Text-to-Image Generation on DPGBench
92.45Attribute ScoreTwinFlow
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TwinFlowNFE=12026.04 | 92.45 | 92.86 | 92.12 | 92.63 | 92.34 | 86.52 | |
| Qwen-Image2026.04 | 92.02 | 94.31 | 91.56 | 92.73 | 91.32 | 88.32 | |
| APEX 20BFine-tuning Protocol=LoRA, r=32, NFE=12026.04 | 91.38 | 90.65 | 90.95 | 91.73 | 93.12 | 86.17 | |
| Seedream 3.02026.04 | 91.36 | 92.78 | 92.65 | 88.24 | 94.31 | 88.27 | |
| SD3.5-Medium2026.04 | 91.01 | 88.83 | 87.9 | 80.7 | 84.08 | 88.68 | |
| FLUX.1-schnell2026.04 | 90.82 | 88.35 | 86.62 | 93.45 | 84.94 | 82 | |
| APEX 20BFine-tuning Protocol=LoRA, r=64, NFE=12026.04 | 90.71 | 91.3 | 91.14 | 91.98 | 92.46 | 85.77 | |
| APEX 20BFine-tuning Protocol=SFT, NFE=12026.04 | 90.65 | 91.17 | 89.76 | 90.75 | 93.25 | 84.59 | |
| APEX 1.6BNFE=12026.04 | 90.63 | 90.98 | 90.56 | 90.94 | 90.77 | 83.22 | |
| APEX 0.6BNFE=12026.04 | 90.44 | 90.77 | 90.36 | 90.73 | 90.58 | 82.66 | |
| Janus-Pro + OSPOSize=1B2025.05 | 90.42 | 87.24 | 89.09 | 87.08 | 89.21 | 84.46 | |
| Lumina-Image 2.02026.04 | 90.2 | 94.85 | 91.97 | — | — | 87.2 | |
| Show-o2Size=7B2025.05 | 89.96 | 91.81 | 91.78 | 91.64 | 89 | 86.14 | |
| Janus-Pro + SILMMSize=1B2025.05 | 89.87 | 91.91 | 88.67 | 82.6 | 78.22 | 83.56 | |
| GPT Image 1 [High]2026.04 | 89.84 | 92.63 | 88.94 | 90.96 | 88.89 | 85.15 | |
| DALL-E 3Size=-2025.05 | 89.61 | 88.39 | 90.58 | 89.83 | 90.97 | 83.5 | |
| HiDream-I1-Full2026.04 | 89.48 | 93.74 | 90.22 | 91.83 | 76.44 | 85.89 | |
| Janus-Pro + SILMMSize=7B2025.05 | 89.47 | 91.26 | 90.33 | 88.37 | 91.46 | 84.56 | |
| Janus-Pro-7B2026.04 | 89.4 | 89.32 | 88.9 | 89.48 | 86.9 | 84.19 | |
| Janus-Pro + OSPOSize=7B2025.05 | 89.03 | 89.45 | 92.14 | 84.22 | 91.09 | 85.61 | |
| SD3.5-Large2026.04 | 88.99 | 87.35 | 84.27 | 93.28 | 83.21 | 80.35 | |
| FLUX.1 [Dev]2026.04 | 88.96 | 90.87 | 90 | 88.33 | 74.35 | 83.84 | |
| PixArt-Σ2026.04 | 88.94 | 86.59 | 82.89 | 87.68 | 86.89 | 80.54 | |
| DALL-E 32026.04 | 88.39 | 90.58 | 89.61 | 89.83 | 90.97 | 83.5 | |
| Unitok-MLLMSize=7B2025.05 | 88.37 | 91.39 | 88.13 | 87.54 | 83.98 | 81.87 | |
| Janus-ProSize=1B2025.05 | 88.17 | 88.98 | 88.63 | 88.3 | 87.58 | 82.63 | |
| Janus-Pro-1B2026.04 | 88.17 | 88.98 | 88.63 | 88.3 | 87.58 | 82.63 | |
| Hunyuan-DiT2026.04 | 88.01 | 74.36 | 80.59 | 86.41 | 84.59 | 78.87 | |
| Janus2026.04 | 87.7 | 85.46 | 87.38 | 86.41 | 82.33 | 79.68 | |
| Emu3-Gen2026.04 | 86.84 | 90.22 | 86.68 | 83.15 | 85.21 | 80.6 | |
| CCFGBackbone=StableDiffusion 32024.11 | 86.5 | 91 | 88.3 | 81.6 | 83.9 | 82.7 | |
| Lumina-Next2026.04 | 86.44 | 80.53 | 88.65 | 81.82 | 82.82 | 74.63 | |
| CFG-zeroBackbone=StableDiffusion 32024.11 | 86.4 | 91.3 | 87.9 | 84.8 | 84.5 | 82.6 | |
| Emu3Size=8B2025.05 | 86.33 | 90.61 | 87.17 | 89.75 | 87.54 | 81.6 | |
| SD3.5-Turbo2026.04 | 86.13 | 84.73 | 80.12 | 91.86 | 79.03 | 78.29 | |
| Janus-ProSize=7B2025.05 | 86.11 | 92.72 | 88.3 | 88.85 | 82.62 | 83.81 | |
| CFGBackbone=StableDiffusion 32024.11 | 86.1 | 91 | 87.8 | 78 | 84.4 | 82.5 | |
| Playground v32026.04 | 85.71 | 90.9 | 91.94 | 90 | 87.04 | 92.72 | |
| SD-XLSize=-2025.05 | 82.43 | 80.91 | 86.76 | 80.41 | 83.27 | 74.65 | |
| CCFGBase Model=SDXL2024.11 | 81 | 87.3 | 82.2 | 60 | 86.3 | 75.2 | |
| SEA-SDXLMerge weight (beta)=50%2026.04 | 80.93 | 87.12 | 81.15 | 60 | 86.02 | 74.61 | |
| SDXL2026.04 | 80.91 | 86.76 | 82.43 | 80.41 | 83.27 | 74.65 | |
| SEA-SDXLMerge weight (beta)=w/o merge2026.04 | 80.79 | 86.92 | 81.57 | 65.2 | 81.16 | 74.32 | |
| CFGBase Model=SDXL2024.11 | 80.7 | 87.1 | 82.7 | 66.8 | 85.4 | 75.1 | |
| SEA-SDXLMerge weight (beta)=25%2026.04 | 80.43 | 86.34 | 81.86 | 61.6 | 85.41 | 74.75 | |
| SEA-SDXLMerge weight (beta)=75%2026.04 | 79.98 | 85.96 | 81.36 | 63.2 | 82.67 | 74.39 | |
| CFG++Base Model=SDXL2024.11 | 79.7 | 87.5 | 82.1 | 64.4 | 87.2 | 74.4 | |
| StabilityAI SDXL2026.04 | 79.18 | 86.38 | 81.07 | 60 | 83.89 | 73.75 | |
| PixArt-α2026.04 | 78.6 | 82.57 | 79.32 | 76.96 | 74.97 | 71.11 | |
| SD v1.52026.04 | 75.39 | 73.49 | 74.23 | 67.81 | 74.63 | 63.18 | |
| CCFGBase Model=StableDiffusion 1.52024.11 | 73.7 | 80 | 73 | 56 | 83 | 64.2 | |
| CFGBase Model=StableDiffusion 1.52024.11 | 73.4 | 79.4 | 73.1 | 55.6 | 83.9 | 63.5 | |
| CFG++Base Model=StableDiffusion 1.52024.11 | 72.2 | 81 | 72 | 55.2 | 76.9 | 63 |