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Forgery Detection research benchmarks · SOTA2 Research

Forgery Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DiFF T2I (test)

99.8Accuracy

30

Apr 14, 2026

DiFF I2I (test)

99.7Accuracy

30

Apr 14, 2026

DiFF Cross-domain Average (test)

94.78Cross-domain Avg Acc

24

Feb 26, 2026

0.765AUC

22

May 29, 2026

94.11AUC

22

May 29, 2026

MedForge Real Forgery (In-Domain) 90K

MedForge-Reasoner

99.24Accuracy

18

Mar 20, 2026

81Accuracy

17

Jun 24, 2026

FakeVLM and FakeShield Forgery Detection Suites

98.6Accuracy (FakeClue)

16

Mar 13, 2026

89.75Accuracy

16

Feb 26, 2026

FairFD benchmark

Synergistic Fairness Optimization framework (Ours)

0.016DPD

14

Mar 4, 2026

UniversalFakeDetect (test)

100ProGAN

12

Feb 26, 2026

0.788AUC

11

May 29, 2026

DeepFakeDetection (DFD)

EfficientNet-B4

85.35AUC

11

May 29, 2026

0.663AUC

11

May 29, 2026

78.12AUC

11

May 29, 2026

Imagen3 Diffusion-based

92.3Balanced Accuracy

11

May 15, 2026

FLUX1 Diffusion-based (dev)

93Balanced Accuracy

11

May 15, 2026

DALLE-3 Diffusion-based

94.9Balanced Accuracy

11

May 15, 2026

97.7Balanced Accuracy

11

May 15, 2026

Midjourney Diffusion-based V6

96.6Balanced Accuracy

11

May 15, 2026

SD-XL Diffusion-based

97.8Balanced Accuracy

11

May 15, 2026

GLIDE Diffusion-based

94.3Balanced Accuracy

11

May 15, 2026

ADM Diffusion-based

99.6Balanced Accuracy

11

May 15, 2026

VQDM Diffusion-based

0.999Balanced Accuracy

11

May 15, 2026

StyleSwim GAN-based

93.9Balanced Accuracy

11

May 15, 2026

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