Text-to-image generation on TIIF Bench mini (test)
89.74Overall ScoreSenseNova-U1
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||||||||
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| SenseNova-U1Access=Open-source, # Params=8B2026.05 | 89.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.38 | 91.5 | 88.46 | 91.19 | 85.21 | 85.37 | 83.78 | 84.1 | 100 | 89.59 | 93.66 | |
| Emu3.5Access=Open-source, # Params=32B2026.05 | 89.48 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.05 | 90.5 | 89.8 | 80.85 | 84.65 | 82.91 | 83.76 | 83.45 | 100 | 100 | 94.03 | |
| SenseNova-U1Access=Open-source, # Params=8BA3B2026.05 | 89.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.28 | 90.5 | 86.83 | 87.5 | 87.6 | 87.48 | 86.85 | 87.03 | 96.67 | 90.05 | 90.3 | |
| SenseNova-U1# Params=8B2026.05 | 89.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.02 | 94.5 | 90.49 | 88.06 | 85.34 | 87.23 | 84.14 | 83.14 | 100 | 82.81 | 92.16 | |
| GPT-Image-1Access=Closed-source, # Params=-2026.05 | 89.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.75 | 91.33 | 84.57 | 96.32 | 88.55 | 87.07 | 87.22 | 85.59 | 90 | 89.83 | 89.73 | |
| GPT-Image-1# Params=-2026.05 | 88.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 89.66 | 87.08 | 84.57 | 97.32 | 88.35 | 89.44 | 83.96 | 83.21 | 93.33 | 86.83 | 93.46 | |
| Emu3.5# Params=32B2026.05 | 88.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.41 | 92.5 | 90.78 | 81.94 | 84.04 | 83.08 | 85.73 | 81.09 | 90 | 95.93 | 92.54 | |
| SenseNova-U1# Params=8BA3B2026.05 | 87.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.95 | 92.5 | 89.45 | 81.9 | 84.39 | 83.88 | 86.52 | 81.44 | 96.67 | 82.81 | 91.04 | |
| Qwen-Image# Params=20B2026.05 | 86.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.22 | 91.5 | 90.78 | 79.38 | 80.88 | 78.94 | 81.69 | 78.59 | 100 | 89.14 | 91.42 | |
| Qwen-ImageAccess=Open-source, # Params=20B2026.05 | 86.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 86.18 | 90.5 | 88.22 | 79.81 | 79.3 | 79.21 | 78.85 | 75.57 | 100 | 92.76 | 90.3 | |
| Seedream 3.0Access=Closed-source, # Params=-2026.05 | 86.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.07 | 90.5 | 89.85 | 80.86 | 79.16 | 79.76 | 77.23 | 75.64 | 100 | 97.17 | 83.21 | |
| Seedream 3.0# Params=-2026.05 | 84.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 84.93 | 90 | 85.94 | 78.86 | 80.6 | 81.82 | 78.85 | 78.64 | 93.33 | 87.78 | 83.58 | |
| DALL-E 3Access=Closed-source, # Params=-2026.05 | 74.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.72 | 79.5 | 80.82 | 75.82 | 73.39 | 73.45 | 72.01 | 63.59 | 89.66 | 66.83 | 72.93 | |
| FLUX.1 [dev]# Params=12B2026.05 | 71.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.65 | 83.17 | 80.39 | 72.39 | 68.54 | 73.69 | 73.34 | 71.59 | 66.67 | 52.83 | 71.47 | |
| FLUX.1 [dev]Access=Open-source, # Params=12B2026.05 | 71.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.12 | 87.05 | 87.25 | 75.01 | 65.79 | 67.07 | 73.84 | 69.09 | 66.67 | 43.83 | 70.72 | |
| DALL-E 3# Params=-2026.05 | 70.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.5 | 79.83 | 78.82 | 76.82 | 67.27 | 67.2 | 71.34 | 60.72 | 86.67 | 54.83 | 60.99 | |
| FLUX.1 [Pro]# Params=-2026.05 | 69.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.91 | 81.33 | 83.82 | 71.57 | 65.37 | 65.57 | 71.47 | 67.72 | 63 | 55.83 | 68.8 | |
