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Deepfake Detection on DFDC (test)

99.77AUC

MARE

Updated 1mo ago

Evaluation Results

Method
MARE 2026.01	99.77	-	98.83	-	-	-
ExpD 2026.01	99.3	-	96.09	-	-	-
M2F2 2026.01	99.16	-	95.31	-	-	-
MARE 2026.01	98.3	-	93.75	-	-	-
ViT with distillation 2021.07	97.8	91.9	-	-	-	-
Selim Efficient Net B7 2021.07	97.2	90.6	-	-	-	-
SFAM 2026.04	96.8	-	-	-	-	-
TGN 2026.01	96.24	-	-	-	-	-
Conv. Cross ViT Eff.Net B0 - Voting 2021.07	95.1	88	-	-	-	-
Conv. Cross ViT Eff.Net B0 - Avg 2021.07	94.7	85.6	-	-	-	-
EfficientNet 2026.01	93.84	-	85.94	-	-	-
SFAM 2026.04	93.8	-	-	-	-	-
Xception 2026.04	93.6	-	-	-	-	-
Conv. Cross ViT Wodajo CNN 2021.07	92.5	84.5	-	-	-	-
Efficient ViT 2021.07	91.9	83.8	-	-	-	-
GenDF 2025.12	91.67	-	84.05	-	-	-
RECCE 2026.01	91.33	-	81.2	-	-	-
SFIC 2026.01	91.28	-	84.38	-	-	-
RECCE* 2025.12	90.58	-	81.2	-	-	-
DE-Adapter 2025.12	90.37	-	81.59	-	-	-
MultiAtt 2025.12	90.32	-	76.81	-	-	-
MaskRelation 2025.12	90.2	-	-	-	0.071	-
SFAM 2026.04	90	-	-	-	-	-
UIA-ViT* 2025.12	89.98	-	80.23	-	-	-
Add-Net 2025.12	89.85	-	78.71	-	-	-
RFM 2025.12	89.75	-	80.83	-	-	-
Xception 2025.12	89.5	-	79.35	-	-	-
F3-Net 2025.12	88.39	-	76.17	-	-	-
Effort + TSRL 2026.03	88.2	-	-	-	-	-
Effort 2026.03	86.3	-	-	-	-	-
EFNB4 + SBIs 2022.04	86.15	-	-	-	-	-
Convolutional ViT 2021.07	84.3	77	-	-	-	-
Ours 2024.08	84.3	-	-	-	-	-
DFA 2026.03	83.6	-	-	-	-	25.1
CDFA 2026.03	83	-	-	-	-	-
CAST-B0 2025.06	81.25	-	-	-	-	-
Face X-ray + BI 2022.04	80.92	-	-	-	-	-
Face-X-Ray 2026.01	80.92	-	-	-	-	-
AVoiD-DF 2023.10	80.6	-	-	-	-	-
UCF 2025.12	80.5	-	-	-	0.177	-
SFAM 2026.04	80.5	-	-	-	-	-
LTTD 2022.07	80.4	-	-	-	-	-
LTTD 2024.08	80.4	-	-	-	-	-
Xception 2026.04	80.3	-	-	-	-	-
FRDM 2022.04	79.7	-	-	-	-	-
GFF 2025.06	79.7	-	-	-	-	-
Efficient-ViT 2026.03	78.8	-	-	-	-	30
CAST-B5 2025.06	78.39	-	-	-	-	-
ResNeXt-LSTM 2026.03	77.6	-	-	-	-	31.9
Ours† 2026.01	77.5	-	-	-	-	-
Xception 2026.03	77.4	-	-	-	-	32.5
SLADD 2026.03	77.2	-	-	-	-	-
CViT 2026.03	77	-	-	-	-	32.3
LR-GCN 2025.12	76.9	-	-	-	0.22	-
TALL-Swin 2024.08	76.8	-	-	-	-	-
CLIP + TSRL 2026.03	76.8	-	-	-	-	-
TALL 2026.01	76.78	-	-	-	-	-
DCL 2025.06	76.71	-	-	-	-	-
NACO 2024.08	76.7	-	-	-	-	-
LRL 2022.04	76.53	-	-	-	-	-
LRL 2026.01	76.53	-	-	-	-	-
Xception 2026.04	76.4	-	-	-	-	-
RealForensics 2024.08	75.9	-	-	-	-	-
CLIP 2026.03	75.9	-	-	-	-	-
CORE 2025.12	75.7	-	-	-	0.227	-
Ours* 2026.01	75.27	-	-	-	-	-
SBI+EB4 2022.07	74.9	-	-	-	-	-
TALL-Swin 2025.12	74.8	-	-	-	0.133	-
PCL + I2G 2022.04	74.37	-	-	-	-	-
FTCN 2022.04	74	-	-	-	-	-
FTCN-TT 2022.07	74	-	-	-	-	-
FTCN 2024.08	74	-	-	-	-	-
UCF 2026.03	74	-	-	-	-	-
MDS 2023.10	73.8	-	-	-	-	-
UCF + TSRL 2026.03	73.8	-	-	-	-	-
SFDG 2025.06	73.64	-	-	-	-	-
LipForensics 2022.07	73.5	-	-	-	-	-
LipForensics 2024.08	73.5	-	-	-	-	-
DAM 2022.04	72.8	-	-	-	-	-
EFNB4 + SBIs 2022.04	72.42	-	-	-	-	-
SBIs 2026.01	72.42	-	-	-	-	-
SPSL 2026.03	72.4	-	-	-	-	-
MAT 2023.09	71.9	-	65.1	-	-	-
F3Net 2026.03	71.8	-	-	-	-	-
SBI 2026.03	71.7	-	-	-	-	-
MesoNet 2023.09	71.4	-	60.3	-	-	-
CORE + TSRL 2026.03	71.3	-	-	-	-	-
Face X-ray + BI 2022.04	71.15	-	-	-	-	-
IID 2026.03	71.1	-	-	-	-	-
ProDet 2026.03	71.1	-	-	-	-	-
SBIs 2026.01	71.08	-	-	-	-	-
FTCN 2022.04	71	-	-	-	-	-
SBIs 2023.09	70.9	-	60.5	-	-	-
Xception 2025.12	70.9	-	-	-	0.263	-
ProDet + TSRL 2026.03	70.6	-	-	-	-	-
IID + TSRL 2026.03	70.4	-	-	-	-	-
Fang & Lin 2023.09	70.2	-	63.2	-	-	-
LSDA 2026.03	70.1	-	-	-	-	-
Face X-ray 2025.06	70	-	-	-	-	-
CNN 2026.03	69.8	-	-	-	-	37.5

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