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UniversalFakeDetect

Benchmarks

Task NameDataset NameSOTA ResultTrend
Fake Image DetectionUniversalFakeDetect (test)
Pro-GAN Detection Rate100
52
Deepfake DetectionUniversalFakeDetect 1.0 (test)
Accuracy (ProGAN)100
42
AI-generated image detectionUniversalFakeDetect
Pro-GAN Accuracy100
32
Fake Image DetectionUniversalFakeDetect
mAcc94.6
14
Fake Image DetectionUniversalFakeDetect Mean
Accuracy96.4
13
Fake Image DetectionUniversalFakeDetect DALLE
Accuracy98.8
13
Fake Image DetectionUniversalFakeDetect LDM_200_cfg
Accuracy98.9
13
Fake Image DetectionUniversalFakeDetect LDM_200
Accuracy99.5
13
Fake Image DetectionUniversalFakeDetect LDM_100
Accuracy99.4
13
Fake Image DetectionUniversalFakeDetect Glide_100_27
Accuracy98.5
13
Fake Image DetectionUniversalFakeDetect Glide_100_10
Accuracy98.2
13
Fake Image DetectionUniversalFakeDetect Guided
Accuracy95.2
13
Synthetic Image DetectionUniversalFakeDetect GANs (test)
ProGAN Accuracy100
12
Synthetic Image DetectionUniversalFakeDetect Mean 49 (test)
Accuracy95.9
12
Synthetic Image DetectionUniversalFakeDetect Glide 100-10 49 (test)
Accuracy97.2
12
Synthetic Image DetectionUniversalFakeDetect Glide 50-27 49 (test)
Accuracy97.8
12
Synthetic Image DetectionUniversalFakeDetect Glide 100-27 49 (test)
Accuracy97.5
12
Synthetic Image DetectionUniversalFakeDetect LDM 100 steps 49 (test)
Accuracy99.6
12
Synthetic Image DetectionUniversalFakeDetect LDM 200 w/cfg 49 (test)
Accuracy99.6
12
Synthetic Image DetectionUniversalFakeDetect LDM 200 steps 49 (test)
Accuracy99.5
12
Synthetic Image DetectionUniversalFakeDetect DALL-E 49 (test)
Accuracy98.8
12
Synthetic Image DetectionUniversalFakeDetect Guided 49 (test)
Accuracy89.5
12
Forgery DetectionUniversalFakeDetect (test)
ProGAN100
12
Global Synthesis DetectionUniversalFakeDetect Fake Images
Accuracy74.7
3
Global Synthesis DetectionUniversalFakeDetect Real Images
Accuracy (%)99.9
3
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