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ResearchFormerly WizWand

Facial manipulation detection on DFDC

88.13AUCEnsemble (B4 + B4ST + B4Att)
83.418884.641985.86587.0881Apr 16, 2020
Updated 8mo ago

Evaluation results

MethodLinks
Ensemble (B4 + B4ST + B4Att)Constituents=B4, B4ST, B4Att2020.0488.130.464
Ensemble (B4 + B4ST)Constituents=B4, B4ST2020.04880.4687
Ensemble (B4 + B4Att)Constituents=B4, B4Att2020.0487.850.4731
Xception NetBackbone=Xception2020.0487.840.4897
Ensemble (B4 + B4ST + B4Att + B4AttST)Constituents=B4, B4ST, B4Att, B4AttST2020.0487.820.4658
Ensemble (B4 + B4ST + B4AttST)Constituents=B4, B4ST, B4AttST2020.0487.690.4684
EfficientNet B4Backbone=EfficientNet-B42020.0487.660.4819
Ensemble (B4ST + B4Att)Constituents=B4ST, B4Att2020.0487.60.477
Ensemble (B4 + B4Att + B4AttST)Constituents=B4, B4Att, B4AttST2020.0487.510.4717
Ensemble (B4 + B4AttST)Constituents=B4, B4AttST2020.0487.290.4739
Ensemble (B4ST + B4Att + B4AttST)Constituents=B4ST, B4Att, B4AttST2020.0487.190.48
EfficientNet B4STBackbone=EfficientNet-B4, Strategy=Triplet Siamese training2020.0486.580.5075
EfficientNet B4AttBackbone=EfficientNet-B4, Mechanism=Attention2020.0486.420.5133
Ensemble (B4ST + B4AttST)Constituents=B4ST, B4AttST2020.0486.420.4977
Ensemble (B4Att + B4AttST)Constituents=B4Att, B4AttST2020.0486.250.4997
EfficientNet B4AttSTBackbone=EfficientNet-B4, Strategy=Triplet Siamese training, Mechanism=Attention2020.0483.60.5507