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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
Object CompositingDreamBooth (test)
Fidelity Score64.82
10
Image EditingDreamBooth (evaluation set)
LPIPS0.322
8
Image EditingDreamBooth (test)
SSIM74.4
8
Pairwise Object CompositingDreamBooth (test)
FID255.5
8
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-Style LoRA FusionDreamBooth
Style Similarity63
5
Furniture SynthesisDreamBooth 15
FID57.64
5
Subject-driven GenerationDreamBooth 25 subjects (test)
DINO0.703
5
Subject-Driven Text-to-Image GenerationDreamBooth
Preference Rate66.9
4
Subject-driven image generationDreamBooth
Fine-tuning Loss0.086
4
Image VariationDreamBooth and collected images (test)
Real-world Authenticity3.526
4
Subject-driven style generationDreamBooth (test)
Subject Similarity0.462
3
Video GenerationDreamBooth
DINO Score61.4
3
Subject-driven Text-to-Image GenerationDreamBooth Stable Diffusion v1.4 (test)
CLIP-I77.4
3
Image EditingDreamBooth
CLIP-T28.69
3
Subject-driven Image GenerationDreamBooth SDXL (val)
Win Rate45.1
2
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