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Image Generation on GenEval overall

90GenEval Overall ScoreOneCat
28.6444.5760.576.43Oct 14, 2024Dec 21, 2024Feb 27, 2025May 6, 2025Jul 13, 2025Sep 19, 2025Nov 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
OneCatParams=3B+3B+3B, Types=AR+VAR, Architecture Category=Uni. MoE/MoT Arch2025.1190
BAGELParams=7B+7B, Types=AR+Diff, Architecture Category=Uni. MoE/MoT Arch2025.1188
Qwen-ImageParams=7B+20B, Types=AR+Diff, Architecture Category=Gen. Only2025.1187
OmniGen2Params=3B+4B, Types=AR+Diff, Architecture Category=Uni. Frozen MLLM2025.1186
Blip3-oParams=7B+1.4B, Types=AR+Diff, Architecture Category=Uni. Frozen MLLM2025.1184
UniWorld-V1Params=7B+12B, Types=AR+Diff, Architecture Category=Uni. Frozen MLLM2025.1184
FLUX.1-devParams=12B, Types=Diff, Architecture Category=Gen. Only2025.1182
Janus-Pro + AIA (Ours)Params=7B, Types=AR, Architecture Category=Uni. Double Image Encoders / Training Objectives2025.1181
MetaQuery-XLParams=7B+1.6B, Types=AR+Diff, Architecture Category=Uni. Frozen MLLM2025.1180
Janus-ProParams=7B, Types=AR, Architecture Category=Uni. Double Image Encoders / Training Objectives2025.1180
InfinityParams=8B, Types=VAR, Architecture Category=Gen. Only2025.1179
Show-o2Params=7B, Types=AR+Diff, Architecture Category=Uni. Double Image Encoders / Training Objectives2025.1176
SD3-mediumParams=2B, Types=Diff, Architecture Category=Gen. Only2025.1174
InfinityParams=2B, Types=VAR, Architecture Category=Gen. Only2025.1173
Show-oParams=1.3B, Types=AR+Mask, Architecture Category=Uni. Double Image Encoders / Training Objectives2025.1169
SD3Type=Gen. Only2024.1068
Emu3 + AIA (Ours)Params=8B, Types=AR, Architecture Category=Uni. Purely2025.1167
EMU3Type=Joint Prob. Models2024.1066
Emu3-GenParams=8B, Types=AR, Architecture Category=Gen. Only2025.1166
TransfusionType=Joint Prob. Models2024.1063
Emu3Params=8B, Types=AR, Architecture Category=Uni. Purely, re-implemented=true2025.1160
SDXLType=Gen. Only2024.1055
SEED-XType=Und. and Gen. w/ pre-trained Diff.2024.1055
SDXLParams=-, Types=Diff, Architecture Category=Gen. Only2025.1155
Show-oType=Joint Prob. Models2024.1053
MMAR-7BType=Joint Prob. Models2024.1051
PixArtType=Gen. Only2024.1048
ChameleonParams=7B, Types=AR, Architecture Category=Uni. Purely2025.1139
VILA-UParams=7B, Types=AR, Architecture Category=Uni. Purely2025.1139
CODIType=Und. and Gen. w/ pre-trained Diff.2024.1031