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SOTA Image Manipulation Localization benchmarks and papers with code | Wizwand
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Image Manipulation Localization
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
NIST16
Constrained R-CNN
F1 Score
92.7
93
1mo ago
CAT-Net evaluation protocol (test)
RITA
Mean Binary F1
64.3
84
3mo ago
Coverage
ObjectFormer
F1 Score
75.8
78
1mo ago
Columbia
Swin Transformer w. ReVi
F1 Score
98.82
60
1mo ago
CASIA v1
Mesorch
F1 Score
84
54
1mo ago
CAT-Net (test)
RITA
Mean Binary F1
64.3
42
3mo ago
NIST 16
ObjectFormer
AUC
0.872
31
4mo ago
IMD20
IML-ViT
F1 Score
53.21
24
3mo ago
Autosplice
RITA
F1 Score
66.4
24
1mo ago
CocoGlide
RITA
F1 Score
53.3
24
1mo ago
Image Manipulation Localization Robustness
ForensicsTok
F1 Score
79
21
1mo ago
MagicBrush
MVSSNet
F1 Score
81.95
21
1mo ago
IMD 2020
Relay-ViT
F1 Score
38.1
18
1mo ago
CocoGlide (test)
IFA-Net
F1 Score
94
18
4mo ago
CAT-Net protocol (CASIAv1, Columbia, NIST16, Coverage)
DINOv3
F1 (CASIAv1)
90.8
14
3mo ago
COVERAGE (test)
HiFi-Net
F1 Score
80.1
14
4mo ago
OpenSDI
CAT-Net
F1 Score
27.02
12
1mo ago
DEAL 300K
CAT-Net
F1 Score
29.99
12
1mo ago
RealisticTampering
FRAME
Loc. F1
39.2
11
2mo ago
DSO-1 (test)
TruFor
F1 Score
93
10
4mo ago
Casia v1+ (test)
MMFusion
F1 Score
79.4
10
4mo ago
CASIA
ObjectFormer
F1 Score
57.9
10
4mo ago
Columbia (test)
Early Fusion
F1 Score
0.888
10
4mo ago
OpenSDI Average
FASA
F1 Score
57.83
9
3mo ago
OpenSDI Flux.1
FASA
F1 Score
24.37
9
3mo ago
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