Hologram Verification on MIDV-Holo and MIDV-DynAttack Combined (Mix)
93AUC (Mix)HoloVerif
Evaluation Results
| Method | Links | |
|---|---|---|
| HoloVeriffocus=holographic content with background subtraction2026.07 | 93 | |
| Direct ClassifierFrame Rate=15 FPS2026.07 | 93 | |
| HoloVerifFrame Rate=15 FPS2026.07 | 93 | |
| Direct Classifiertype=Generic fraud detector2026.07 | 92 | |
| Direct Classifiervariant=With bg. subtraction2026.07 | 89 | |
| Direct ClassifierFrame Rate=15 FPS, Ablation/Variant=With bg. subtraction2026.07 | 89 | |
| HoloVerifFrame Rate=15 FPS, Ablation/Variant=No augmentations2026.07 | 88 | |
| HoloVerifvariant=No augmentations2026.07 | 87 | |
| WSLevaluation=no verification2026.07 | 83 | |
| WSLFrame Rate=15 FPS2026.07 | 81 | |
| HoloVerifvariant=Pseudo labels only2026.07 | 61 | |
| HoloVerifFrame Rate=15 FPS, Ablation/Variant=Pseudo labels only2026.07 | 61 | |
| MIDV-Holoevaluation=no verification2026.07 | 57 | |
| MIDV-HoloFrame Rate=15 FPS2026.07 | 55 |