paper-with-me

DeepFake Detection 벤치마크

DeepFake Detection on FaceForensics++

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AUC

0.8863 0.9037 0.9211 0.9386 0.956 2020-04 2026-09 EfficientNetB4 + EfficientNetB4ST + B4Att + B4AttST — 0.9444 (2020-04-16) EfficientNetB4 + EfficientNetB4ST + B4Att + B4AttST — 0.9444 (2020-04-16) EfficientNetB4 + EfficientNetB4ST + B4Att + B4AttST — 0.9444 (2020-04-16) EfficientNetB4 + EfficientNetB4ST + B4Att + B4AttST — 0.9444 (2020-04-16) MARLIN (ViT-L) — 0.9377 (2022-11-12) MARLIN (ViT-B) — 0.9305 (2022-11-12) MARLIN (ViT-S) — 0.8863 (2022-11-12) MARLIN (ViT-L) — 0.9377 (2022-11-12) MARLIN (ViT-B) — 0.9305 (2022-11-12) MARLIN (ViT-S) — 0.8863 (2022-11-12) MARLIN (ViT-L) — 0.9377 (2022-11-12) MARLIN (ViT-B) — 0.9305 (2022-11-12) MARLIN (ViT-S) — 0.8863 (2022-11-12) MARLIN (ViT-L) — 0.9377 (2022-11-12) MARLIN (ViT-B) — 0.9305 (2022-11-12) MARLIN (ViT-S) — 0.8863 (2022-11-12) QAD-E — 0.956 (2023-09-12) QAD-E — 0.956 (2023-09-12) QAD-E — 0.956 (2023-09-12) QAD-E — 0.956 (2023-09-12) EfficientNetB4 + EfficientNetB4ST + B4Att + B4AttST — 0.9444 (2020-04-16) QAD-E — 0.956 (2023-09-12)
RankModel AUCLogLoss Extra Training Data PaperCodeYear
1 QAD-E 0.956– Quality-Agnostic Deepfake Detection with Intra-model Collaborative Learning 2023
2 EfficientNetB4 + EfficientNetB4ST + B4Att + B4AttST 0.9444– ✓ Video Face Manipulation Detection Through Ensemble of CNNs polimi-ispl/icpr2020dfdc · SuyashSonawane/fakedetector · jhchang/DFDC 2020
3 MARLIN (ViT-L) 0.9377– MARLIN: Masked Autoencoder for facial video Representation LearnINg ControlNet/MARLIN 2022
4 MARLIN (ViT-B) 0.9305– MARLIN: Masked Autoencoder for facial video Representation LearnINg ControlNet/MARLIN 2022
5 MARLIN (ViT-S) 0.8863– MARLIN: Masked Autoencoder for facial video Representation LearnINg ControlNet/MARLIN 2022
6 EfficientNetB4 + EfficientNetB4ST + B4AttST –0.3269 Video Face Manipulation Detection Through Ensemble of CNNs polimi-ispl/icpr2020dfdc · SuyashSonawane/fakedetector · jhchang/DFDC 2020
7 QAD-E 0.956– Quality-Agnostic Deepfake Detection with Intra-model Collaborative Learning 2023
8 EfficientNetB4 + EfficientNetB4ST + B4Att + B4AttST 0.9444– ✓ Video Face Manipulation Detection Through Ensemble of CNNs polimi-ispl/icpr2020dfdc · SuyashSonawane/fakedetector · jhchang/DFDC 2020
9 MARLIN (ViT-L) 0.9377– MARLIN: Masked Autoencoder for facial video Representation LearnINg ControlNet/MARLIN 2022
10 MARLIN (ViT-B) 0.9305– MARLIN: Masked Autoencoder for facial video Representation LearnINg ControlNet/MARLIN 2022
11 MARLIN (ViT-S) 0.8863– MARLIN: Masked Autoencoder for facial video Representation LearnINg ControlNet/MARLIN 2022
12 EfficientNetB4 + EfficientNetB4ST + B4AttST –0.3269 Video Face Manipulation Detection Through Ensemble of CNNs polimi-ispl/icpr2020dfdc · SuyashSonawane/fakedetector · jhchang/DFDC 2020
13 QAD-E 0.956– Quality-Agnostic Deepfake Detection with Intra-model Collaborative Learning 2023
14 EfficientNetB4 + EfficientNetB4ST + B4Att + B4AttST 0.9444– ✓ Video Face Manipulation Detection Through Ensemble of CNNs polimi-ispl/icpr2020dfdc · SuyashSonawane/fakedetector · jhchang/DFDC 2020
15 MARLIN (ViT-L) 0.9377– MARLIN: Masked Autoencoder for facial video Representation LearnINg ControlNet/MARLIN 2022
16 MARLIN (ViT-B) 0.9305– MARLIN: Masked Autoencoder for facial video Representation LearnINg ControlNet/MARLIN 2022
17 MARLIN (ViT-S) 0.8863– MARLIN: Masked Autoencoder for facial video Representation LearnINg ControlNet/MARLIN 2022
18 EfficientNetB4 + EfficientNetB4ST + B4AttST –0.3269 Video Face Manipulation Detection Through Ensemble of CNNs polimi-ispl/icpr2020dfdc · SuyashSonawane/fakedetector · jhchang/DFDC 2020
19 QAD-E 0.956– Quality-Agnostic Deepfake Detection with Intra-model Collaborative Learning 2023
20 EfficientNetB4 + EfficientNetB4ST + B4Att + B4AttST 0.9444– ✓ Video Face Manipulation Detection Through Ensemble of CNNs polimi-ispl/icpr2020dfdc · SuyashSonawane/fakedetector · jhchang/DFDC 2020
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