Text-to-Image Generation on UniGenBench (Granular Evaluation)
91.77Attribute ScoreLLaDA2.0-Uni
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LLaDA2.0-UniArch.=D-Diff. + Diff.2026.04 | 91.77 | 95.3 | 93.67 | 85.65 | 86.42 | 63.99 | 72.19 | 85.82 | 90.3 | 31.23 | 79.63 | — | — | |
| Qwen-ImageArch.=Diff.2026.04 | 87.93 | 94.7 | 94.15 | 82.6 | 80.08 | 51.59 | 60.96 | 72.94 | 86.57 | 72.13 | 78.36 | — | — | |
| CapRL-T2IBase Model=FLUX2 Klein 9B2026.06 | 85.04 | — | — | 79.18 | — | 61.24 | — | — | — | — | 80.86 | — | 57.39 | |
| Seedream 3.0Arch.=Diff.2026.04 | 84.62 | 98.19 | 94.9 | 83.14 | 80.18 | 51.83 | 60.3 | 72.32 | 88.74 | 69.86 | 78.41 | — | — | |
| FLUX2 Klein 9BModel=FLUX2 Klein 9B2026.06 | 82.91 | — | — | 76.52 | — | 55.05 | — | — | — | — | 78.59 | — | 55.33 | |
| Z-ImageArch.=Diff.2026.04 | 82.48 | 96.8 | 94.46 | 78.9 | 80.2 | 49.08 | 68.98 | 76.8 | 84.89 | 68.39 | 78.1 | — | — | |
| Lumina-DiMOOArch.=D-Diff.2026.04 | 81.62 | 89.7 | 90.03 | 71.12 | 78.43 | 45.45 | 70.45 | 73.32 | 82.84 | 25.57 | 71.12 | — | — | |
| CapRL-T2IBase Model=FLUX.1-dev2026.06 | 79.49 | — | — | 75.38 | — | 44.5 | — | — | — | — | 71.77 | — | 50.29 | |
| Pave-GRPO (F_mar_sde)Reward Model=HPS-v3 + CLIP, SDE Framework=marginal-preserving (F_mar_sde)2026.06 | 72.22 | 85.4 | 90.66 | 67.11 | 71.95 | — | 60.56 | 52.84 | 73.51 | 35.06 | 63.96 | 30.28 | — | |
| OmniGen2Arch.=AR + Diff.2026.04 | 72.12 | 91.9 | 86.39 | 62.83 | 68.27 | 32.5 | 59.89 | 56.31 | 71.64 | 29.02 | 63.09 | — | — | |
| Pave-GRPO (F_snr_sde)Reward Model=HPS-v3 + CLIP, SDE Framework=SNR-preserving (F_snr_sde)2026.06 | 70.51 | 86.4 | 89.87 | 65.68 | 71.45 | — | 60.56 | 50.26 | 73.88 | 30.46 | 63.23 | 33.26 | — | |
| Flow-GRPOReward Model=HPS-v3 + CLIP2026.06 | 70.19 | 85.8 | 89.08 | 66.06 | 69.67 | — | 60.7 | 51.03 | 73.88 | 30.75 | 62.65 | 29.36 | — | |
| Flow-CPSReward Model=HPS-v3 + CLIP2026.06 | 69.66 | 86.1 | 90.03 | 65.87 | 71.32 | — | 61.36 | 52.19 | 73.51 | 27.3 | 62.65 | 29.13 | — | |
| DanceGRPOReward Model=HPS-v3 + CLIP2026.06 | 68.48 | 85 | 88.29 | 61.12 | 70.05 | — | 59.36 | 48.2 | 71.64 | 30.46 | 61.15 | 28.9 | — | |
| FLUX.1 [dev]Arch.=Diff.2026.04 | 67.84 | 83.9 | 88.92 | 62.17 | 67.26 | 30.91 | 60.96 | 47.04 | 71.83 | 32.18 | 61.3 | — | — | |
| Janus-ProArch.=AR2026.04 | 67.74 | 90.8 | 86.71 | 64.26 | 68.4 | 37.05 | 64.44 | 62.11 | 72.01 | 2.59 | 61.61 | — | — | |
| BAGELArch.=AR + Diff.2026.04 | 67.74 | 90.2 | 85.6 | 61.98 | 70.69 | 30.23 | 66.44 | 58.12 | 76.49 | 7.76 | 61.53 | — | — | |
| Flux.1-devReward Model=HPS-v3 + CLIP2026.06 | 64.32 | 84.6 | 85.76 | 61.22 | 66.37 | — | 58.69 | 46.26 | 70.71 | 33.62 | 59.86 | 27.06 | — | |
| FLUX.1-devModel=FLUX.1-dev2026.06 | 64.32 | — | — | 61.12 | — | 27.52 | — | — | — | — | 59.92 | — | 34.48 | |
| Emu3-GenArch.=AR2026.04 | 51.39 | 86.8 | 77.06 | 40.11 | 49.75 | 19.32 | 52.94 | 36.86 | 44.78 | 1.15 | 46.02 | — | — | |
| MMaDAArch.=D-Diff.2026.04 | 48.39 | 82.4 | 56.65 | 37.83 | 50.25 | 17.95 | 55.75 | 32.35 | 30.22 | 1.15 | 41.35 | — | — |