Text-to-Image Generation on GenEval original prompts LLM-rewritten prompts
90Overall AccuracyLAC
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LACArchitecture=Unified Multimodal, Prompt Type=LLM-rewritten2026.05 | 90 | 99 | 95 | 83 | 99 | 82 | 81 | |
| MogaoArchitecture=Unified Multimodal, Prompt Type=LLM-rewritten2026.05 | 89 | 100 | 97 | 83 | 93 | 84 | 80 | |
| BAGELArchitecture=Unified Multimodal, Prompt Type=LLM-rewritten2026.05 | 86 | 99 | 94 | 80 | 95 | 70 | 78 | |
| FLUX.1-devArchitecture=Generation Only, Prompt Type=LLM-rewritten2026.05 | 82 | 98 | 93 | 75 | 93 | 68 | 65 | |
| LACArchitecture=Unified Multimodal, Prompt Type=Original2026.05 | 82 | 100 | 95 | 75 | 97 | 61 | 65 | |
| MetaQuery-XLArchitecture=Unified Multimodal, Prompt Type=LLM-rewritten2026.05 | 80 | — | — | — | — | — | — | |
| Janus-Pro-7BArchitecture=Unified Multimodal, Prompt Type=Original2026.05 | 80 | 99 | 89 | 59 | 90 | 79 | 66 | |
| BAGELArchitecture=Unified Multimodal, Source=Reproduced, Prompt Type=Original2026.05 | 77 | 99 | 94 | 77 | 84 | 50 | 60 | |
| Show-o2Architecture=Unified Multimodal, Prompt Type=LLM-rewritten2026.05 | 76 | 100 | 87 | 58 | 92 | 52 | 62 | |
| SD3-MediumArchitecture=Generation Only, Prompt Type=Original2026.05 | 74 | 99 | 94 | 72 | 89 | 33 | 60 | |
| DALL-E 3Architecture=Generation Only, Prompt Type=Original2026.05 | 67 | 96 | 87 | 47 | 83 | 43 | 45 | |
| Emu3-GenArchitecture=Unified Multimodal, Prompt Type=LLM-rewritten2026.05 | 66 | 99 | 81 | 42 | 80 | 49 | 45 | |
| TransfusionArchitecture=Unified Multimodal2026.05 | 63 | — | — | — | — | — | — | |
| TokenFlow-XLArchitecture=Unified Multimodal, Prompt Type=Original2026.05 | 55 | 95 | 60 | 41 | 81 | 16 | 24 | |
| SEED-XArchitecture=Unified Multimodal, Prompt Type=Original2026.05 | 49 | 97 | 58 | 26 | 80 | 19 | 14 | |
| PixArt-ΣArchitecture=Generation Only, Prompt Type=Original2026.05 | 48 | 98 | 50 | 44 | 80 | 8 | 7 | |
| ChameleonArchitecture=Unified Multimodal2026.05 | 39 | — | — | — | — | — | — |