Multi-Reference Image Generation on OmniRef-Bench
0.65Objective Subject ScoreSeedream4.5
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Seedream4.5Model Category=Closed-Source Models, Evaluation MLLM=Gemini 3 Flash2026.06 | 0.65 | 0.34 | 0.89 | 0.74 | 0.74 | 0.67 | 8.77 | 8.92 | 6.27 | 8.78 | 8.08 | 7.97 | 8.13 | |
| Nano Banana ProModel Category=Closed-Source Models, Evaluation MLLM=Gemini 3 Flash2026.06 | 0.64 | 0.46 | 0.89 | 0.77 | 0.72 | 0.7 | 8.5 | 8.61 | 8.37 | 8.75 | 8.37 | 8.39 | 8.5 | |
| FLUX.2 [klein]Model Category=Open-Source Models, Evaluation MLLM=Gemini 3 Flash, Backbone=FLUX.2 [klein] 9B Base2026.06 | 0.63 | 0.21 | 0.87 | 0.69 | 0.74 | 0.63 | 8.25 | 6.32 | 2.18 | 7.69 | 7.95 | 6.53 | 6.49 | |
| FLUX.2 [klein] + DyRefModel Category=Open-Source Models, Evaluation MLLM=Gemini 3 Flash, Optimization=Dynamic Reward Optimization (DAR), Backbone=FLUX.2 [klein] 9B Base2026.06 | 0.63 | 0.48 | 0.9 | 0.78 | 0.76 | 0.71 | 8.07 | 8.12 | 8.06 | 8.35 | 8.11 | 7.48 | 8.03 | |
| Qwen-2511 + DyRefModel Category=Open-Source Models, Evaluation MLLM=Gemini 3 Flash, Optimization=Dynamic Reward Optimization (DAR), Backbone=Qwen-Image-Edit-25112026.06 | 0.62 | 0.46 | 0.87 | 0.76 | 0.83 | 0.71 | 8.34 | 8.51 | 8.67 | 8.54 | 8.15 | 8.08 | 8.38 | |
| OmniGen2Model Category=Open-Source Models, Evaluation MLLM=Gemini 3 Flash2026.06 | 0.59 | 0.11 | 0.85 | 0.65 | 0.65 | 0.57 | 4.47 | 2.31 | 0.37 | 4.68 | 6.73 | 4.16 | 3.79 | |
| BAGELModel Category=Open-Source Models, Evaluation MLLM=Gemini 3 Flash2026.06 | 0.58 | 0.15 | 0.85 | 0.67 | 0.69 | 0.59 | 6.21 | 3.66 | 1.13 | 6.31 | 5.98 | 4.54 | 4.64 | |
| DreamOmni2Model Category=Open-Source Models, Evaluation MLLM=Gemini 3 Flash2026.06 | 0.57 | 0.28 | 0.85 | 0.71 | 0.67 | 0.62 | 6.75 | 3.43 | 3.45 | 6.07 | 6.65 | 4.71 | 5.18 | |
| Qwen-2511Model Category=Open-Source Models, Evaluation MLLM=Gemini 3 Flash, Backbone=Qwen-Image-Edit-25112026.06 | 0.55 | 0.15 | 0.84 | 0.71 | 0.71 | 0.59 | 6.5 | 4.35 | 1.61 | 6.81 | 6.09 | 4.46 | 4.97 |