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SOTA Unconditional Generation benchmarks and papers with code | Wizwand
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Unconditional Generation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
CIFAR-10 (test)
SID
FID
1.92
102
1mo ago
OpenWebText (OWT) L=1024 (held-out)
Data (reference)
MAUVE
1
45
1mo ago
LSUN Bedroom 256x256 (test)
DyWeight
FID
3.45
42
1mo ago
AFHQ 64 x 64 v2
SDM
FID
1.97
16
1mo ago
FFHQ 64 x 64
Heun
FID
2.41
16
1mo ago
OpenWebText L=2048 (test)
AR
Gen. PPL
13.2
12
1mo ago
OpenWebText L=1024 (test)
AR
Generation Perplexity
14.1
12
1mo ago
LSUN Church 256x256 (test)
FP
FID
4.06
11
1mo ago
CIFAR-10 32x32 (test)
TALORA
FID
4.23
10
1mo ago
QM9
MD ORACLE
JSD Mean Bond Angle
0.042
7
12d ago
Synthcity Average of 15 datasets: Adult, Credit, Bank, Wine Quality, Car Evaluation, SPECTF Heart, Communities Crime, Law Students, Student Performance, Circle, Multivariate Normal, Imbalanced, Mixed, Iris, Complex Stress (test)
TabDDPM
Feature Correlation
4.2
7
1mo ago
LM1B
AR (student-size)
Generation Perplexity
36.42
7
25d ago
ImageNet 1K (val)
GOLDDIFF
MSE
0.027
6
1mo ago
Porcelain
Ours
FID
56.46
6
1mo ago
Animal
Ours
FID
18.82
6
1mo ago
Geom-Drug (test)
TCS
AS
89.6
6
1mo ago
Synthetic Copula
GMRF MCVAE
Wasserstein Distance (Dim1) (x10^3)
0.7
5
11d ago
ImageNet 256
EMAG
FID
29.85
5
1mo ago
COCO 2014 (val)
EMAG
FID
74.98
5
1mo ago
QM9 implicit hydrogens (test)
EDM
Validity
100
5
1mo ago
COCO
SeqGAN
BLEU-1
99.76
5
1mo ago
Navier-Stokes
Kuramoto Orientation Diffusion Model
Slope Difference
0.3343
4
1mo ago
Indoor Scenes Dining
InstructScene
FID
138.32
4
1mo ago
Indoor Scenes Living
InstructScene
FID
117.59
4
1mo ago
Indoor Scenes (Bed)
ATISS
FID
124.81
4
1mo ago
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