Text Rendering on CVTG-2K (test)
43.53NEDTextDiffuser-2
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TextDiffuser-22026.04 | 43.53 | — | 67.65 | 53.22 | 32.55 | 17.87 | 8.09 | 23.26 | |
| RAG-Diffusion2026.04 | 44.98 | — | 77.97 | 43.88 | 33.16 | 21.16 | 19.1 | 26.48 | |
| FLUX.1 [dev]stage=SFT2026.04 | 46.23 | — | 73.03 | 35.3 | 24.62 | 19.62 | 14.59 | 21.26 | |
| AnyText2026.04 | 46.75 | — | 74.32 | 5.13 | 17.39 | 19.48 | 22.49 | 18.04 | |
| 3DIS2026.04 | 65.05 | — | 77.67 | 44.95 | 39.59 | 38.8 | 33.03 | 38.13 | |
| FLUX.1 [dev]stage=baseline2026.04 | 67.27 | — | 72.65 | 65.32 | 52.73 | 44.91 | 43.12 | 48.78 | |
| FLUX.1 [dev]Access=Open-source, Params=12B2026.02 | 68.79 | 49.65 | 74.01 | — | — | — | — | — | |
| SD3.5-Mediumstage=baseline2026.04 | 73.25 | — | 75.48 | 51.04 | 47.88 | 41.97 | 39.33 | 43.78 | |
| SD3.5-Mediumstage=SFT2026.04 | 82.28 | — | 81.07 | 74.74 | 64.85 | 56.25 | 50.27 | 58.87 | |
| DeepGen 1.0 (SFT)Access=Open-source, Params=3B + 2B, Training=SFT2026.02 | 84.26 | 66.05 | 82.27 | — | — | — | — | — | |
| SD3.5 Large2026.04 | 84.7 | — | 77.97 | 72.93 | 68.25 | 65.74 | 59.4 | 65.48 | |
| FLUX.1 [dev]stage=SFT & Poly-DPO2026.04 | 84.89 | — | 79.39 | 77.33 | 72.03 | 68.93 | 61.69 | 68.59 | |
| TextCrafter2026.04 | 86.79 | — | 78.68 | 76.28 | 76.28 | 74.06 | 69.77 | 73.7 | |
| Nano Banana ProAccess=Closed-source, Params=N/A2026.02 | 87.54 | 77.88 | 73.72 | — | — | — | — | — | |
| Hunyuan-Image 3.0Access=Open-source, Params=80B2026.02 | 87.65 | 76.5 | 81.21 | — | — | — | — | — | |
| SD3.5-Mediumstage=SFT & Poly-DPO2026.04 | 88.53 | — | 82.87 | 81.88 | 74.22 | 69 | 62.52 | 69.95 | |
| DeepGen 1.0 (RL)Access=Open-source, Params=3B + 2B, Training=RL2026.02 | 89.36 | 75.33 | 82.78 | — | — | — | — | — | |
| Qwen-ImageAccess=Open-source, Params=7B + 20B2026.02 | 91.16 | 82.88 | 80.17 | — | — | — | — | — | |
| Seedream 4.0Access=Closed-source, Params=N/A2026.02 | 92.24 | 84.51 | 79.75 | — | — | — | — | — | |
| Z-Image-TurboAccess=Open-source, Params=4B + 6B2026.02 | 92.81 | 85.85 | 80.48 | — | — | — | — | — | |
| LongCat-ImageAccess=Open-source, Params=7B + 6B2026.02 | 93.61 | 86.58 | 78.59 | — | — | — | — | — | |
| GPT-Image-1Access=Closed-source, Params=N/A2026.02 | 94.78 | 85.69 | 79.82 | — | — | — | — | — | |
| GLM-ImageAccess=Open-source, Params=9B + 7B2026.02 | 95.57 | 91.16 | 78.77 | — | — | — | — | — |