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Papers Benchmarks Datasets Tasks

Fake Image Detection research benchmarks · SOTA2 Research

Fake Image Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UniversalFakeDetect (test)

100Pro-GAN Detection Rate

52

May 21, 2026

GAN-trained Generalization Evaluation Suite (test)

100ProGAN Score

21

Apr 15, 2026

95.3Accuracy

20

May 26, 2026

HPE-Bench 1.0 (Overall)

95.5Accuracy

19

Feb 26, 2026

HPE-Bench Text2LIVE 1.0

94.74Acc

19

Feb 26, 2026

UniversalFakeDetect

94.6mAcc

14

Apr 7, 2026

UniversalFakeDetect Mean

96.4Accuracy

13

Feb 26, 2026

UniversalFakeDetect DALLE

98.8Accuracy

13

Feb 26, 2026

UniversalFakeDetect LDM_200_cfg

98.9Accuracy

13

Feb 26, 2026

UniversalFakeDetect LDM_200

99.5Accuracy

13

Feb 26, 2026

UniversalFakeDetect LDM_100

99.4Accuracy

13

Feb 26, 2026

UniversalFakeDetect Glide_100_27

98.5Accuracy

13

Feb 26, 2026

UniversalFakeDetect Glide_100_10

98.2Accuracy

13

Feb 26, 2026

UniversalFakeDetect Guided

95.2Accuracy

13

Feb 26, 2026

AIGCDetectBench (test)

99.8Reference Accuracy

12

Mar 10, 2026

100ProGAN (Training)

12

Feb 27, 2026

Synthbuster LlamaGen

Ours_super-res_3.3

99.9Accuracy

12

Feb 26, 2026

Synthbuster Emu3

Ours_super-res_3.3

99.9Accuracy

12

Feb 26, 2026

Synthbuster Glide

0.989Accuracy

12

Feb 26, 2026

Synthbuster DALL-E 3

99.85Accuracy

12

Feb 26, 2026

Synthbuster DALL-E 2

99.8Accuracy

12

Feb 26, 2026

99.96Accuracy

12

Feb 26, 2026

Ours_super-res_3.3

99.89Accuracy

12

Feb 26, 2026

Synthbuster SD XL

Ours_super-res_3.3

0.999Accuracy

12

Feb 26, 2026

Synthbuster SD 1.4 (test)

99.85Accuracy

12

Feb 26, 2026

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