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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
291
26d ago
CIFAR-10 (test)
GDD-I
FID
1.54
223
3mo ago
CIFAR-10 unconditional
DDO
FID
1.38
215
1mo ago
CIFAR-10 32x32 (test)
CAF + GAN
FID
1.48
137
4mo ago
CIFAR-10 32 x 32
StyleGAN-XL
FID
1.86
112
1mo ago
LSUN Bedrooms unconditional
SeQ-GAN + AR
FID
1.44
96
4mo ago
CelebA unconditional 64 x 64
Diffusion StyleGAN2+CS
FID
1.21
95
4mo ago
FFHQ 64 x 64
DyWeight
FID
2.77
84
1mo ago
FFHQ 256x256
PDM+CS
FID
2.57
80
2mo ago
LSUN Bedroom 256x256
StyleGAN2
FID
2.35
68
4mo ago
FFHQ 64x64 (test)
GDD-I
FID
0.85
53
4mo ago
FFHQ unconditional 64x64
EDM
FID
2.39
45
1mo ago
CIFAR-10 32x32 EDM (test)
RBF-Solver
FID
1.98
44
4mo ago
CIFAR-10 32x32 Score-SDE 50k samples (test)
RBF-Solver
FID
2.48
44
4mo ago
FFHQ 64x64 (val)
EPD-Plugin
FID
3.53
44
4mo ago
CIFAR-10 32x32 unconditional (test)
CTM
FID
1.87
42
24d ago
CIFAR-10 32x32 (EDM) (50k samples)
AMED-Plugin
FID
1.97
40
4mo ago
CelebA-HQ 256x256
Ours
Fréchet Distance (FD)
3.53
37
2mo ago
AFHQ 64x64 v2 (test)
GDD
FID
1.23
37
4mo ago
CIFAR10
Dist-Aug Sparse Transformer
BPD
2.56
33
1mo ago
ImageNet 32
IAF
BPD
3.11
31
4mo ago
AFHQ 10k v2 64x64
MixFlow
FID (AFHQ 10k v2 64x64)
3.33
28
3mo ago
FFHQ 10k 64x64
MixFlow
FID (FFHQ 64x64)
3.75
28
3mo ago
LSUN Churches 256 x 256
TFMQ-DM
FID
4.01
26
3mo ago
MNIST Binary
SFM w/ OT
FID
4.62
25
2mo ago
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