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SOTA Layout-to-Image Generation benchmarks and papers with code | Wizwand
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Layout-to-Image Generation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
COCO-Stuff
Real Images
FID
0
23
4d ago
Visual Genome
Real Images
FID
0
20
4d ago
COCO 2017 (val)
GLIGEN-LDM
FID
21.04
14
3d ago
COCO-Position 2014
Real Image
AP
65.97
12
4d ago
300 controllable layout images
GroundT
Relativity Score
0.9336
8
4d ago
HiCo-7K 1.0 (test)
HiCo
LocalCLIP Score
25.17
7
4d ago
RC COCO
SDXL (Ours)
CropCLIP
28.15
6
4d ago
HiCo-7K (test)
HiCo
FID
14.24
6
4d ago
COCO 256 x 256 2014 (test)
LDM-4
FID
40.91
6
4d ago
COCO
OC-GAN
SceneFID
16.76
6
4d ago
Cityscapes
GANformer2
FID
5.95
5
3d ago
CelebA
GANformer2
FID
6.87
5
3d ago
Bedrooms
GANformer2
FID
5.84
5
3d ago
CLEVR
GANformer2
FID
0.99
5
3d ago
COCO 3K (test)
HiCo
FID
20.02
5
4d ago
VG
OC-GAN
SceneFID
9.63
5
4d ago
RC CC3M 1,000 layouts (test)
GLIGEN
LPIPS
0.65
4
4d ago
RC CC3M
SDXL (Ours)
CropCLIP Score
29.42
4
4d ago
COCO-3K zero-shot
InstanceDiff
LocalCLIP Score
26.6
4
4d ago
BD807
NoiseCollage
Average Similarity
25.6
3
4d ago
MD30
NoiseCollage
Average Similarity
0.28
3
4d ago
COCO-Stuff (test)
OC-GAN
User Preference
46.4
3
4d ago
OpenImages 512 x 512 (test)
LDM-4
FID
35.8
2
4d ago
OpenImages 256 x 256 (test)
LDM-4
FID
32.02
2
4d ago
Visual Genome (VG) (test)
OC-GAN
User Preference
68.6
2
4d ago
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