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Benchmarks
Open Set Face Forgery Detection on DF40 (EFS)
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75.52
Accuracy
DLED
44.8296
52.7973
60.765
68.7327
Dec 3, 2025
Accuracy
Detection Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Detection Rate
DLED
2025.12
75.52
34.71
NPR
Method category=CNN-ba...
2025.12
70.43
4.36
CLIP
Method category=CLIP-b...
2025.12
64.53
-
UnivFD
Method category=CLIP-b...
2025.12
63.21
0.73
D^3
Method category=CLIP-b...
2025.12
61.65
1.17
CLIPing
Method category=CLIP-b...
2025.12
61.29
4.92
SBI
Method category=Two-stage
2025.12
61.24
0.91
SPSL
Method category=CNN-ba...
2025.12
59.67
18.12
Xception
Method category=CNN-ba...
2025.12
57.62
22.7
SIA
Method category=CNN-ba...
2025.12
56.85
10.99
OC-FakeDect
Method category=Two-stage
2025.12
56.14
9.01
UCF
Method category=CNN-ba...
2025.12
52.95
1.28
CLIP
Method category=CLIP-b...
2025.12
46.01
0.38
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