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Benchmarks
Artifact Detection on Proposed Dataset Original HR
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5.59
F1 Score
Ours
0.0676
1.5013
2.935
4.3687
Oct 19, 2025
F1 Score
PR AUC
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1 Score
PR AUC
Ours
threshold=0.3
2025.10
5.59
1.21
DISTS
threshold=0.25
2025.10
5.55
0.62
DeSRA
threshold=0.3
2025.10
4.05
0.68
Ours
threshold=0.15
2025.10
3.55
1.21
LPIPS
threshold=0.25
2025.10
3.52
0.49
LDL
threshold=0.005
2025.10
2.75
0.39
ssm_jup
threshold=0.2
2025.10
2.51
0.12
SSIM
threshold=0.55
2025.10
1.4
0.22
PAL4Inpaint
input_mode=binary, no-...
2025.10
1.17
-
PaQ-2-PiQ
threshold=65, no_refer...
2025.10
0.73
0
TOPIQ
threshold=0.5, no_refe...
2025.10
0.71
0
PAL4VST
input_mode=binary, no-...
2025.10
0.62
-
bd_jup
threshold=0.1
2025.10
0.43
0.27
ERQA
threshold=0.55
2025.10
0.28
0.01
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