OVD Verification on MIDV-Holo (test)
99SpecificityHoloVerif-Span
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HoloVerif-SpanTraining protocol=Legits only, OOD Threshold=OOD@992026.07 | 99 | — | 19 | — | — | — | |
| MSMTraining protocol=Legits only, OOD Threshold=OOD@992026.07 | 96.2 | — | 72 | — | — | — | |
| WSLTraining protocol=Legits + Non-Legits, Calibration=Maximizing Fscore2026.07 | 95.3 | 95.8 | 96.3 | — | — | — | |
| HoloVerif-SpanTraining protocol=Legits only, OOD Threshold=OOD@952026.07 | 94.6 | — | 35.3 | — | — | — | |
| HoloVerifTraining protocol=Legits + Non-Legits, Calibration=Maximizing Fscore2026.07 | 94.2 | 95.9 | 97.3 | — | — | — | |
| MSMTraining protocol=Legits only, OOD Threshold=OOD@952026.07 | 92.6 | — | 83.3 | — | — | — | |
| MIDV-Holo-BaselineTraining protocol=Legits + Non-Legits, Calibration=Maximizing Fscore2026.07 | 84.9 | 84.8 | 85 | — | — | — | |
| Direct Classifiertype=Generic fraud detector2026.07 | — | — | — | 90 | 89 | 70 | |
| Direct Classifiervariant=With bg. subtraction2026.07 | — | — | — | 97 | 99 | 47 | |
| HoloVeriffocus=holographic content with background subtraction2026.07 | — | — | — | 95 | 96 | 59 | |
| HoloVerifvariant=Pseudo labels only2026.07 | — | — | — | 64 | 80 | 71 | |
| HoloVerifvariant=No augmentations2026.07 | — | — | — | 96 | 96 | 41 | |
| MIDV-Holoevaluation=no verification2026.07 | — | — | — | 85 | 85 | 38 | |
| WSLevaluation=no verification2026.07 | — | — | — | 96 | 97 | 92 |