Hologram Verification on MIDV-DynAttack (full)
94Recall (Overall)HoloVerif
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| HoloVerifFrame Rate=15 FPS, Ablation/Variant=No augmentations2026.07 | 94 | — | — | — | |
| HoloVerifFrame Rate=15 FPS2026.07 | 93 | — | — | — | |
| HoloVerifFrame Rate=15 FPS, Ablation/Variant=Pseudo labels only2026.07 | 92 | — | — | — | |
| WSLFrame Rate=15 FPS2026.07 | 83 | — | — | — | |
| Direct ClassifierFrame Rate=15 FPS2026.07 | 81 | — | — | — | |
| Direct ClassifierFrame Rate=15 FPS, Ablation/Variant=With bg. subtraction2026.07 | 79 | — | — | — | |
| HoloVerifFrame Rate=15 FPS, Ablation/Variant=Pseudo labels only2026.07 | 76 | — | — | — | |
| MIDV-HoloFrame Rate=15 FPS2026.07 | 69 | — | — | — | |
| HoloVerifFrame Rate=15 FPS2026.07 | 63 | — | — | — | |
| Direct ClassifierFrame Rate=15 FPS2026.07 | 39 | — | — | — | |
| HoloVerifFrame Rate=15 FPS, Ablation/Variant=No augmentations2026.07 | 29 | — | — | — | |
| Direct ClassifierFrame Rate=15 FPS, Ablation/Variant=With bg. subtraction2026.07 | 19 | — | — | — | |
| WSLFrame Rate=15 FPS2026.07 | 3 | — | — | — | |
| MIDV-HoloFrame Rate=15 FPS2026.07 | 2 | — | — | — | |
| Direct Classifiertype=Generic fraud detector2026.07 | — | 82 | 90 | 52 | |
| Direct Classifiervariant=With bg. subtraction2026.07 | — | 81 | 17 | 21 | |
| HoloVeriffocus=holographic content with background subtraction2026.07 | — | 93 | 28 | 61 | |
| HoloVerifvariant=Pseudo labels only2026.07 | — | 87 | 60 | 65 | |
| HoloVerifvariant=No augmentations2026.07 | — | 94 | 19 | 29 | |
| MIDV-Holoevaluation=no verification2026.07 | — | 72 | 19 | 3 | |
| WSLevaluation=no verification2026.07 | — | 81 | 14 | 2 |