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ResearchFormerly WizWand

Audio-visual video forgery detection on FakeAVCeleb

99.29AccuracyAV-Lip-Sync+ with FE
48.028461.336774.64587.9533Nov 5, 2023
Updated 8mo ago

Evaluation results

MethodLinks
AV-Lip-Sync+ with FEType=Multimodal (ours), Modality=AV, Class=Real2023.1199.2910098.5799.28
AV-Lip-Sync+ with FEType=Multimodal (ours), Modality=AV, Class=Fake2023.1199.2998.5910099.29
FRADEType=Multimodal, Modality=AV2023.1198.6———
AVFFType=Multimodal, Modality=AV2023.1198.6———
AVTENetType=Multimodal-Ensemble, Modality=AV, Class=Real2023.1198.5710097.1498.55
AVTENetType=Multimodal-Ensemble, Modality=AV, Class=Fake2023.1198.5797.2210098.59
AV-Lip-Sync+Type=Multimodal (ours), Modality=AV, Class=Real2023.1198.5798.5798.5798.57
AV-Lip-Sync+Type=Multimodal (ours), Modality=AV, Class=Fake2023.1198.5798.5798.5798.57
MMMS-BAType=Multimodal, Modality=AV2023.1197.9———
MIS-AVioDDType=Fusion, Modality=AV2023.1196.2———
PVASS-MDDType=Multimodal, Modality=AV2023.1195.7———
Intra-Cross-modalType=Multimodal, Modality=AV2023.1194.59———
AV-Lip-SyncType=Multimodal, Modality=AV, Class=Real2023.1193.5791.7895.7193.71
AV-Lip-SyncType=Multimodal, Modality=AV, Class=Fake2023.1193.5795.5291.4393.43
AVFakeNetType=Multimodal-Ensemble, Modality=AV2023.1193.41———
MultimodaltraceType=Multimodal, Modality=AV2023.1192.9———
A-V AnomalyType=Multimodal, Modality=AV2023.1192.71———
Zero-ShotType=Fusion, Modality=AV2023.1191.94———
Ensemble modelType=Multimodal-Ensemble, Modality=AV, Class=Real2023.1189.2983.1398.5790.2
Ensemble modelType=Multimodal-Ensemble, Modality=AV, Class=Fake2023.1189.2998.258088.19
MCLType=Contrastive Learning, Modality=AV2023.1189.25———
POI-ForensicsType=Identity Aware, Modality=AV2023.1185.5———
AVoiD-DFType=Fusion, Modality=AV2023.1183.7———
VGG16Type=Unimodal, Modality=V, Class=Real2023.1181.0369.3589.6678.21
VGG16Type=Unimodal, Modality=V, Class=Fake2023.1181.0387.2477.582.08
VGG16Type=Ensemble (Soft-Voting), Modality=AV, Class=Real2023.1178.0469.3589.6678.21
VGG16Type=Ensemble (Soft-Voting), Modality=AV, Class=Fake2023.1178.0489.4868.9477.88
VGG16Type=Ensemble (Hard-Voting), Modality=AV, Class=Real2023.1178.0469.3589.6678.21
VGG16Type=Ensemble (Hard-Voting), Modality=AV, Class=Fake2023.1178.0489.4868.9477.88
XceptionType=Unimodal, Modality=A, Class=Real2023.1176.2687.560.8771.79
XceptionType=Unimodal, Modality=A, Class=Fake2023.1176.2670.3391.4379.5
LipForensicsType=Unimodal, Modality=V, Class=Real2023.1176709180
LipForensicsType=Unimodal, Modality=V, Class=Fake2023.1176886172
MDSType=Multimodal-4, Modality=AV, Class=Real2023.1169.2962.1698.5776.24
MDSType=Multimodal-4, Modality=AV, Class=Fake2023.1169.2996.554056.57
Multimodal-2Type=Multimodal-2, Modality=AV, Class=Real2023.1167.47158.764.3
Multimodal-2Type=Multimodal-2, Modality=AV, Class=Fake2023.1167.464.87670
CDCNType=Multimodal-3, Modality=AV, Class=Real2023.1151.5506.812
CDCNType=Multimodal-3, Modality=AV, Class=Fake2023.1151.5509465.1
Multimodal-1Type=Multimodal-1, Modality=AV, Class=Real2023.1150000
Multimodal-1Type=Multimodal-1, Modality=AV, Class=Fake2023.115049.610066.3