Text Rendering on CVTG-2K
97.2NEDSenseNova-U1
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SenseNova-U1# Params=8B2026.05 | 97.2 | — | 82.5 | 94.5 | 95.4 | 94.4 | 93.6 | 94 | |
| Ovis-Image2026.02 | 96.95 | — | 83.68 | 92.48 | 92.39 | 91.8 | 91.66 | 92 | |
| HiDream-O1-Image-Pro# Params=200B+2026.05 | 96.28 | — | 83.49 | 91.33 | 92.21 | 93.65 | 91.75 | 92.22 | |
| HiDream-O1-Image# Params=8B2026.05 | 95.61 | — | 80.76 | 90.85 | 91.59 | 92.16 | 90.15 | 91.28 | |
| GPT Image 22026.05 | 95.15 | — | 77.98 | 89.04 | 88.87 | 91.01 | 90.44 | 90.03 | |
| Seedream-4.02026.05 | 95.11 | — | 80.33 | 89.8 | 89.49 | 90.44 | 90.15 | 90.03 | |
| Seedream 4.02025.12 | 95.07 | — | 78.53 | 88.98 | 91.47 | 89.91 | 88.73 | 89.17 | |
| Seedream 4.52026.03 | 94.8 | — | 80.7 | 87.8 | 89.5 | 90.8 | 90.1 | 89.9 | |
| Seedream 4.5# Params=-2026.05 | 94.8 | — | 80.7 | 87.8 | 89.5 | 90.8 | 90.1 | 89.9 | |
| GPT-Image-1# Params=-2026.05 | 94.8 | — | 79.8 | 87.8 | 86.6 | 87.3 | 82.2 | 85.7 | |
| GPT Image 1Quality=High2026.01 | 94.78 | 85.69 | 79.82 | — | — | — | — | — | |
| GPT Image 12026.02 | 94.78 | — | 79.82 | 87.79 | 86.59 | 87.31 | 82.18 | 85.69 | |
| GPT Image 1 [High]2026.05 | 94.78 | — | 79.82 | 87.79 | 86.59 | 87.31 | 82.18 | 85.69 | |
| FLUX.2 [Dev]# Params=24B + 32B2026.05 | 94.75 | — | 81.04 | 92.61 | 88.97 | 89.95 | 87.32 | 89.26 | |
| SenseNova-U1# Params=8BA3B2026.05 | 94.4 | — | 82.4 | 88.4 | 88.3 | 88.3 | 87.5 | 88.1 | |
| Z-Image#Params=6B2026.03 | 93.7 | — | 79.7 | 90.1 | 87.2 | 86.5 | 85.1 | 86.7 | |
| JoyAI-Image# Params=16B2026.05 | 93.7 | — | 79.9 | — | — | — | — | 87.4 | |
| Z-Image# Params=6B2026.05 | 93.7 | — | 79.7 | 90.1 | 87.2 | 86.5 | 85.1 | 86.7 | |
| Z-Image2026.02 | 93.67 | — | 79.69 | 90.06 | 87.22 | 86.52 | 85.12 | 86.71 | |
| LongCat-Image2025.12 | 93.61 | — | 78.59 | 91.29 | 87.37 | 85.57 | 83.1 | 86.58 | |
| LongCat-Image2026.02 | 93.61 | — | 78.59 | 91.29 | 87.37 | 85.57 | 83.1 | 86.58 | |
| LongCat-ImageType=Gen. Only, Arch.=Diff.2026.04 | 93.6 | — | 78.5 | 91.2 | 87.3 | 85.5 | 83.1 | 86.5 | |
| Qwen-Image2025.12 | 92.97 | — | 80.59 | 83.7 | 83.64 | 83.13 | 81.58 | 82.88 | |
| Z-Image-Turbovariant=Turbo2026.02 | 92.81 | — | 80.48 | 88.72 | 86.62 | 86.28 | 83.47 | 85.85 | |
| Z-Image-Turbo# Params=4B + 6B2026.05 | 92.81 | — | 80.48 | 88.72 | 86.62 | 86.28 | 83.47 | 85.85 | |
