Multimodal Understanding and Generation on WISE
80Overall AccuracyGPT-4o-Image
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GPT-4o-ImageModel Capability=Unified2025.06 | 80 | 81 | 71 | 89 | 83 | 79 | 74 | |
| GPT-4o2025.08 | 80 | 81 | 71 | 89 | 83 | 79 | 74 | |
| GPT-4o2026.04 | 80 | 81 | 71 | 89 | 83 | 79 | 74 | |
| Uni-CoTmulti-modal reasoning=enabled2025.08 | 75 | 76 | 70 | 76 | 73 | 81 | 73 | |
| Uni-CoTmulti-modal reasoning=disabled2025.08 | 72 | 75 | 67 | 79 | 64 | 79 | 65 | |
| MindOmni*Type=Und. and Gen., Size=7.0B, thinking mode=true, data=higher-quality2025.05 | 71 | 75 | 70 | 76 | 76 | 72 | 52 | |
| BAGELType=Und. and Gen., Size=7.0B2025.05 | 70 | 76 | 69 | 75 | 65 | 75 | 58 | |
| Bagel-Think2025.08 | 70 | 76 | 69 | 75 | 65 | 75 | 58 | |
| BLIP3-o2026.03 | 62 | — | — | — | — | — | — | |
| Qwen-Image2026.04 | 62 | — | — | — | — | — | — | |
| MindOmniType=Und. and Gen., Size=7.0B2025.05 | 60 | 60 | 62 | 64 | 56 | 68 | 48 | |
| LongCat-Next2026.03 | 57 | — | — | — | — | — | — | |
| MetaQuery-XLType=Und. and Gen., Size=7.0B2025.05 | 55 | 56 | 55 | 62 | 49 | 63 | 41 | |
| MetaQuery-XLModel Capability=Unified2025.06 | 55 | 56 | 55 | 62 | 49 | 63 | 41 | |
| UniWorld-V1Model Capability=Unified2025.06 | 55 | 53 | 55 | 73 | 45 | 59 | 41 | |
| MetaQuery2025.08 | 55 | 56 | 55 | 62 | 49 | 63 | 41 | |
| UniWorld-V12026.03 | 55 | — | — | — | — | — | — | |
| MetaQuery-XL2026.04 | 55 | 56 | 55 | 62 | 49 | 63 | 41 | |
| TwinFlow2026.04 | 54 | 52 | 51 | 67 | 48 | 61 | 40 | |
| APEX 20BSFT=true, NFE=12026.04 | 54 | 53 | 54 | 66 | 48 | 61 | 41 | |
| Show-o2026.04 | 53 | 95 | 52 | 49 | 82 | 11 | 28 | |
| BLIP-3Type=Und. and Gen., Size=7.0B2025.05 | 52 | — | — | — | — | — | — | |
| BAGELModel Capability=Unified2025.06 | 52 | 44 | 55 | 68 | 44 | 60 | 39 | |
| BAGEL2026.04 | 52 | 44 | 55 | 68 | 44 | 60 | 39 | |
| Qwen-Image-Lightning2026.04 | 51 | — | — | — | — | — | — | |
| FLUXType=Gen. Only, Size=2.7B2025.05 | 50 | 48 | 58 | 62 | 42 | 51 | 35 | |
| FLUX.1-devModel Capability=Gen. Only2025.06 | 50 | 48 | 58 | 62 | 42 | 51 | 35 | |
| FLUX.1 [Dev]2026.04 | 50 | 48 | 58 | 62 | 42 | 51 | 35 | |
| VILA-U2026.04 | 50 | 51 | 51 | 51 | 49 | 51 | 49 | |
| playground-v2.5Model Capability=Gen. Only2025.06 | 49 | 49 | 58 | 55 | 43 | 48 | 33 | |
| Playground-v2.52026.04 | 49 | 49 | 58 | 55 | 43 | 48 | 33 | |
| PixArtType=Gen. Only, Size=0.6B2025.05 | 47 | 45 | 50 | 48 | 49 | 56 | 34 | |
