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FFHQ

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image GenerationFFHQ
FID2.02
91
Image GenerationFFHQ 64x64 (test)
FID1.71
82
Image GenerationFFHQ (test)
FID2.67
77
Image GenerationFFHQ 64x64
FID1.98
76
Image GenerationFFHQ
FID1.69
70
Image ReconstructionFFHQ (val)
PSNR34.98
66
Unconditional Image GenerationFFHQ 256x256
FID2.57
64
Image InpaintingFFHQ (test)
LPIPS0.074
54
Unconditional Image GenerationFFHQ 64x64 (test)
FID0.85
53
Unconditional image generationFFHQ 64x64 (val)
FID3.53
44
Unconditional Image GenerationFFHQ 64 x 64
FID2.77
43
Face GenerationFFHQ
EMD118.1
42
Face verificationFFHQ
ASR (IR152)93.1
42
Image GenerationFFHQ 64x64 (EDM) 50k samples
FID2.29
40
Zero-Shot Posterior SamplingFFHQ 256x256 (val)
PSNR26.11
40
Manipulation LocalizationFFHQ OOD 1.0
F1 Score0.904
36
Image ReconstructionFFHQ (test)
PSNR41.8
36
Gaussian DeblurringFFHQ
PSNR30.402
34
4x Super-resolutionFFHQ 256x256
PSNR29.74
33
InpaintingFFHQ
LPIPS0.095
32
Gaussian DeblurringFFHQ 256x256 (val)
FID21.19
32
Unconditional Image SynthesisFFHQ 256x256 (test)
FID2.24
31
Image InpaintingFFHQ 256x256 (val)
FID4.3459
30
Image GenerationFFHQ 256x256 (test)
FID1.68
30
Secret information extractionFFHQ
Accuracy99.77
29
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