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SOTA Class-conditional Image Generation benchmarks and papers with code | Wizwand
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Class-conditional Image Generation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
ImageNet 256x256
VAR
Inception Score (IS)
365.4
441
2d ago
ImageNet 256x256 (train)
IAR-XXL
IS
362
305
3d ago
ImageNet 256x256 (val)
DiTDH-XL
FID
1.13
293
3d ago
ImageNet 256x256 (train val)
SFD (XL)
FID
1.06
178
3d ago
ImageNet 256x256 (test)
LightningDiT+IG
FID
1.07
167
3d ago
ImageNet
Full-Compute
FID
2.32
132
2d ago
ImageNet 64x64
RIN
FID
1.23
126
3d ago
ImageNet 64x64 (test)
EDM2*
FID
1.01
86
3d ago
ImageNet class-conditional 256x256 (test val)
MAR-H
FID
1.55
75
3d ago
ImageNet 512x512
MAR-L, Diff Loss
FID
1.73
72
3d ago
ImageNet 512x512 (val)
EDM2-XXL + Autoguidance
FID (Val)
1.25
69
3d ago
ImageNet 1k (val)
RAR-XL
FID
1.48
68
3d ago
ImageNet (val)
Origin
FID
2.23
54
3d ago
ImageNet 512x512 (train)
RAE
FID
1.13
52
3d ago
ImageNet-1K 256x256 (test)
RAR-XL
FID
1.5
50
3d ago
ImageNet 512x512 (val test)
EDM2-L + DDO
FID
1.21
40
3d ago
ImageNet 256x256 2012 (val)
LightningDiT-XL
FID
1.35
38
3d ago
ImageNet-1K 256x256 1.0 (train)
RAE (DiTDH-XL)
gFID
1.13
35
3d ago
ImageNet-1K 512x512 (val)
sCD-XXL
FID
1.88
33
3d ago
ImageNet 1K 512x512 (test)
DDT-XL/2
FID
1.28
32
3d ago
ImageNet (train/val)
EDM-2-XXL-512
FID
2.87
30
3d ago
ImageNet 64x64 (train test)
Uni-Instruct
FID
1.02
30
3d ago
ImageNet 256x256 2012 (train val)
EDM2-L + DDO (downsampled*)
FID (w/o G)
1.26
30
3d ago
ImageNet 128x128
Moment Matching Alternating
FID
1.49
27
3d ago
ImageNet 256x256 1.0 (train test)
DSMoE-3B-E16
FID
2.38
20
3d ago
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