Subject-driven image generation on DreamBooth (SC, PA, PQ, FID, CLIP)
7.05Subject Consistency (SC)Ours (ISP)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Ours (ISP)Base model=FLUX.1-dev (12.0B), Parameters=15M+32M, Ratio=~0.5%, Evaluation Protocol=GPT-4.1 (gpt-4.1-2025-04-14)2026.05 | 7.05 | 7.15 | 6.93 | 78.12 | 0.82 | |
| OminiControlBase model=FLUX.1-dev (12.0B), Parameters=15M, Ratio=~0.1%, Evaluation Protocol=GPT-4.1 (gpt-4.1-2025-04-14)2026.05 | 6.05 | 6.88 | 6.45 | 102.12 | 0.767 | |
| SSR-EncoderBase model=FLUX.1-dev (12.0B), Parameters=120M, Ratio=~1.0%, Evaluation Protocol=GPT-4.1 (gpt-4.1-2025-04-14)2026.05 | 5.12 | 6.33 | 5.43 | 128.12 | 0.68 | |
| IP-AdapterBase model=FLUX.1-dev (12.0B), Parameters=45M, Ratio=~0.4%, Evaluation Protocol=GPT-4.1 (gpt-4.1-2025-04-14)2026.05 | 4.05 | 6.12 | 5.01 | 144.51 | 0.607 |