Image Generation on GenEval overall
90GenEval Overall ScoreOneCat
Evaluation Results
| Method | Links | |
|---|---|---|
| OneCatParams=3B+3B+3B, Types=AR+VAR, Architecture Category=Uni. MoE/MoT Arch2025.11 | 90 | |
| BAGELParams=7B+7B, Types=AR+Diff, Architecture Category=Uni. MoE/MoT Arch2025.11 | 88 | |
| Qwen-ImageParams=7B+20B, Types=AR+Diff, Architecture Category=Gen. Only2025.11 | 87 | |
| OmniGen2Params=3B+4B, Types=AR+Diff, Architecture Category=Uni. Frozen MLLM2025.11 | 86 | |
| Blip3-oParams=7B+1.4B, Types=AR+Diff, Architecture Category=Uni. Frozen MLLM2025.11 | 84 | |
| UniWorld-V1Params=7B+12B, Types=AR+Diff, Architecture Category=Uni. Frozen MLLM2025.11 | 84 | |
| FLUX.1-devParams=12B, Types=Diff, Architecture Category=Gen. Only2025.11 | 82 | |
| Janus-Pro + AIA (Ours)Params=7B, Types=AR, Architecture Category=Uni. Double Image Encoders / Training Objectives2025.11 | 81 | |
| MetaQuery-XLParams=7B+1.6B, Types=AR+Diff, Architecture Category=Uni. Frozen MLLM2025.11 | 80 | |
| Janus-ProParams=7B, Types=AR, Architecture Category=Uni. Double Image Encoders / Training Objectives2025.11 | 80 | |
| InfinityParams=8B, Types=VAR, Architecture Category=Gen. Only2025.11 | 79 | |
| Show-o2Params=7B, Types=AR+Diff, Architecture Category=Uni. Double Image Encoders / Training Objectives2025.11 | 76 | |
| SD3-mediumParams=2B, Types=Diff, Architecture Category=Gen. Only2025.11 | 74 | |
| InfinityParams=2B, Types=VAR, Architecture Category=Gen. Only2025.11 | 73 | |
| Show-oParams=1.3B, Types=AR+Mask, Architecture Category=Uni. Double Image Encoders / Training Objectives2025.11 | 69 | |
| SD3Type=Gen. Only2024.10 | 68 | |
| Emu3 + AIA (Ours)Params=8B, Types=AR, Architecture Category=Uni. Purely2025.11 | 67 | |
| EMU3Type=Joint Prob. Models2024.10 | 66 | |
| Emu3-GenParams=8B, Types=AR, Architecture Category=Gen. Only2025.11 | 66 | |
| TransfusionType=Joint Prob. Models2024.10 | 63 | |
| Emu3Params=8B, Types=AR, Architecture Category=Uni. Purely, re-implemented=true2025.11 | 60 | |
| SDXLType=Gen. Only2024.10 | 55 | |
| SEED-XType=Und. and Gen. w/ pre-trained Diff.2024.10 | 55 | |
| SDXLParams=-, Types=Diff, Architecture Category=Gen. Only2025.11 | 55 | |
| Show-oType=Joint Prob. Models2024.10 | 53 | |
| MMAR-7BType=Joint Prob. Models2024.10 | 51 | |
| PixArtType=Gen. Only2024.10 | 48 | |
| ChameleonParams=7B, Types=AR, Architecture Category=Uni. Purely2025.11 | 39 | |
| VILA-UParams=7B, Types=AR, Architecture Category=Uni. Purely2025.11 | 39 | |
| CODIType=Und. and Gen. w/ pre-trained Diff.2024.10 | 31 |