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DreamBooth

Benchmarks

Task NameDataset NameSOTA ResultTrend
Personalized Image GenerationDreamBooth
DINO Score83.7
45
Text-to-Image PersonalizationDreamBooth original (test)
DINO Score0.771
18
Subject-driven image generationDreamBooth Dataset 1.0 (test)
DINO Score0.774
18
Personalized GroundingDreamBooth
Precision100
14
Text-to-Image GenerationDreamBooth (test)
DINO-D0.2386
12
Free-form editing (Customization)DreamBooth
MDINO Score7.72
11
Free-form Image EditingDreamBooth
SC Score8.53
11
Object CompositingDreamBooth (test)
Fidelity Score64.82
10
Personalized Text-to-Image GenerationDreamBooth dataset 1.0 (test)
DINO Score0.6394
9
Image EditingDreamBooth (evaluation set)
LPIPS0.322
8
Image EditingDreamBooth (test)
SSIM74.4
8
Pairwise Object CompositingDreamBooth (test)
FID255.5
8
Video CustomizationDreamBooth Custom
MS Score99.3
7
Image CustomizationDreamBooth Teapot Stable Diffusion 2.0 (test)
CLIP-I0.913
6
Image CustomizationDreamBooth Toy Duck Stable Diffusion 2.0 (test)
CLIP-I0.91
6
Image CustomizationDreamBooth Backpack Stable Diffusion 2.0 (test)
CLIP-I0.925
6
Image CustomizationDreamBooth Clock Stable Diffusion 2.0 (test)
CLIP-I0.92
6
Image CustomizationDreamBooth Dog Stable Diffusion 2.0 (test)
CLIP-I Score0.9
6
Image CustomizationDreambooth Stable Diffusion 3.0
Dog CLIP-I Score91
6
User Preference StudyDreambooth SimAC protected
Proportion of Selected Samples78.1
6
User Preference StudyDreambooth Anti-Dreambooth protected
Proportion of Selected Samples71.9
6
Subject-driven Text-to-Image GenerationDreamBooth stylized prompts v1.4
CLIP-T Score79.5
6
Subject-driven Text-to-Image GenerationDreamBooth unstylized prompts v1.4
CLIP-T0.782
6
Single concept generationDreamBooth dataset
DINO0.684
6
Subject-driven generationDreamBooth
Parameters (M)18.9
6
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