| MidJourney v7Access=Closed-source, # Params=-2026.05 | 68.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.41 | 77.58 | 82.07 | 72.57 | 64.66 | 67.2 | 81.22 | 60.72 | 83.33 | 24.83 | 68.83 | |
| SD 3Access=Open-source, # Params=8B2026.05 | 67.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.32 | 83.33 | 82.07 | 71.07 | 61.46 | 61.07 | 68.84 | 50.96 | 66.67 | 59.83 | 63.23 | |
| FLUX.1 [Pro]Access=Closed-source, # Params=-2026.05 | 67.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 79.08 | 78.83 | 82.82 | 75.57 | 61.1 | 62.32 | 69.84 | 65.96 | 63 | 35.83 | 71.8 | |
| Janus-ProAccess=Open-source, # Params=7B2026.05 | 66.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 79.33 | 79.33 | 78.32 | 80.32 | 59.71 | 66.07 | 70.46 | 67.22 | 60 | 28.83 | 65.84 | |
| SD 3# Params=8B2026.05 | 66.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.75 | 79.83 | 78.82 | 74.07 | 59.56 | 64.07 | 70.34 | 57.84 | 76.67 | 20.83 | 67.34 | |
| MidJourney v7# Params=-2026.05 | 65.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 76 | 81.83 | 76.82 | 69.32 | 60.53 | 62.7 | 71.59 | 64.59 | 80 | 20.83 | 63.61 | |
| Janus-Pro# Params=7B2026.05 | 65.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.25 | 82.33 | 73.32 | 79.07 | 58.82 | 56.2 | 70.84 | 59.97 | 70 | 33.83 | 60.25 | |
| Infinity# Params=8B2026.05 | 62.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 75.41 | 76.83 | 77.57 | 71.82 | 54.98 | 55.57 | 64.71 | 59.71 | 73.33 | 23.83 | 56.89 | |
| InfinityAccess=Open-source, # Params=8B2026.05 | 62.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.08 | 74.33 | 72.82 | 72.07 | 56.64 | 60.44 | 74.22 | 60.22 | 80 | 10.83 | 54.28 | |
| Show-oAccess=Open-source, # Params=1.3B2026.05 | 59.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.08 | 74.83 | 78.82 | 65.57 | 53.67 | 60.95 | 68.59 | 66.46 | 63.33 | 3.83 | 55.02 | |
| Show-o# Params=1.3B2026.05 | 58.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 75.83 | 79.83 | 78.32 | 69.32 | 50.38 | 56.82 | 68.96 | 56.22 | 66.67 | 2.83 | 50.92 | |
| BitDanceModel Category=Autoregressive Models2026.02 | — | 79.64 | 78.12 | 78.79 | 80.44 | 83.5 | 87.5 | 77.22 | 77.62 | 75.64 | 76.21 | 72.19 | 71.66 | 72.89 | 78.88 | 68.06 | 66.1 | 70.63 | 67.21 | 96.67 | 90 | 87.78 | 75.57 | 84.33 | 83.96 | — | — | — | — | — | — | — | — | — | — | — | |
| DALL-E 3Model Category=Proprietary Models2026.02 | — | 74.96 | 70.81 | 78.72 | 78.5 | 79.5 | 79.83 | 80.82 | 78.82 | 75.82 | 76.82 | 73.39 | 67.27 | 73.45 | 67.2 | 72.01 | 71.34 | 63.59 | 60.72 | 89.66 | 86.67 | 66.83 | 54.83 | 72.93 | 60.99 | — | — | — | — | — | — | — | — | — | — | — | |
| FLUX.1-devModel Category=Diffusion Models2026.02 | — | 71.09 | 71.78 | 83.12 | 78.65 | 87.05 | 83.17 | 87.25 | 80.39 | 75.01 | 72.39 | 65.79 | 68.54 | 67.07 | 73.69 | 73.84 | 73.34 | 69.09 | 71.59 | 66.67 | 66.67 | 43.83 | 52.83 | 70.72 | 71.47 | — | — | — | — | — | — | — | — | — | — | — | |
| GLM-ImageModel Category=Autoregressive Models2026.02 | — | 81.01 | 81.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GPT Image 1Model Category=Proprietary Models2026.02 | — | 89.15 | 88.29 | 90.75 | 89.66 | 91.33 | 87.08 | 84.57 | 84.57 | 96.32 | 97.32 | 88.55 | 88.35 | 87.07 | 89.44 | 87.22 | 83.96 | 85.59 | 83.21 | 90 | 93.33 | 89.83 | 86.83 | 89.73 | 93.46 | — | — | — | — | — | — | — | — | — | — | — | |
