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DreamBooth

Benchmarks

Task NameDataset NameSOTA ResultTrend
Personalized Image GenerationDreamBooth
CLIP-I Score90.6
34
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
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
Subject-driven Image GenerationDreamBooth Average-case Generation
Subject Fidelity72.5
6
Subject-driven Image GenerationDreamBooth Best-case Generation
Subject Fidelity69.4
6
Object-driven generationDreamBooth 30 classes
CLIP-T0.261
6
Identity-preserving Image GenerationDreamBooth (test)
Realism0.6284
6
Subject-driven generationDreamBooth random 7 subjects
Subject Fidelity76.2
6
Subject-driven text-to-image generationDreamBooth (test)
DINO Score0.703
5
Personalized Image GenerationDreamBooth Stable Diffusion v2.1
DINO Score0.634
5
Subject-Style LoRA FusionDreamBooth
Style Similarity63
5
Furniture SynthesisDreamBooth 15
FID57.64
5
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