Visual Generation on GenEval
94Two Obj. AccSD3-Medium
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SD3-MediumType=Gen. Only2025.09 | 94 | 99 | 72 | 89 | 33 | 60 | 74 | |
| SD3-Medium# Params=2B, Model Type=Diffusion-based Model2026.05 | 94 | — | 72 | — | — | 60 | 74 | |
| SANA-1.5# Params=4.8B, Model Type=Diffusion-based Model2026.05 | 93 | — | 86 | — | — | 65 | 81 | |
| EvoTokType=Autoregressive2026.03 | 91 | 99 | 44 | 87 | 69 | 62 | — | |
| WinTok# Params=8B, Model Type=Autoregressive-based Model2026.05 | 88 | — | 75 | — | — | 55 | 76 | |
| DALL-E 3Type=Diffusion2026.03 | 87 | 96 | 47 | 83 | 43 | 45 | — | |
| DALL-E 3Type=Gen. Only2025.09 | 87 | 96 | 47 | 83 | 43 | 45 | 67 | |
| DALLE3Model Type=Diffusion-based Model2026.05 | 87 | — | 47 | — | — | 45 | 67 | |
| ILLUMEType=Autoregressive2026.03 | 86 | 99 | 45 | 71 | 39 | 28 | — | |
| ILLUMEType=Und. + Gen.2025.09 | 86 | 99 | 45 | 71 | 39 | 28 | 61 | |
| OursType=Und. + Gen.2025.09 | 86 | 94 | 53 | 89 | 70 | 77 | 78 | |
| Harmon# Params=1.5B, Model Type=Autoregressive-based Model2026.05 | 86 | — | 66 | — | — | 48 | 76 | |
| FUDOKIType=Und. + Gen.2025.09 | 85 | 96 | 56 | 88 | 68 | 67 | 77 | |
| Janus-Pro-1BType=Und. + Gen.2025.09 | 82 | 98 | 51 | 89 | 65 | 56 | 73 | |
| EMU3Type=Autoregressive2026.03 | 81 | 99 | 42 | 80 | 49 | 45 | — | |
| D-DiTType=Und. + Gen.2025.09 | 80 | 97 | 54 | 76 | 32 | 50 | 65 | |
| SDXLType=Diffusion2026.03 | 74 | 98 | 39 | 85 | 15 | 23 | — | |
| SDXLType=Gen. Only2025.09 | 74 | 98 | 39 | 85 | 15 | 23 | 55 | |
| SDXL# Params=2.6B, Model Type=Diffusion-based Model2026.05 | 74 | — | 39 | — | — | 23 | 55 | |
| UniTok# Params=7B, Model Type=Autoregressive-based Model2026.05 | 73 | — | 38 | — | — | 41 | 59 | |
| TokenFlow-XLType=Autoregressive2026.03 | 72 | 93 | 45 | 82 | 45 | 42 | — | |
| Emu3-GenType=Gen. Only2025.09 | 71 | 98 | 34 | 81 | 17 | 21 | 54 | |
| JanusType=Autoregressive2026.03 | 68 | 97 | 30 | 84 | 46 | 42 | — | |
| JanusType=Und. + Gen.2025.09 | 68 | 97 | 30 | 84 | 46 | 42 | 61 | |
| Janus# Params=1.3B, Model Type=Autoregressive-based Model2026.05 | 68 | — | 30 | — | — | 42 | 61 | |
| DALL-E 2Type=Gen. Only2025.09 | 66 | 94 | 49 | 77 | 10 | 19 | 52 | |
| TokenFlow# Params=13B, Model Type=Autoregressive-based Model2026.05 | 66 | — | 40 | — | — | 26 | 55 | |
| TokenFlow-XLType=Und. + Gen.2025.09 | 60 | 95 | 41 | 81 | 16 | 24 | 55 | |
| QLIP-B/16Type=Autoregressive2026.03 | 59 | 91 | 22 | 80 | 17 | 24 | — | |
| SEEDType=Und. + Gen., integrating an external pretrained diffusion model=true2025.09 | 58 | 97 | 26 | 80 | 19 | 14 | 49 | |
| Show-oType=Und. + Gen.2025.09 | 52 | 95 | 49 | 82 | 11 | 28 | 53 | |
| SD v2.1Type=Diffusion2026.03 | 51 | 98 | 44 | 85 | 7 | 17 | — | |
| SDv2.1Type=Gen. Only2025.09 | 51 | 98 | 44 | 85 | 7 | 17 | 50 | |
| PixArt-alphaType=Gen. Only2025.09 | 50 | 98 | 44 | 80 | 8 | 7 | 48 | |
| PixArt-α# Params=0.6B, Model Type=Diffusion-based Model2026.05 | 50 | — | 44 | — | — | 7 | 48 | |
| UniDiscType=Und. + Gen.2025.09 | 47 | 92 | 15 | 67 | 13 | 19 | 42 | |
| LWMType=Und. + Gen.2025.09 | 41 | 93 | 46 | 79 | 9 | 15 | 47 | |
| SD v1.5Type=Diffusion2026.03 | 38 | 97 | 35 | 76 | 4 | 6 | — | |
| SDv1.5Type=Gen. Only2025.09 | 38 | 97 | 35 | 76 | 4 | 6 | 43 | |
| SDv1.5# Params=0.9B, Model Type=Diffusion-based Model2026.05 | 38 | — | 35 | — | — | 6 | 43 | |
| LlamaGenType=Gen. Only2025.09 | 34 | 71 | 21 | 58 | 7 | 4 | 32 | |
| LlamaGen# Params=0.8B, Model Type=Autoregressive-based Model2026.05 | 34 | — | 21 | — | — | 4 | 32 | |
| LDMType=Gen. Only2025.09 | 29 | 92 | 23 | 70 | 2 | 5 | 37 | |
| ChameleonType=Und. + Gen.2025.09 | — | — | — | — | — | — | 39 | |
| Chameleon# Params=7B, Model Type=Autoregressive-based Model2026.05 | — | — | — | — | — | — | 39 | |
| TransfusionType=Und. + Gen.2025.09 | — | — | — | — | — | — | 63 | |
| Transfusion# Params=7B, Model Type=Autoregressive-based Model2026.05 | — | — | — | — | — | — | 63 |