Text-to-Image Generation on T2I-CompBench (Comprehensive Attribute Fidelity)
84.47Color FidelityCoR-Painter
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CoR-PainterMethod Category=AR-based Method + RL2026.03 | 84.47 | 61.94 | 76.93 | 63.84 | 31.44 | — | 41.18 | |
| Janus-FocusDiff-7BMethod Category=AR-based Method + RL2026.03 | 83 | 60.3 | 72.8 | 58.43 | 30.99 | — | 40.98 | |
| GoT-R1-7BMethod Category=AR-based Method + RL2026.03 | 81.39 | 55.49 | 73.39 | 51.27 | 31.69 | — | 40.45 | |
| Stable v3Method Category=Diffusion-based Method2026.03 | 81.32 | 58.85 | 73.34 | 56.02 | 31.4 | — | 39 | |
| T2I-R1Method Category=AR-based Method + RL2026.03 | 81.3 | 58.52 | 72.43 | 57.13 | 30.9 | — | 39.93 | |
| SD3Method Category=Diffusion-based Method2026.03 | 80.94 | 58.64 | 72.97 | 54.55 | 31.43 | — | 38.91 | |
| EMU3Method Category=AR-based Method + RL2026.03 | 75.44 | 57.06 | 71.64 | 52.33 | 30.84 | — | 37 | |
| Show-o+PARMMethod Category=AR-based Method + RL2026.03 | 75 | 56 | 66 | 46.58 | 31 | — | 38.02 | |
| InfinityMethod Category=AR-based Method2026.03 | 73.79 | 46.5 | 59.19 | 40.67 | 30.76 | — | 38.06 | |
| Ctrl-Z‡Base Model=Hunyuan-DiT2025.06 | 73.77 | 54.99 | 66.45 | 25.43 | — | 56.69 | — | |
| SOP-4Base Model=Hunyuan-DiT2025.06 | 73.74 | 53.74 | 64.85 | 21.78 | — | 57.58 | — | |
| DDT-LLaMAMethod Category=AR-based Method2026.03 | 72.8 | 51.4 | 64.2 | — | — | — | — | |
| Ctrl-Z†Base Model=Hunyuan-DiT2025.06 | 71.1 | 51.59 | 63.76 | 21.13 | — | 56.35 | — | |
| SOP-1Base Model=Hunyuan-DiT2025.06 | 71.01 | 49.11 | 63.33 | 21 | — | 54.51 | — | |
| ResamplingBase Model=Hunyuan-DiT2025.06 | 68.86 | 48.58 | 60.86 | 25.29 | — | 54.06 | — | |
| Z-SamplingBase Model=Hunyuan-DiT2025.06 | 68.8 | 48.51 | 60.46 | 22.89 | — | 54.27 | — | |
| PixArt-αMethod Category=Diffusion-based Method2026.03 | 66.9 | 49.27 | 64.77 | 20.64 | 31.97 | — | 34.33 | |
| DDIMBase Model=Hunyuan-DiT2025.06 | 66.46 | 44.32 | 60.06 | 24.18 | — | 53.99 | — | |
| Janus-Pro-7BMethod Category=AR-based Method2026.03 | 63.59 | 35.28 | 49.36 | 35.96 | 30.85 | — | 37.42 | |
| Ctrl-Z‡Base Model=Stable Diffusion 2.12025.06 | 61.26 | 53.97 | 62.24 | 19.29 | — | 53.73 | — | |
| SOP-4Base Model=Stable Diffusion 2.12025.06 | 59.64 | 48.91 | 60.56 | 16.97 | — | 52.85 | — | |
| SD-XLMethod Category=Diffusion-based Method2026.03 | 58.79 | 46.87 | 52.99 | 29.57 | 31.19 | — | 33.84 | |
| Ctrl-Z†Base Model=Stable Diffusion 2.12025.06 | 58.65 | 47.1 | 57.75 | 18.55 | — | 51.83 | — | |
| Show-oMethod Category=AR-based Method2026.03 | 56 | 41 | 46 | 43.82 | 30 | — | 34.1 | |
| SOP-1Base Model=Stable Diffusion 2.12025.06 | 53.85 | 45 | 51.53 | 18.25 | — | 50.81 | — | |
| Z-SamplingBase Model=Stable Diffusion 2.12025.06 | 50.38 | 42.19 | 48.84 | 13.65 | — | 47.77 | — | |
| ResamplingBase Model=Stable Diffusion 2.12025.06 | 48.67 | 40.99 | 47.46 | 14.21 | — | 46.76 | — | |
| DDIMBase Model=Stable Diffusion 2.12025.06 | 46.27 | 41.01 | 46.06 | 13.8 | — | 46.44 | — | |
| LlamaGenMethod Category=AR-based Method2026.03 | 42.02 | 39.67 | 51.03 | 19.75 | 30.5 | — | 30.81 | |
