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ResearchFormerly WizWand

Facial manipulation detection on FF++

0.9444AUCEnsemble (B4 + B4ST + B4Att + B4AttST)
0.9266160.9312330.935850.940467Apr 16, 2020
Updated 8mo ago

Evaluation results

MethodLinks
Ensemble (B4 + B4ST + B4Att + B4AttST)Constituents=B4, B4ST, B4Att, B4AttST2020.040.94440.3294
Ensemble (B4 + B4ST + B4Att)Constituents=B4, B4ST, B4Att2020.040.94410.3371
Ensemble (B4 + B4Att + B4AttST)Constituents=B4, B4Att, B4AttST2020.040.94330.3399
Ensemble (B4 + B4ST + B4AttST)Constituents=B4, B4ST, B4AttST2020.040.94320.3269
Ensemble (B4 + B4Att)Constituents=B4, B4Att2020.040.94280.3566
Ensemble (B4ST + B4Att + B4AttST)Constituents=B4ST, B4Att, B4AttST2020.040.94260.3304
Ensemble (B4ST + B4Att)Constituents=B4ST, B4Att2020.040.94230.3371
Ensemble (B4 + B4AttST)Constituents=B4, B4AttST2020.040.94210.337
Ensemble (B4 + B4ST)Constituents=B4, B4ST2020.040.94130.3411
Ensemble (B4ST + B4AttST)Constituents=B4ST, B4AttST2020.040.93930.3289
Ensemble (B4Att + B4AttST)Constituents=B4Att, B4AttST2020.040.9390.3515
EfficientNet B4Backbone=EfficientNet-B42020.040.93820.3777
EfficientNet B4AttBackbone=EfficientNet-B4, Mechanism=Attention2020.040.9360.3873
EfficientNet B4STBackbone=EfficientNet-B4, Strategy=Triplet Siamese training2020.040.93370.3439
EfficientNet B4AttSTBackbone=EfficientNet-B4, Strategy=Triplet Siamese training, Mechanism=Attention2020.040.92930.3597
Xception NetBackbone=Xception2020.040.92730.3844