Subject-driven Image Generation on DreamBench v2 (test)
90Subject Fidelity ScoreSuTI
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SuTIBackbone=Imagen [1], Space=-, Time=20 secs, Test-time tuning=not required2023.04 | 90 | 90 | 92 | 82 | |
| DreamBoothBackbone=Imagen [1], Space=$$$, Time=10 mins, Test-time tuning=required2023.04 | 88 | 82 | 98 | 77 | |
| ImagicBackbone=Imagen [1], Space=$$$$, Time=70 mins, Test-time tuning=required2023.04 | 78 | 34 | 68 | 28 | |
| DreamBoothBackbone=SD [21], Space=$$$, Time=6 mins, Test-time tuning=required2023.04 | 74 | 53 | 85 | 47 | |
| Re-ImagenBackbone=Imagen [1], Space=-, Time=20 secs, Test-time tuning=not required2023.04 | 70 | 65 | 64 | 42 | |
| Textual InversionBackbone=SD [21], Space=$, Time=30 mins, Test-time tuning=required2023.04 | 22 | 64 | 90 | 14 | |
| Null-Text InversionBackbone=Imagen [1], Space=$$, Time=5 mins, Test-time tuning=required2023.04 | 20 | 46 | 70 | 10 | |
| InstructPix2PixBackbone=SD [21], Space=-, Time=10 secs, Test-time tuning=not required2023.04 | 14 | 46 | 42 | 10 |