Reference-based multi-human generation on MultiHuman TestBench
90.2CountAr2Can
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Ar2CanModel Type=Ours, Architecture=Arch-A2025.11 | 90.2 | 67.6 | 30.2 | 86.3 | 77.6 | 72.2 | |
| WithAnyoneModel Type=Our Architect, Architecture=Arch-B2025.11 | 89.8 | 44.3 | 29.7 | 82.5 | 77 | 62.6 | |
| GPT-Image-1Model Type=Proprietary2025.11 | 87.9 | 28.8 | 30.3 | 97 | 91.1 | 55.8 | |
| Ar2CanModel Type=Ours, Architecture=Arch-B2025.11 | 86.9 | 68.2 | 30.8 | 86.2 | 82 | 72.4 | |
| ID-PatchModel Type=Our Architect, Architecture=Arch-B2025.11 | 86.3 | 55.1 | 26.8 | 85.4 | 73.2 | 63.3 | |
| X-VerseModel Type=Open-Source2025.11 | 81.7 | 30.6 | 25.5 | 66.2 | 61.3 | 52.7 | |
| KontextModel Type=Our Architect, Architecture=Arch-B2025.11 | 80.7 | 14.5 | 29.2 | 83 | 78.3 | 38.2 | |
| NanobananaModel Type=Proprietary2025.11 | 75 | 20.6 | 30.1 | 98.9 | 95.5 | 44.9 | |
| UMO-OmniGen2Model Type=Open-Source2025.11 | 70.5 | 46.4 | 29.3 | 83.6 | 80.1 | 60.4 | |
| Dream-OModel Type=Open-Source2025.11 | 61.2 | 34.7 | 28.5 | 86.2 | 81.5 | 59.7 | |
| OmniGenModel Type=Open-Source2025.11 | 60.5 | 49.4 | 26.2 | 87.5 | 71.3 | 59.2 | |
| MH-OmniGenModel Type=Open-Source2025.11 | 60.3 | 54.5 | 26.3 | 91.6 | 72.9 | 61.6 | |
| UniPortraitModel Type=Open-Source2025.11 | 58.5 | 44.2 | 28.9 | 76.2 | 67.2 | 51.7 | |
| UMO-UNOModel Type=Open-Source2025.11 | 41.6 | 23.1 | 19.8 | 48.8 | 45 | 33.2 |