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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
60
2mo ago
DRCT-2M
LTD
Average Score
99.99
57
2mo ago
GANs dataset
CoDA
Mean ACC
98.9
40
2mo ago
Glide 50-27
HiMix
Accuracy
98.4
37
2mo ago
Chameleon
DefakerOne
Accuracy
84.7
36
1mo ago
UFD
CNNSpot
Pro-GAN Performance
100
24
4mo ago
Glide 100-10
HiMix
Accuracy
98.5
24
2mo ago
Glide 100-27
HiMix
Accuracy
98.5
24
2mo ago
Synthbuster
PROBE
Balanced Accuracy
97.5
23
2mo ago
ForenSynths
STAL
Balanced Accuracy
94.7
22
2mo ago
WildRF
Separate Expert Fusion (SEF)
Balanced Accuracy
95.3
20
17d ago
AIGCDetectionBenchmark
RNSIDNet
Average Accuracy
91.32
18
17d ago
DDA-COCO
RNSIDNet
Average Accuracy
85.18
18
17d ago
GenImage (test)
ClueAegis
Midjourney Performance
96.33
18
2mo ago
DMimage (Overall)
UniGenDet
Accuracy
98.6
18
1mo ago
FakeClue++
FakeVLM-R1
Accuracy
95.5
16
1mo ago
Benchmark protocol
Wang et al.
ProGAN
100
14
1mo ago
Synthetic Image Generators Individual Cases DE 2, DE 3, FF, MJ 5, MJ 6, SD 1.5, SDXL
Tan et al.
Detection Rate (DE 2)
95.75
12
1mo ago
UniversalFakeDetect GANs (test)
RINE
ProGAN Accuracy
100
12
1mo ago
UniversalFakeDetect Mean 49 (test)
HydraPrompt
Accuracy
95.9
12
1mo ago
UniversalFakeDetect Glide 100-10 49 (test)
Effort
Accuracy
97.2
12
1mo ago
UniversalFakeDetect Glide 50-27 49 (test)
Effort
Accuracy
97.8
12
1mo ago
UniversalFakeDetect Glide 100-27 49 (test)
Effort
Accuracy
97.5
12
1mo ago
UniversalFakeDetect LDM 100 steps 49 (test)
HydraPrompt
Accuracy
99.6
12
1mo ago
UniversalFakeDetect LDM 200 w/cfg 49 (test)
FreqNet
Accuracy
99.6
12
1mo ago
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