Long-text-to-Image Generation on LongText-Bench
98.9EN ScoreSeedream 4.5
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Seedream 4.5#Params=-2026.03 | 98.9 | 98.7 | — | — | |
| Nano Banana Pro#Params=-2026.03 | 98.1 | 94.9 | — | — | |
| SeFi-Image-5BModel Size=5B2026.06 | 97.8 | 97.8 | — | 97.8 | |
| SeFi-Image-5BScale=5B, Turbo=false2026.06 | 97 | 96.3 | — | 96.7 | |
| JoyAI-Image2026.06 | 96.3 | 96.3 | — | 96.3 | |
| Qwen-Image-25122026.06 | 95.6 | 96.5 | — | 96 | |
| Base modelModel Context=Qwen-Image, P.(B)↓=20, M.(%)↓=100, L.(ms)↓=26252025.11 | 94.3 | 94.6 | 0 | — | |
| Z-Image#Params=6B2026.03 | 94.3 | 94.6 | — | — | |
| Qwen-Image#Params=20B2026.03 | 94.3 | 94.6 | — | — | |
| Qwen-Image2026.06 | 94.3 | 94.6 | — | 94.5 | |
| Z-Image2026.06 | 93.5 | 93.6 | — | 93.6 | |
| PPCL(14B)Model Context=Qwen-Image, P.(B)↓=14, M.(%)↓=79.4, L.(ms)↓=17922025.11 | 92.9 | 94.6 | 0.42 | — | |
| Z-Image-TurboTurbo=true2026.06 | 91.7 | 92.6 | — | 92.1 | |
| SeFi-Image-5B-TurboScale=5B, Turbo=true2026.06 | 90.3 | 94.2 | — | 92.2 | |
| PPCL(Fine-tuning)Model Context=Qwen-Image, P.(B)↓=10, M.(%)↓=66.9, L.(ms)↓=14622025.11 | 90.2 | 93.1 | 3.29 | — | |
| PPCL(12B)Model Context=Qwen-Image, P.(B)↓=12, M.(%)↓=71.4, L.(ms)↓=15142025.11 | 89.3 | 91.7 | 3.03 | — | |
| HierarchicalPruneModel Context=Qwen-Image, P.(B)↓=14, M.(%)↓=79.4, L.(ms)↓=17862025.11 | 88.4 | 88.1 | 6.49 | — | |
| PPCL(10B)Model Context=Qwen-Image, P.(B)↓=10, M.(%)↓=66.9, L.(ms)↓=14622025.11 | 87.1 | 88.5 | 6.88 | — | |
| SeFi-Image-2BScale=2B, Turbo=false2026.06 | 87 | 82.4 | — | 84.7 | |
| SeFi-Image-2BModel Size=2B2026.06 | 87 | 82.4 | — | 84.7 | |
| FLUX.2-Klein-9BModel Size=9B2026.06 | 86.4 | 21.8 | — | 54.1 | |
| TinyFusionModel Context=Qwen-Image, P.(B)↓=14, M.(%)↓=79.4, L.(ms)↓=17892025.11 | 85.9 | 85.7 | 8.75 | — | |
| SeFi-Image-1BScale=1B, Turbo=false2026.06 | 85.4 | 85.6 | — | 85.5 | |
| SeFi-Image-1BModel Size=1B2026.06 | 85.4 | 85.6 | — | 85.5 | |
| SeFi-Image-1B-TurboScale=1B, Turbo=true2026.06 | 82.5 | 82.4 | — | 82.4 | |
| SeFi-Image-2B-TurboScale=2B, Turbo=true2026.06 | 79.9 | 80.3 | — | 80.1 | |
| InternVL-U#Params=2B+1.7B2026.03 | 73.8 | 86 | — | — | |
| Chroma1-HDModel Context=FLUX.1-dev, P.(B)↓=8.9, M.(%)↓=82.5, L.(ms)↓=17142025.11 | 70.8 | — | 1.02 | — | |
| FLUX.1 LiteModel Context=FLUX.1-dev, P.(B)↓=8, M.(%)↓=78.8, L.(ms)↓=5722025.11 | 64.3 | — | 6.09 | — | |
| Base modelModel Context=FLUX.1 Lite, P.(B)↓=8, M.(%)↓=78.8, L.(ms)↓=5722025.11 | 64.3 | — | 0 | — | |
| PPCL(6.5B)Model Context=FLUX.1 Lite, P.(B)↓=6.5, M.(%)↓=69.2, L.(ms)↓=4282025.11 | 62 | — | 0.07 | — | |
| Base modelModel Context=FLUX.1-dev, P.(B)↓=12, M.(%)↓=100, L.(ms)↓=7152025.11 | 60.7 | — | 0 | — | |
| FLUX.1 [dev]#Params=12B2026.03 | 60.7 | 0.5 | — | — | |
| PPCL(8B)Model Context=FLUX.1-dev, P.(B)↓=8, M.(%)↓=74.4, L.(ms)↓=5352025.11 | 56.4 | — | 4.03 | — | |
| OmniGen2#Params=3B+4B2026.03 | 56.1 | 5.9 | — | — | |
| HierarchicalPruneModel Context=FLUX.1-dev, P.(B)↓=8, M.(%)↓=74.4, L.(ms)↓=5432025.11 | 52.5 | — | 13.38 | — | |
| TinyFusionModel Context=FLUX.1-dev, P.(B)↓=8, M.(%)↓=74.4, L.(ms)↓=5342025.11 | 50.2 | — | 13.8 | — | |
| Lumina-DiMOO#Params=8B2026.03 | 43.7 | 4.7 | — | — | |
| BAGEL#Params=7B+7B2026.03 | 37.3 | 31 | — | — | |
| Ovis-U1#Params=2.4B+1.2B2026.03 | 3 | 5.1 | — | — | |
| BLIP-3o#Params=8B2026.03 | 2.1 | 1.8 | — | — | |
| Janus-Pro#Params=7B2026.03 | 1.9 | 0.6 | — | — | |
| BAGEL#params=14B2026.06 | — | — | — | 37.3 | |
| BLIP3o-4B#params=4B2026.06 | — | — | — | 2.3 | |
| BLIP3o-N-G-G#params=3B2026.06 | — | — | — | 11.4 | |
| BLIP3o-N-G-T#params=3B2026.06 | — | — | — | 15.3 | |
| BLIP3o-N-S#params=3B2026.06 | — | — | — | 11 | |
| DeCo#params=1B2026.06 | — | — | — | 0.3 | |
| FLUX.1 [Dev]#params=12B2026.06 | — | — | — | 60.7 | |
| GPT Image 1 [High]2026.06 | — | — | — | 95.6 | |
| HiDream-I1-Full#params=17B2026.06 | — | — | — | 54.3 | |
| i1#params=3B2026.06 | — | — | — | 92.2 | |
| Janus-Pro-7B#params=7B2026.06 | — | — | — | 1.9 | |
| Lumina-Image 2.0#params=3B2026.06 | — | — | — | 8.8 | |
| PixNerd#params=1B2026.06 | — | — | — | 2 | |
| Qwen-Image#params=20B2026.06 | — | — | — | 94.3 | |
| SD3 Medium#params=2B2026.06 | — | — | — | 32.2 | |
| Seedream 3.02026.06 | — | — | — | 89.6 | |
| Z-Image#params=6B2026.06 | — | — | — | 93.5 |