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Benchmarks
Open Set Face Forgery Detection on DF40 FR
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66.83
Accuracy
DLED
49.7012
54.1481
58.595
63.0419
Dec 3, 2025
Accuracy
Detection Rate
Updated 3d ago
Evaluation Results
Method
Method
Links
Accuracy
Detection Rate
DLED
2025.12
66.83
34.92
CLIP
Method category=CLIP-b...
2025.12
65.19
-
D^3
Method category=CLIP-b...
2025.12
64.71
8.9
NPR
Method category=CNN-ba...
2025.12
64.63
6.75
SBI
Method category=Two-stage
2025.12
64.19
3
UnivFD
Method category=CLIP-b...
2025.12
64
2.48
CLIPing
Method category=CLIP-b...
2025.12
62.41
6.09
OC-FakeDect
Method category=Two-stage
2025.12
60.69
11.43
SIA
Method category=CNN-ba...
2025.12
54.62
13.36
SPSL
Method category=CNN-ba...
2025.12
54.1
18.93
Xception
Method category=CNN-ba...
2025.12
53.51
29.06
UCF
Method category=CNN-ba...
2025.12
50.98
0.2
CLIP
Method category=CLIP-b...
2025.12
50.36
0.26
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