Identity-Preserving Multi-subject Image Generation on LAMICBench++ More Subjects
95.48ITCNano Banana
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Nano Bananasource=Closed-Source Commercial Models2025.10 | 95.48 | 60.81 | 16.67 | 74.11 | 61.77 | 64.11 | |
| GPT-4osource=Closed-Source Commercial Models2025.10 | 95.37 | 62.77 | 17.12 | 72.64 | 61.98 | 63.71 | |
| FLUX.1-Kontextsingle-image-editing=true, annotation=manually composited layout images2025.10 | 90.3 | 56.08 | 27.91 | 70.93 | 61.31 | 63.33 | |
| Ourslayout-aware=true, annotation=pre-annotated bounding boxes2025.10 | 89.89 | 59.18 | 30.42 | 73.35 | 63.21 | 64.66 | |
| OmniGen22025.10 | 89.69 | 58.49 | 15.15 | 69.31 | 58.16 | 61.08 | |
| Qwen-Image-Editsingle-image-editing=true, annotation=manually composited layout images2025.10 | 86.35 | 59.57 | 9.32 | 65.26 | 55.13 | 57.57 | |
| DreamO2025.10 | 78.49 | 57.86 | 14.53 | 60.07 | 52.74 | 57.31 | |
| MS-Diffusionlayout-aware=true, annotation=pre-annotated bounding boxes2025.10 | 78.46 | 59.65 | 9.06 | 69.75 | 54.23 | 56.35 | |
| UNO2025.10 | 77.25 | 58.9 | 7.83 | 62.94 | 51.73 | 55.58 | |
| MIP-Adapter2025.10 | 71.88 | 58.38 | 1.12 | 61.1 | 48.12 | 51.28 | |
| XVerse2025.10 | 43.48 | 47.68 | 15.26 | 56.12 | 40.63 | 50.29 | |
| LAMIClayout-aware=true, annotation=pre-annotated bounding boxes2025.10 | 28.29 | 50.84 | 24.63 | 60.87 | 41.16 | 45.61 |