| Z-Image-TurboType=Gen. Only, Arch.=Diff.2026.04 | 92.8 | — | 80.4 | 88.7 | 86.6 | 86.2 | 83.4 | 85.8 | |
| Qwen-Image#Params=20B2026.03 | 91.2 | — | 80.2 | 83.7 | 83.6 | 83.1 | 81.6 | 82.9 | |
| Qwen-ImageType=Gen. Only, Arch.=Diff.2026.04 | 91.2 | — | 80.2 | 83.7 | 83.6 | 83.1 | 81.6 | 82.9 | |
| Qwen-Image# Params=20B2026.05 | 91.2 | — | 80.2 | 83.7 | 83.6 | 83.1 | 81.6 | 82.9 | |
| Qwen-Image#Params=20B2026.01 | 91.16 | 82.88 | 80.17 | — | — | — | — | — | |
| Qwen-Image2026.02 | 91.16 | — | 80.17 | 83.7 | 83.64 | 83.13 | 81.58 | 82.88 | |
| Qwen-Image# Params=7B + 20B2026.05 | 91.16 | — | 80.17 | 83.7 | 83.64 | 83.13 | 81.58 | 82.88 | |
| LLaDA2.0-UniType=Unified, Arch.=D-Diff. + Diff.2026.04 | 91.1 | — | 81.8 | 78.8 | 77.6 | 76.3 | 74.6 | 76.5 | |
| NextFlow-RL#Params=7B2026.01 | 90.81 | 78.41 | 82.24 | — | — | — | — | — | |
| TextCrafter#Params=8B, Backbone=SD3.52026.01 | 90.38 | 76 | 80.23 | — | — | — | — | — | |
| Nano Banana 2.02026.05 | 89.45 | — | 72.12 | 74.65 | 77.2 | 80.67 | 79.8 | 78.75 | |
| Amber-Image-10Bnumber of parameters=10B2026.02 | 89.38 | — | 81.16 | 87.91 | 83.39 | 79.59 | 69.52 | 80.11 | |
| HunyuanImage-3.02025.12 | 87.65 | — | 81.21 | 83 | 76.35 | 73.84 | 72.79 | 76.5 | |
| Nano Banana Pro2026.03 | 87.5 | — | 73.7 | 73.7 | 77.5 | 78.6 | 79.3 | 77.9 | |
| Nano-Banana-Pro# Params=-2026.05 | 87.5 | — | 73.7 | 73.7 | 77.5 | 78.6 | 79.3 | 77.9 | |
| TextCrafter#Params=12B, Backbone=FLUX2026.01 | 86.79 | 73.7 | 78.68 | — | — | — | — | — | |
| TextCrafter# Params=7B + 20B2026.05 | 86.79 | — | 78.68 | 76.28 | 76.28 | 74.06 | 69.77 | 73.7 | |
| Seedream 3.02026.01 | 85.37 | 59.24 | 78.21 | — | — | — | — | — | |
| Seedream 3.02026.02 | 85.37 | — | 78.21 | 62.82 | 59.62 | 60.43 | 56.1 | 59.24 | |
| Seedream 3.0Type=Gen. Only, Arch.=Diff.2026.04 | 85.3 | — | 78.2 | 62.8 | 59.6 | 60.4 | 56.1 | 59.2 | |
| Amber-Image-6Bnumber of parameters=6B2026.02 | 85.23 | — | 80.47 | 86.69 | 79.94 | 72 | 64.28 | 75.73 | |
| SD3.5 Large#Params=8B2026.01 | 84.7 | 65.48 | 77.97 | — | — | — | — | — | |
| SD3.5 Largevariant=Large2026.02 | 84.7 | — | 77.97 | 72.93 | 68.25 | 65.74 | 59.4 | 65.48 | |
| SD3.5 Large# Params=5.5B + 8.1B2026.05 | 84.7 | — | 77.97 | 72.93 | 68.25 | 65.74 | 59.4 | 65.48 | |
| Lumina-DiMOO#Params=8B2026.03 | 80.5 | — | 83.1 | 72.3 | 64.6 | 57.1 | 50.5 | 59 | |
| Lumina-DiMOOType=Unified, Arch.=D-Diff.2026.04 | 80.5 | — | 83.1 | 72.3 | 64.6 | 57.1 | 50.5 | 59 | |
