| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| DreamBench | UNIC-Adapter | DINO Score81.6 | 113 | 7d ago | |
| DreamBooth Dataset 1.0 (test) | DINO Score0.774 | 18 | 2mo ago | ||
| SconeEval | Composition Single COM8.92 | 11 | 3mo ago | ||
| OmniContext SINGLE 1.0 | Character PF Score8.89 | 10 | 3mo ago | ||
| Multi-subject bench | SSR-Encoder | CLIP-T0.302 | 8 | 3mo ago | |
| DreamBench v2 (test) | SuTI | Subject Fidelity Score90 | 8 | 3mo ago | |
| DreamBooth Average-case Generation | LoRA w/ BNNs | Subject Fidelity72.5 | 6 | 2mo ago | |
| DreamBooth Best-case Generation | OFT w/ BNNs | Subject Fidelity69.4 | 6 | 2mo ago | |
| DreamBench | Qwen-Image | Azimuth Angle Error17.6 | 5 | 7d ago | |
| XVerseBench single-subject set | UNO | IP-Sim80.36 | 4 | 7d ago | |
| DreamBooth | Ours (ISP) | Subject Consistency (SC)7.05 | 4 | 13d ago | |
| DreamBooth | RefLoRA | Fine-tuning Loss0.086 | 4 | 3mo ago | |
| SANA 1.5-4.8B (Evaluation Set) | DTI | Image Alignment45.2 | 4 | 3mo ago | |
| SANA 1.5-1.6B Evaluation Set | TI | Image Fidelity0.48 | 4 | 3mo ago | |
| SDXL Evaluation Set | TI | Image Score0.561 | 4 | 3mo ago | |
| RC (test) | Textual Inversion | DINO Identity Similarity0.488 | 4 | 3mo ago | |
| LAMICBench two-subject two-reference | Dual Layer Aggregation | IP-Sim Score66.46 | 3 | 7d ago | |
| DreamBooth dog6 SDXL | NaRA | DINO Score0.061 | 2 | 5d ago | |
| DreamBooth SDXL (val) | MoSLoRA | Win Rate45.1 | 2 | 3mo ago |