory=Hand Annotations2026.03 | -0.0403 | 0.0079 | 0.0282 | 0.0094 | 0.1676 | -0.0082 | 0.0103 | 0.025 | |
| Baseline Saliency-basedCategory=Segmentation Masks2026.03 | -0.0522 | 0.0211 | 0.0615 | 0.0094 | 0.092 | -0.0587 | 0.0088 | 0.0117 | |
| Initial Eye TrackingCategory=Eye Tracking Saliency2026.03 | -0.2701 | -0.0473 | 0.0743 | -0.043 | 0.1753 | -0.0834 | -0.3815 | -0.0822 | |
| Full Eye TrackingCategory=Eye Tracking Saliency2026.03 | -0.2765 | -0.021 | 0.0153 | -0.0664 | 0.0824 | -0.1198 | -0.2353 | -0.0888 | |
| De-noised Full ETCategory=Eye Tracking Saliency2026.03 | -0.2893 | -0.0412 | 0.0717 | -0.0927 | 0.2194 | -0.1127 | -0.3552 | -0.0857 | |
| De-noised Initial ETCategory=Eye Tracking Saliency2026.03 | -0.3617 | -0.0412 | 0.0551 | -0.1413 | 0.16 | -0.0599 | -0.3552 | -0.1063 |