| SD-v1.5Method Category=Diffusion-based Method2026.03 | 37.58 | 37.13 | 41.86 | 16.27 | 31.12 | — | 32.16 | |
| AgentComp2025.12 | 0.8743 | 0.6681 | 0.8142 | 0.4748 | 0.3196 | 0.7378 | 0.4261 | |
| ELDiff (on SD v3.5)Backbone=SD v3.5 Medium, Strategy=finetuned with ELDiff2026.06 | 0.8452 | 0.6241 | 0.7435 | 0.3925 | 0.464 | 0.6613 | — | |
| SD v3.5 ft. w. IterCompBackbone=SD v3.5 Medium, Strategy=finetuned with IterComp2026.06 | 0.8177 | 0.6035 | 0.7358 | 0.3422 | 0.4295 | 0.6254 | — | |
| SD v3.5 ft. w. LLDMBackbone=SD v3.5 Medium, Strategy=finetuned with LLDM2026.06 | 0.8152 | 0.5641 | 0.7184 | 0.3361 | 0.4122 | 0.5961 | — | |
| T2I-R12025.12 | 0.813 | 0.5852 | 0.7243 | 0.3378 | 0.309 | — | 0.3993 | |
| SD v3.5 ft. w. CoMatBackbone=SD v3.5 Medium, Strategy=finetuned with CoMat2026.06 | 0.8124 | 0.5914 | 0.7283 | 0.3681 | 0.4451 | 0.6037 | — | |
| SD v3.5 frozenBackbone=SD v3.5 Medium, Strategy=frozen2026.06 | 0.8033 | 0.5831 | 0.7154 | 0.3102 | 0.401 | 0.6043 | — | |
| SD v3.5 ft. w. TokenComposeBackbone=SD v3.5 Medium, Strategy=finetuned with TokenCompose2026.06 | 0.8023 | 0.5748 | 0.7463 | 0.3651 | 0.4474 | 0.6243 | — | |
| Qwen-Image2025.12 | 0.7835 | 0.5401 | 0.6816 | 0.3647 | 0.3109 | 0.6686 | 0.353 | |
| FLUX2025.12 | 0.7736 | 0.5112 | 0.6325 | 0.2747 | 0.3077 | 0.6162 | 0.3622 | |
| SDv3.52025.12 | 0.7717 | 0.605 | 0.725 | 0.2886 | 0.3176 | 0.6327 | 0.3729 | |
| EvoGen2025.12 | 0.7104 | 0.5457 | 0.7234 | 0.2176 | 0.3308 | — | 0.4252 | |
| ConPreDiff2025.12 | 0.7019 | 0.5637 | 0.7021 | 0.2362 | 0.3195 | — | 0.4184 | |
| PixArt-α2025.12 | 0.6886 | 0.5582 | 0.7044 | 0.2082 | 0.3179 | — | 0.4117 | |
| ELDiff (on SD v2.1)Backbone=SD v2.1, Strategy=finetuned with ELDiff2026.06 | 0.6604 | 0.5325 | 0.6487 | 0.2238 | 0.3204 | 0.5366 | — | |
| GORS2025.12 | 0.6603 | 0.4785 | 0.6287 | 0.1815 | 0.3193 | 0.483 | 0.3328 | |
| RPG2025.12 | 0.6406 | 0.4903 | 0.5597 | 0.2714 | 0.3047 | 0.4742 | 0.3128 | |
| Attn-Excite2025.12 | 0.64 | 0.4517 | 0.5963 | 0.1455 | 0.3109 | 0.4773 | 0.3401 | |
| SDXL2025.12 | 0.6369 | 0.5408 | 0.5637 | 0.2032 | 0.311 | 0.5078 | 0.4091 | |
| SD v2.1 ft. w. IterCompBackbone=SD v2.1, Strategy=finetuned with IterComp2026.06 | 0.6354 | 0.5011 | 0.6124 | 0.1674 | 0.3169 | 0.5136 | — | |
| MCCD2025.12 | 0.6278 | 0.4832 | 0.5647 | 0.235 | 0.3132 | — | 0.3348 | |
| SD v2.1 ft. w. CoMatBackbone=SD v2.1, Strategy=finetuned with CoMat2026.06 | 0.6146 | 0.4835 | 0.5691 | 0.1543 | 0.3144 | 0.5078 | — | |
| SD v2.1 ft. w. TokenComposeBackbone=SD v2.1, Strategy=finetuned with TokenCompose2026.06 | 0.6063 | 0.4934 | 0.6131 | 0.1789 | 0.3185 | 0.5094 | — | |
| DALL-E 22025.12 | 0.575 | 0.5464 | 0.6374 | 0.1283 | 0.3043 | — | 0.3696 | |
| SD v2.1 ft. w. LLDMBackbone=SD v2.1, Strategy=finetuned with LLDM2026.06 | 0.5514 | 0.5007 | 0.5376 | 0.1644 | 0.3192 | 0.5042 | — | |
| SD v2.1 frozenBackbone=SD v2.1, Strategy=frozen2026.06 | 0.5309 | 0.4447 | 0.4929 | 0.1355 | 0.3099 | 0.4896 | — | |
| Structured2025.12 | 0.499 | 0.4218 | 0.49 | 0.1386 | 0.3111 | 0.4557 | 0.3355 | |
| Composable2025.12 | 0.4063 | 0.3299 | 0.3645 | 0.08 | 0.298 | 0.4272 | 0.2898 |