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ResearchFormerly WizWand

Hologram Verification on MIDV-Holo and MIDV-DynAttack Combined (Mix)

93AUC (Mix)HoloVerif
53.4863.747484.26Jul 7, 2026
Updated 4mo ago

Evaluation results

MethodLinks
HoloVeriffocus=holographic content with background subtraction2026.0793
Direct ClassifierFrame Rate=15 FPS2026.0793
HoloVerifFrame Rate=15 FPS2026.0793
Direct Classifiertype=Generic fraud detector2026.0792
Direct Classifiervariant=With bg. subtraction2026.0789
Direct ClassifierFrame Rate=15 FPS, Ablation/Variant=With bg. subtraction2026.0789
HoloVerifFrame Rate=15 FPS, Ablation/Variant=No augmentations2026.0788
HoloVerifvariant=No augmentations2026.0787
WSLevaluation=no verification2026.0783
WSLFrame Rate=15 FPS2026.0781
HoloVerifvariant=Pseudo labels only2026.0761
HoloVerifFrame Rate=15 FPS, Ablation/Variant=Pseudo labels only2026.0761
MIDV-Holoevaluation=no verification2026.0757
MIDV-HoloFrame Rate=15 FPS2026.0755