Identity-Preserving Multi-subject Image Generation on LAMICBench++ Fewer Subjects
97.63ITCGPT-4o
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GPT-4osource=Closed-Source Commercial Models2025.10 | 97.63 | 59.52 | 28.49 | 79.53 | 66.29 | 63.71 | |
| Nano Bananasource=Closed-Source Commercial Models2025.10 | 96.58 | 58.48 | 34.36 | 80.87 | 67.57 | 64.11 | |
| OmniGen22025.10 | 95.4 | 57.58 | 32.17 | 73.14 | 64.57 | 61.08 | |
| Qwen-Image-Editsingle-image-editing=true, annotation=manually composited layout images2025.10 | 93.63 | 57.97 | 17.71 | 73.3 | 60.65 | 57.57 | |
| Ourslayout-aware=true, annotation=pre-annotated bounding boxes2025.10 | 92.54 | 57.5 | 35.86 | 81.23 | 66.78 | 64.66 | |
| FLUX.1-Kontextsingle-image-editing=true, annotation=manually composited layout images2025.10 | 90.16 | 54.87 | 42.65 | 77.87 | 66.39 | 63.33 | |
| DreamO2025.10 | 90.14 | 56.56 | 33.84 | 71.44 | 63 | 57.31 | |
| UNO2025.10 | 89.86 | 58.04 | 17.53 | 75.34 | 60.19 | 55.58 | |
| MS-Diffusionlayout-aware=true, annotation=pre-annotated bounding boxes2025.10 | 89.13 | 57.67 | 12.45 | 75.49 | 58.69 | 56.35 | |
| MIP-Adapter2025.10 | 87.22 | 56.5 | 6.63 | 68.4 | 54.69 | 51.28 | |
| XVerse2025.10 | 77.65 | 53.79 | 39.47 | 71.25 | 60.54 | 50.29 | |
| LAMIClayout-aware=true, annotation=pre-annotated bounding boxes2025.10 | 42.27 | 50.26 | 37.02 | 74.17 | 50.93 | 45.61 |