| Lumina-DiMOO# Params=8B2026.05 | 80.5 | — | 83.1 | 72.3 | 64.6 | 57.1 | 50.5 | 59 | |
| InternVL-U#Params=2B+1.7B2026.03 | 80.4 | — | 81.6 | 72.9 | 66 | 61.8 | 54.9 | 62.3 | |
| InternVL-UType=Unified, Arch.=AR + Diff.2026.04 | 80.4 | — | 81.6 | 72.9 | 66 | 61.8 | 54.9 | 62.3 | |
| InternVL-U# Params=1.7B2026.05 | 80.4 | — | 81.6 | 72.9 | 66 | 61.8 | 54.9 | 62.3 | |
| NextFlow#Params=7B2026.01 | 78.16 | 55.36 | 80.68 | — | — | — | — | — | |
| FLUX.1 [dev]#Params=12B2026.03 | 68.8 | — | 74 | 60.9 | 55.3 | 46.6 | 43.2 | 49.7 | |
| FLUX.1-dev# Params=12B2026.05 | 68.8 | — | 74 | 60.9 | 55.3 | 46.6 | 43.2 | 49.7 | |
| FLUX.1 dev#Params=12B2026.01 | 68.79 | 49.65 | 74.01 | — | — | — | — | — | |
| FLUX.1 [dev]variant=dev2026.02 | 68.79 | — | 74.01 | 60.89 | 55.31 | 46.61 | 43.16 | 49.65 | |
| FLUX.1 [dev]# Params=4.8B + 12B2026.05 | 68.79 | — | 74.01 | 60.89 | 55.31 | 46.61 | 43.16 | 49.65 | |
| FLUX.1 [Dev]Type=Gen. Only, Arch.=Diff.2026.04 | 68.7 | — | 74 | 60.8 | 55.3 | 46.6 | 43.1 | 49.6 | |
| BAGEL#Params=7B+7B2026.03 | 65.7 | — | 77.9 | 49.8 | 39.1 | 33.2 | 29.1 | 35.6 | |
| BAGELType=Unified, Arch.=AR + Diff.2026.04 | 65.7 | — | 77.9 | 49.8 | 39.1 | 33.2 | 29.1 | 35.6 | |
| BAGEL# Params=7B2026.05 | 65.7 | — | 77.9 | 49.8 | 39.1 | 33.2 | 29.1 | 35.6 | |
| 3DIS#Params=12B2026.01 | 65.05 | 38.13 | 77.67 | — | — | — | — | — | |
| 3DIS# Params=0.81B + 2.6B2026.05 | 65.05 | — | 77.67 | 44.95 | 39.59 | 38.8 | 33.03 | 38.13 | |
| Ovis-U1#Params=2.4B+1.2B2026.03 | 47.7 | — | 72.5 | 13.3 | 10.9 | 9.1 | 6.5 | 9.3 | |
| Ovis-U1# Params=1.2B2026.05 | 47.7 | — | 72.5 | 13.3 | 10.9 | 9.1 | 6.5 | 9.3 | |
| AnyText#Params=1.4B2026.01 | 46.75 | 18.04 | 74.32 | — | — | — | — | — | |
| AnyText# Params=0.123B + 1.2B2026.05 | 46.75 | — | 74.32 | 5.13 | 17.39 | 19.48 | 22.49 | 18.04 | |
| RAG-Diffusion#Params=12B2026.01 | 44.98 | 26.48 | 66.88 | — | — | — | — | — | |
| RAG-Diffusion# Params=4.8B + 12B2026.05 | 44.98 | — | 77.97 | 43.88 | 33.16 | 21.16 | 19.1 | 26.48 | |
| TextDiffuser-2#Params=8B2026.01 | 43.53 | 23.26 | 67.65 | — | — | — | — | — | |
| TextDiffuser-2# Params=0.12B + 0.9B2026.05 | 43.53 | — | 67.65 | 53.22 | 32.55 | 17.87 | 8.09 | 23.26 | |
| Emu3.5# Params=32B2026.05 | — | — | — | — | — | — | — | 91.2 | |
| LongCat-Next# Params=68BA3B2026.05 | — | — | — | — | — | — | — | 76.4 |