Iris Presentation Attack Detection on Iris PAD Open-set (test)
-0.0523Performance Score (Printout)DINOv2 + SVM-Linear
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DINOv2 + SVM-LinearCategory=Foundation Model (No Saliency), Backbone=DINOv2, Classifier=SVM (Linear), Protocol=Open-set2026.03 | -0.0523 | -0.1247 | -0.0033 | -0.0613 | 0.0017 | -0.0351 | 0.1737 | -0.0145 | |
| DINOv2 + LogRegCategory=Foundation Model (No Saliency), Backbone=DINOv2, Classifier=Logistic Regression, Protocol=Open-set2026.03 | -0.0326 | -0.1079 | 0.0378 | -0.034 | 0.0086 | -0.0327 | 0.152 | -0.0013 | |
| High EntropyCategory=Hand Annotations, Protocol=Open-set2026.03 | -0.0184 | 0.052 | 0.0073 | -0.0712 | -0.0123 | -0.005 | 0.0175 | -0.0043 | |
| DINOv2 + SVM-RBFCategory=Foundation Model (No Saliency), Backbone=DINOv2, Classifier=SVM (RBF), Protocol=Open-set2026.03 | -0.0104 | 0.0023 | 0.1796 | 0.1121 | -0.0159 | -0.0448 | 0.1167 | 0.0485 | |
| Equal EntropyCategory=Hand Annotations, Protocol=Open-set2026.03 | -0.001 | 0.0847 | -0.0098 | -0.0122 | -0.0021 | 0.0274 | 0.0277 | 0.0164 | |
| Low EntropyCategory=Hand Annotations, Protocol=Open-set2026.03 | -0.0001 | -0.0077 | 0.0294 | -0.016 | -0.0384 | 0.014 | -0.0157 | -0.0049 | |
| Baseline Saliency-basedCategory=Segmentation Masks, Protocol=Open-set2026.03 | 0.0087 | -0.0052 | 0.0385 | -0.0511 | -0.0212 | 0.0345 | 0.0232 | 0.0039 | |
| Full Eye TrackingCategory=Eye Tracking Saliency, Protocol=Open-set2026.03 | 0.0473 | 0.0282 | -0.0468 | 0.0941 | -0.0155 | 0.0474 | 0.2387 | 0.0562 | |
| Initial Eye TrackingCategory=Eye Tracking Saliency, Protocol=Open-set2026.03 | 0.0513 | 0.0192 | -0.0155 | 0.0236 | -0.0481 | 0.065 | 0.2672 | 0.0518 | |
| De-noised Full ETCategory=Eye Tracking Saliency, Protocol=Open-set2026.03 | 0.0604 | 0.0345 | -0.082 | 0.0621 | -0.0782 | 0.0597 | 0.2438 | 0.0429 | |
| De-noised Initial ETCategory=Eye Tracking Saliency, Protocol=Open-set2026.03 | 0.0627 | 0.0574 | -0.0645 | 0.109 | -0.0453 | 0.0372 | 0.2692 | 0.0608 | |
| DenseNet (XENT)Category=Baseline Performance, Protocol=Open-set2026.03 | 0.9169 | 0.6537 | 0.8012 | 0.6541 | 0.9717 | 0.745 | 0.655 | 0.7711 |