Skip to content

Latest commit

 

History

History
258 lines (255 loc) · 8.57 KB

Deepfake detection.md

File metadata and controls

258 lines (255 loc) · 8.57 KB

Comparision

Compare performances of algorithms on Deepfake Detection.

Conf. Methods FaceForensics++ (raw) FaceForensics++ (c23) FaceForensics++ (c40) UADFV DeepfakeTIMIT-LQ DeepfakeTIMIT-HQ FaceForensic DFFD celeb-DF DFDC
Accuracy Accuracy/AUC Accuracy/AUC AUC AUC AUC Accuracy AUC/EER AUC/EER AUC/EER/logloss
CVPR21 Multi-attentional Deepfake Detection - 97.60/99.29 88.69/90.40 - - - - - - -/-/0.1679
ECCV20 Two-branch Recurrent Network - 96.43/99.12 86.34/91.10 - - - - - - -
FG20 3D ResNet - - 83.86 - - - - - - -
3D ResNeXt - - 85.14 - - - - - - -
I3D - - 87.43 - - - - - - -
CVPR20 VGG16 - - - - - - - 96.95/8.43 - -
VGG16+MAM - - - - - - - 99.67/2.66 - -
ICCV19 XceptionNet 99.26 95.73/92.50 81.00/86.75 96.8 - - - 99.61/2.88 83.60/28.55 91.17/17.55/-
ICASSP19 HeadPose - - - 89 - - - - - -
CVPRW19 ResNet50-finetune - - - 97.4 99.9 93.2 - - - -
BTAS19 Y-shaped Autorncoder - - - - - - 92.77 - - -
CVPRW19 FWA - - - 97.4 - - - - - -
ICASSP19 capsule 99.52 - - 99.9 - - - - 82.46/24.29 87.45/21.39/-
WIFS18 MesoNet 95.23 83.1 70.47 84.3 87.8 68.4 93.4 - - -
arxiv18 ForensicTransfer - - - - - - 92.6 - - -
CVPRW17 two-stream NN - - - 85.1 83.5 73.5 - - - -