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AIGC Detection on Chameleon + SynthWildX + WildRF Average real-world (test)
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94.8
Accuracy (JPEG QF=95)
PiND
48.208
60.304
72.4
84.496
Nov 20, 2025
Accuracy (JPEG QF=95)
Accuracy (JPEG QF=75)
Accuracy (JPEG QF=60)
Accuracy (Gaussian Blur σ=0.5)
Accuracy (Gaussian Blur σ=1.5)
Accuracy (Gaussian Blur σ=2.5)
Updated 6d ago
Evaluation Results
Method
Method
Links
Accuracy (JPEG QF=95)
Accuracy (JPEG QF=75)
Accuracy (JPEG QF=60)
Accuracy (Gaussian Blur σ=0.5)
Accuracy (Gaussian Blur σ=1.5)
Accuracy (Gaussian Blur σ=2.5)
PiND
2025.11
94.8
93.1
93.7
95.9
94.6
93.4
DDA
2025.11
86.9
85.1
81.6
86.7
87.3
87.2
Effort
2025.11
68
68.6
65.3
73.1
73.8
73.2
NPR
2025.11
62.2
60.1
58.1
57.1
57.1
57.4
VIB-Net
2025.11
62.2
60.5
58.2
64.2
56.7
56.5
DFFreq
2025.11
60.6
57.9
56.3
58.5
62.7
62.9
AIDE
2025.11
60
60
59.9
61.2
57.1
58.5
UnivFD
2025.11
50
50.5
51
54.7
52.9
53.3
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