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SOTA Few-shot Image Generation benchmarks and papers with code | Wizwand
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Few-shot Image Generation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Sunglasses 10-shot
SeAM
FID
16.35
36
4d ago
Babies 10-shot
SeAM
FID
32.65
35
4d ago
AFHQ-Wild 10-shot
SeAM
FID
28.15
34
4d ago
AFHQ-Dog 10-shot
RICK
FID
12.91
34
4d ago
AFHQ-Cat 10-shot
SeAM
FID
43.56
34
4d ago
MetFaces 10-shot
SeAM
FID
31.44
34
4d ago
Grumpy Cat 100-shot
DA+CHAIN
FID
17.57
26
4d ago
Obama 100-shot
ADA+CHAIN
FID
20.94
26
4d ago
Target Domain (test)
Elastic Weight Consolidation (EWC)
FID
55.74
20
4d ago
Sketches 10-shot
SeAM
FID
26.67
18
4d ago
AFHQ-Cat
AdAM
KID
32.78
12
4d ago
Sketches
TGAN+ADA
intra-LPIPS
0.344
11
3d ago
Babies
EFR
intra-LPIPS
0.613
11
3d ago
AFHQ Cat
TGAN
Intra-LPIPS
0.49
10
4d ago
FFHQ to Sketches 10-shot
BSA
LPIPS
0.32
8
4d ago
FFHQ to Amedeo's paintings 10-shot
BSA
LPIPS
0.45
8
4d ago
LSUN Church to Haunted house 10-shot
BSA
LPIPS
0.47
8
4d ago
AnimalFace Dog
StyleGAN-V2 Tickets + DiffAug + AdvAug
FID
68.28
8
4d ago
AnimalFace Cat
StyleGAN-V2 Tickets + DiffAug + AdvAug
FID
47.4
8
4d ago
Panda 100-shot
StyleGAN-V2 Tickets + DiffAug + AdvAug
FID
14.75
8
4d ago
FFHQ → Babies
RICK
KID
29.43
6
4d ago
AFHQ-Cat 10-shot (test)
TGAN
Intra-LPIPS
0.49
6
4d ago
Babies 10-shot (test)
TGAN
Intra-LPIPS
0.517
6
4d ago
Babies
AdAM
KID
28.38
6
4d ago
FFHQ → Cars target adaptation
AdAM
FID
80.55
6
4d ago
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