Text-to-Image Generation on TIIF
86.1TIIF Overall ScoreQwen-Image
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Qwen-Image#Params=20B2026.03 | 86.1 | — | — | 86.2 | 90.5 | 88.2 | 79.8 | 79.3 | 79.2 | 78.9 | 75.6 | 100 | 92.8 | 90.3 | |
| Seedream 3.02026.03 | 86 | — | — | 87.1 | 90.5 | 89.6 | 80.9 | 79.2 | 79.8 | 77.2 | 75.6 | 100 | 97.2 | 83.2 | |
| Z-Image#Params=6B2026.03 | 80.2 | — | — | 78.4 | 79.5 | 80.5 | 75.1 | 72.9 | 72.9 | 67 | 73.9 | 90 | 94.8 | 88.1 | |
| FIRM-SD3.5Base Model=SD3.5-Medium, Training=RL with FIRM-Gen-8B2026.03 | 77.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| w/ RPO-Gemini 3.1 Pro-ARRBase Generator=FLUX.1-Dev2026.05 | 76.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ARR-RPOVariant=w/ RPO-Gemini 3.1 Pro-ARR2026.05 | 76.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SD3.5-MediumTraining=RL with Qwen3VL-32B2026.03 | 76.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| w/ RPO-GPT-5-ARRBase Generator=FLUX.1-Dev2026.05 | 76.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ARR-RPOVariant=w/ RPO-GPT-5-ARR2026.05 | 76.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SD3.5-MediumTraining=RL with Qwen3VL-8B2026.03 | 75.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ARR-RPOVariant=w/ RPO-Gemini 3.1 Pro2026.05 | 75.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DALLE-32026.03 | 74.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DALLE-32026.05 | 74.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DALLE-32026.05 | 74.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| w/ RPO-Qwen3vl-8B-ARRBase Generator=FLUX.1-Dev2026.05 | 74.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ARR-RPOVariant=w/ RPO-Qwen3vl-8B-ARR2026.05 | 74.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InternVL-U#Params=2B+1.7B2026.03 | 74.9 | — | — | 82.3 | 86 | 84.1 | 76.7 | 73.5 | 75.3 | 70.4 | 75.5 | 93.3 | 47.5 | 65.3 | |
| ARR-RPOVariant=w/ RPO-GPT-52026.05 | 74.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Lumina-DiMOO#Params=8B2026.03 | 74.7 | — | — | 84.9 | 87 | 87.6 | 79.8 | 72.8 | 74.8 | 76.8 | 69.8 | 70 | 51.1 | 75 | |
| ARR-RPOVariant=w/ RPO-Qwen3vl-8B2026.05 | 73.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BAGEL#Params=7B+7B2026.03 | 71.5 | — | — | 81.8 | 82.5 | 83 | 79.9 | 70.2 | 74.4 | 67.4 | 72 | 86.7 | 29.4 | 68.3 | |
| BAGEL2026.03 | 71.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BAGEL2026.05 | 71.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BAGEL2026.05 | 71.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FLUX.1 [dev]#Params=12B2026.03 | 71.1 | — | — | 83.1 | 87.1 | 87.3 | 75 | 65.8 | 67.1 | 73.8 | 69.1 | 66.7 | 43.8 | 70.7 | |
| FLUX.1-Dev2026.05 | 71.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FLUX.1-Dev2026.05 | 71.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SD3.5-Medium2026.03 | 70.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ovis-U1#Params=2.4B+1.2B2026.03 | 66.7 | — | — | 77.8 | 83.5 | 80.1 | 69.9 | 67.4 | 71.8 | 66.8 | 69 | 83.3 | 8.1 | 67.2 | |
| Janus-Pro-7B2026.03 | 66.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Janus-Pro-7B2026.05 | 66.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Janus-Pro#Params=7B2026.03 | 65.5 | — | — | 79.3 | 79.3 | 78.3 | 80.3 | 59.7 | 66.1 | 70.5 | 67.2 | 60 | 28.8 | 65.8 | |
| Show-o2026.03 | 59.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Show-o#Params=1.3B2026.03 | 59.7 | — | — | 73.1 | 74.8 | 78.8 | 65.6 | 53.7 | 61 | 68.6 | 66.5 | 63.3 | 3.8 | 55 | |
| SD-XL2026.03 | 54.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SDXL2026.05 | 54.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BAGELModel Category=Unified Multimodal Models2026.01 | — | 71 | 71.8 | — | — | — | — | — | — | — | — | — | — | — | |
| BLIP3-oModel Category=Unified Multimodal Models2026.01 | — | 58.8 | 58.7 | — | — | — | — | — | — | — | — | — | — | — | |
| FLUX.1 devModel Category=Generation Only Models2026.01 | — | 66.2 | 66.7 | — | — | — | — | — | — | — | — | — | — | — | |
| Janus-ProModel Category=Unified Multimodal Models2026.01 | — | 65.4 | 61.1 | — | — | — | — | — | — | — | — | — | — | — | |
| OmniGen2Model Category=Unified Multimodal Models2026.01 | — | 70.2 | 70.3 | — | — | — | — | — | — | — | — | — | — | — | |
| SD3 MediumModel Category=Generation Only Models2026.01 | — | 64.8 | 64.8 | — | — | — | — | — | — | — | — | — | — | — | |
| show-o2Model Category=Unified Multimodal Models2026.01 | — | 62.8 | 63.9 | — | — | — | — | — | — | — | — | — | — | — | |
| T2I-R1Model Category=Unified Multimodal Models2026.01 | — | 67.6 | 68.3 | — | — | — | — | — | — | — | — | — | — | — | |
| UniCornModel Category=Unified Multimodal Models2026.01 | — | 74.7 | 72.9 | — | — | — | — | — | — | — | — | — | — | — |