| PixArt-AlphaModel Capability=Gen. Only2025.06 | 47 | 45 | 50 | 48 | 49 | 56 | 34 | |
| PixArt-α2026.04 | 47 | 45 | 50 | 48 | 49 | 56 | 34 | |
| SD3.5-largeModel Capability=Gen. Only2025.06 | 46 | 44 | 50 | 58 | 44 | 52 | 31 | |
| InternVL-U2026.03 | 46 | — | — | — | — | — | — | |
| SD3.5-Large2026.04 | 46 | 44 | 50 | 58 | 44 | 52 | 31 | |
| OmniGenType=Gen. Only, Size=3.8B, Config=Baseline2025.05 | 44 | 40 | 38 | 51 | 27 | 51 | 59 | |
| SDXLType=Gen. Only, Size=2.6B2025.05 | 43 | 43 | 48 | 47 | 44 | 45 | 27 | |
| MindOmniType=Und. and Gen., Size=7.0B, thinking=false2025.05 | 43 | 40 | 38 | 62 | 36 | 52 | 32 | |
| SDXLModel Capability=Gen. Only2025.06 | 43 | 43 | 48 | 47 | 44 | 45 | 27 | |
| SDXL2026.04 | 43 | 43 | 48 | 47 | 44 | 45 | 27 | |
| NEO-unify2026.03 | 42 | — | — | — | — | — | — | |
| Ovis-U12026.03 | 42 | — | — | — | — | — | — | |
| Bagel + LatentUMMBase Model=Bagel, Modification=LatentUMM2026.05 | 41.8 | — | — | — | — | — | — | |
| Bagel + SFTBase Model=Bagel, Modification=SFT2026.05 | 40.7 | — | — | — | — | — | — | |
| Lumina2026.03 | 40 | — | — | — | — | — | — | |
| BagelBase Model=Bagel, Modification=None2026.05 | 39.9 | — | — | — | — | — | — | |
| Emu3-GenType=Gen. Only, Size=8.0B2025.05 | 39 | 34 | 45 | 48 | 41 | 45 | 27 | |
| ChameleonType=Und. and Gen., Size=7.0B2025.05 | 39 | — | — | — | — | — | — | |
| Emu3Model Capability=Unified2025.06 | 39 | 34 | 45 | 48 | 41 | 45 | 27 | |
| Emu3-Gen2026.04 | 39 | 34 | 45 | 48 | 41 | 45 | 47 | |
| Show-oType=Und. and Gen., Size=1.5B2025.05 | 35 | 28 | 40 | 48 | 30 | 46 | 30 | |
| Janus-ProType=Und. and Gen., Size=7.0B2025.05 | 35 | 30 | 37 | 49 | 36 | 42 | 26 | |
| Show-oModel Capability=Unified2025.06 | 35 | 28 | 40 | 48 | 30 | 46 | 30 | |
| Janus-Pro-7BModel Capability=Unified2025.06 | 35 | 30 | 37 | 49 | 36 | 42 | 26 | |
| Janus-Pro2026.03 | 35 | — | — | — | — | — | — | |
| Janus-Pro-7B2026.04 | 35 | 30 | 37 | 49 | 36 | 42 | 26 | |
| SDv1-5Type=Gen. Only, Size=0.9B2025.05 | 32 | 34 | 35 | 32 | 28 | 29 | 21 | |
| SD v1.52026.04 | 32 | 34 | 35 | 32 | 28 | 29 | 21 | |
| JanusType=Und. and Gen., Size=1.5B2025.05 | 23 | 16 | 26 | 35 | 28 | 30 | 14 | |
| JanusModel Capability=Unified2025.06 | 23 | 16 | 26 | 35 | 28 | 30 | 14 | |
| Janus2025.08 | 23 | 16 | 26 | 35 | 28 | 30 | 14 | |
| Janus2026.04 | 23 | 16 | 26 | 35 | 28 | 30 | 14 | |
| BAGEL2026.03 | 4.7 | — | — | — | — | — | — |