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SOTA Synthetic Image Detection benchmarks and papers with code | Wizwand
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Synthetic Image Detection
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
ForenSynths (test)
DNA
Mean Accuracy
97.2
31
4d ago
Glide 50-27
Ladeda
Accuracy
98.3
27
4d ago
GANs dataset
LGrad
ProGAN ACC
99.9
20
4d ago
Glide 100-10
FatFormer
Accuracy
94.2
14
4d ago
Glide 100-27
ZED
Accuracy
92
14
4d ago
DRCT-2M
F3Net
LDM
99.9
13
4d ago
Self-Synthesis 9 GANs (test)
Fixed-mapping
AttGAN Accuracy
99.6
12
4d ago
DALL-E 2 (full)
FakeInversion
Acc@EER
77.3
12
4d ago
SynthCLIC (test)
CLIP Classifier
mAP
0.92
11
4d ago
SynthBuster+ (test)
CLIP Classifier
mAP
0.99
11
4d ago
CNNSpot (test)
CLIP Classifier (linear probe)
mAP
97
11
4d ago
LDM Academic
DMDet
AUCROC
1
9
4d ago
Craiyon Academic
DMDet
AUCROC
0.988
9
4d ago
DALL-E 2 (Academic)
DMDet
AUCROC
0.727
9
4d ago
Wurstchen open-source 2
FakeInversion
AUC ROC
79.2
9
4d ago
Segmind Vega (open-source)
FakeInversion
AUCROC
0.823
9
4d ago
Stable-Cascade open-source
FakeInversion
AUCROC
0.882
9
4d ago
SSD-1B open-source
FakeInversion
AUCROC
0.827
9
4d ago
Seg-MOE open-source
FakeInversion
AUCROC
79.6
9
4d ago
SDXL (open-source)
CNNDet
AUCROC
0.814
9
4d ago
SDXL-DPO (open-source)
FakeInversion
AUCROC
0.881
9
4d ago
Playground open-source 2.5
FakeInversion
AUCROC
0.778
9
4d ago
PixArt-alpha (open-source)
FakeInversion
AUCROC
85.4
9
4d ago
Kandinsky 3 (open-source)
FakeInversion
AUCROC
84.5
9
4d ago
Kandinsky 2 (open-source)
FakeInversion
AUCROC
0.758
9
4d ago
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