DreamBooth
Benchmarks
TaskDatasetSOTA resultTrendResults
DreamBooth Average-case Generation
72.5Subject Fidelity
6
DreamBooth Best-case Generation
69.4Subject Fidelity
6
DreamBooth 30 classes
0.261CLIP-T
6
DreamBooth (test)
0.628Realism
6
DreamBooth random 7 subjects
76.2Subject Fidelity
6
DreamBooth images
64.6MEt3R (object)
5
DreamBooth (test)
0.703DINO Score
5
DreamBooth Stable Diffusion v2.1
0.634DINO Score
5
DreamBooth
63Style Similarity
5
DreamBooth 15
57.64FID
5
DreamBooth 25 subjects (test)
0.703DINO
5
DreamBooth
7.05Subject Consistency (SC)
4
DreamBooth
65VQA Score
4
DreamBooth
44.22Identity Preservation
4
DreamBooth
66.9Preference Rate
4
DreamBooth
0.086Fine-tuning Loss
4
DreamBooth and collected images (test)
3.526Real-world Authenticity
4
DreamBooth (test)
0.462Subject Similarity
3
DreamBooth
61.4DINO Score
3
DreamBooth Stable Diffusion v1.4 (test)
77.4CLIP-I
3
DreamBooth
28.69CLIP-T
3
DreamBooth Simple Prompt
0.859CLIP Score
2
DreamBooth Diverse Prompt
0.8CLIP Score
2
DreamBooth dog6 SDXL
0.061DINO Score
2
DreamBooth SDXL (val)
45.1Win Rate
2