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SOTA Unconditional Image Generation benchmarks and papers with code | Wizwand
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Unconditional Image Generation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
CIFAR-10
SAN
FID
1.36
280
1d ago
CIFAR-10 (test)
GDD-I
FID
1.54
223
1mo ago
CIFAR-10 unconditional
DDO
FID
1.38
209
1mo ago
CIFAR-10 32x32 (test)
CAF + GAN
FID
1.48
137
2mo ago
LSUN Bedrooms unconditional
SeQ-GAN + AR
FID
1.44
96
3mo ago
CelebA unconditional 64 x 64
Diffusion StyleGAN2+CS
FID
1.21
95
3mo ago
FFHQ 256x256
PDM+CS
FID
2.57
80
22d ago
CIFAR-10 32 x 32
StyleGAN-XL
FID
1.86
71
16d ago
LSUN Bedroom 256x256
StyleGAN2
FID
2.35
68
2mo ago
FFHQ 64x64 (test)
GDD-I
FID
0.85
53
2mo ago
CIFAR-10 32x32 EDM (test)
RBF-Solver
FID
1.98
44
2mo ago
CIFAR-10 32x32 Score-SDE 50k samples (test)
RBF-Solver
FID
2.48
44
2mo ago
FFHQ 64x64 (val)
EPD-Plugin
FID
3.53
44
3mo ago
FFHQ 64 x 64
DyWeight
FID
2.77
43
2mo ago
CIFAR-10 32x32 (EDM) (50k samples)
AMED-Plugin
FID
1.97
40
2mo ago
CelebA-HQ 256x256
Ours
Fréchet Distance (FD)
3.53
37
16d ago
AFHQ 64x64 v2 (test)
GDD
FID
1.23
37
2mo ago
CIFAR-10 32x32 unconditional (test)
CTM
FID
1.87
33
3mo ago
CIFAR10
Dist-Aug Sparse Transformer
BPD
2.56
33
1mo ago
ImageNet 32
IAF
BPD
3.11
31
3mo ago
AFHQ 10k v2 64x64
MixFlow
FID (AFHQ 10k v2 64x64)
3.33
28
1mo ago
FFHQ 10k 64x64
MixFlow
FID (FFHQ 64x64)
3.75
28
1mo ago
LSUN Churches 256 x 256
TFMQ-DM
FID
4.01
26
1mo ago
MNIST Binary
SFM w/ OT
FID
4.62
25
23d ago
FFHQ 256x256 (test)
StyleGAN2
FID
3.8
25
3mo ago
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