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Benchmarks
Open Set Face Forgery Detection on DF40 Average
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72.05
Accuracy
DLED
48.1508
54.3554
60.56
66.7646
Dec 3, 2025
Accuracy
Detection Rate
Updated 3d ago
Evaluation Results
Method
Method
Links
Accuracy
Detection Rate
DLED
2025.12
72.05
46.35
NPR
Method category=CNN-ba...
2025.12
70.47
14.42
CLIP
Method category=CLIP-b...
2025.12
65.8
-
D^3
Method category=CLIP-b...
2025.12
65.79
6.62
UnivFD
Method category=CLIP-b...
2025.12
65.59
3.83
CLIPing
Method category=CLIP-b...
2025.12
64.1
11.16
SBI
Method category=Two-stage
2025.12
63.21
1.41
SPSL
Method category=CNN-ba...
2025.12
59.71
19.93
OC-FakeDect
Method category=Two-stage
2025.12
57.93
11.7
Xception
Method category=CNN-ba...
2025.12
57.75
26.17
SIA
Method category=CNN-ba...
2025.12
57.46
15.12
UCF
Method category=CNN-ba...
2025.12
55.42
0.89
CLIP
Method category=CLIP-b...
2025.12
49.07
0.43
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