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ResearchFormerly WizWand

Face Template Inversion Attack on Age-DB

99.67Type-I TARCLIP-FTI
-2.988423.663350.31576.9667Dec 17, 2025
Updated 8mo ago

Evaluation results

MethodLinks
CLIP-FTIF_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=ElasticFace, FAR (False Acceptance Rate)=10^-32025.1299.67——
Otroshi et al.F_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=ElasticFace, FAR (False Acceptance Rate)=10^-32025.1299.6——
CLIP-FTIF_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=ArcFace, FAR (False Acceptance Rate)=10^-32025.1294.05——
Otroshi et al.F_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=ArcFace, FAR (False Acceptance Rate)=10^-32025.1279.82——
CLIP-FTIF_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=ArcFace, FAR (False Acceptance Rate)=10^-32025.1269.25——
CLIP-FTIF_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=ElasticFace, FAR (False Acceptance Rate)=10^-32025.1268.37——
Otroshi et al.F_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=ArcFace, FAR (False Acceptance Rate)=10^-32025.1267.16——
Otroshi et al.F_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=ElasticFace, FAR (False Acceptance Rate)=10^-32025.1258.04——
CLIP-FTIF_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=HRNet, FAR (False Acceptance Rate)=10^-32025.1218.57——
Otroshi et al.F_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=HRNet, FAR (False Acceptance Rate)=10^-32025.1215.66——
CLIP-FTIF_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=HRNet, FAR (False Acceptance Rate)=10^-32025.129.8——
Otroshi et al.F_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=HRNet, FAR (False Acceptance Rate)=10^-32025.126——
CLIP-FTIF_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=AttentionNet, FAR (False Acceptance Rate)=10^-32025.124.37——
CLIP-FTIF_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=GhostNet, FAR (False Acceptance Rate)=10^-32025.123.72——
Otroshi et al.F_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=AttentionNet, FAR (False Acceptance Rate)=10^-32025.123.53——
Otroshi et al.F_database (Leaked Backbone)=ElasticFace, F_loss (Surrogate Backbone)=ArcFace, F_target (Target Backbone)=GhostNet, FAR (False Acceptance Rate)=10^-32025.123.03——
CLIP-FTIF_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=AttentionNet, FAR (False Acceptance Rate)=10^-32025.122.04——
CLIP-FTIF_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=GhostNet, FAR (False Acceptance Rate)=10^-32025.121.3——
Otroshi et al.F_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=GhostNet, FAR (False Acceptance Rate)=10^-32025.120.97——
Otroshi et al.F_database (Leaked Backbone)=ArcFace, F_loss (Surrogate Backbone)=ElasticFace, F_target (Target Backbone)=AttentionNet, FAR (False Acceptance Rate)=10^-32025.120.96——
CLIP-FTIF_database=ArcFace, F_loss=ElasticFace2025.12—90.0297.87
CLIP-FTIF_database=ElasticFace, F_loss=ArcFace2025.12—95.0398.98
Otroshi et al.F_database=ArcFace, F_loss=ElasticFace2025.12—79.8294.05
Otroshi et al.F_database=ElasticFace, F_loss=ArcFace2025.12—92.2697.43