| Hunyuan-DiTModel Category=Diffusion Models2026.02 | — | 51.38 | 53.28 | 69.33 | 69 | 65.83 | 69.83 | 78.07 | 73.82 | 64.07 | 63.32 | 42.62 | 45.45 | 50.2 | 41.57 | 59.22 | 61.84 | 47.84 | 51.09 | 56.67 | 73.33 | 0 | 0.83 | 40.1 | 44.2 | — | — | — | — | — | — | — | — | — | — | — | |
| InfinityModel Category=Autoregressive Models2026.02 | — | 62.07 | 62.32 | 73.08 | 75.41 | 74.33 | 76.83 | 72.82 | 77.57 | 72.07 | 71.82 | 56.64 | 54.98 | 60.44 | 55.57 | 74.22 | 64.71 | 60.22 | 59.71 | 80 | 73.33 | 10.83 | 23.83 | 54.28 | 56.89 | — | — | — | — | — | — | — | — | — | — | — | |
| Janus-ProModel Category=Autoregressive Models2026.02 | — | 66.5 | 65.02 | 79.33 | 78.25 | 79.33 | 82.33 | 78.32 | 73.32 | 80.32 | 79.07 | 59.71 | 58.82 | 66.07 | 56.2 | 70.46 | 70.84 | 67.22 | 59.97 | 60 | 70 | 28.83 | 33.83 | 65.84 | 60.25 | — | — | — | — | — | — | — | — | — | — | — | |
| LightGenModel Category=Autoregressive Models2026.02 | — | 53.22 | 43.41 | 66.58 | 47.91 | 55.83 | 47.33 | 74.82 | 45.82 | 69.07 | 50.57 | 46.74 | 41.53 | 62.44 | 40.82 | 61.71 | 50.47 | 50.34 | 45.34 | 53.33 | 53.33 | 0 | 6.83 | 50.92 | 50.55 | — | — | — | — | — | — | — | — | — | — | — | |
| Lumina-NextModel Category=Diffusion Models2026.02 | — | 50.93 | 52.46 | 64.58 | 66.08 | 56.83 | 59.33 | 67.57 | 71.82 | 69.32 | 67.07 | 44.75 | 45.63 | 51.44 | 43.2 | 51.09 | 59.72 | 44.72 | 54.46 | 70 | 66.67 | 0 | 0.83 | 47.56 | 49.05 | — | — | — | — | — | — | — | — | — | — | — | |
| Midjourney V7Model Category=Proprietary Models2026.02 | — | 68.74 | 65.69 | 77.41 | 76 | 77.58 | 81.83 | 82.07 | 76.82 | 72.57 | 69.32 | 64.66 | 60.53 | 67.2 | 62.7 | 81.22 | 71.59 | 60.72 | 64.59 | 83.33 | 80 | 24.83 | 20.83 | 68.83 | 63.61 | — | — | — | — | — | — | — | — | — | — | — | |
| PixArt-ΣModel Category=Diffusion Models2026.02 | — | 62 | 58.12 | 70.66 | 75.25 | 69.33 | 78.83 | 75.07 | 77.32 | 67.57 | 69.57 | 57.65 | 49.5 | 65.2 | 56.57 | 66.96 | 61.72 | 66.59 | 54.59 | 83.33 | 70 | 1.83 | 1.83 | 62.11 | 52.41 | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen-ImageModel Category=Diffusion Models2026.02 | — | 86.14 | 86.83 | 90.18 | 87.22 | 90.5 | 91.5 | 88.22 | 90.78 | 79.81 | 79.38 | 79.3 | 80.88 | 79.21 | 78.94 | 78.85 | 81.69 | 75.57 | 78.59 | 100 | 100 | 92.76 | 89.14 | 90.3 | 91.42 | — | — | — | — | — | — | — | — | — | — | — | |
| SANA 1.5Model Category=Diffusion Models2026.02 | — | 67.15 | 65.73 | 79.66 | 77.08 | 79.83 | 77.83 | 85.57 | 83.57 | 73.57 | 69.82 | 61.5 | 60.67 | 65.32 | 56.57 | 69.96 | 73.09 | 62.96 | 65.84 | 80 | 80 | 17.83 | 15.83 | 71.07 | 68.83 | — | — | — | — | — | — | — | — | — | — | — | |
| SD 3Model Category=Diffusion Models2026.02 | — | 67.46 | 66.09 | 78.32 | 77.75 | 83.33 | 79.83 | 82.07 | 78.82 | 71.07 | 74.07 | 61.46 | 59.56 | 61.07 | 64.07 | 68.84 | 70.34 | 50.96 | 57.84 | 66.67 | 76.67 | 59.83 | 20.83 | 63.23 | 67.34 | — | — | — | — | — | — | — | — | — | — | — | |
| Seedream 3.0Model Category=Proprietary Models2026.02 | — | 86.02 | 84.31 | 87.07 | 84.93 | 90.5 | 90 | 89.85 | 85.94 | 80.86 | 78.86 | 79.16 | 80.6 | 79.76 | 81.82 | 77.23 | 78.85 | 75.64 | 78.64 | 100 | 93.33 | 97.17 | 87.78 | 83.21 | 83.58 | — | — | — | — | — | — | — | — | — | — | — | |
| Z-ImageModel Category=Diffusion Models2026.02 | — | 80.2 | 83.04 | 78.36 | 82.79 | 79.5 | 86.5 | 80.45 | 79.94 | 75.13 | 81.94 | 72.89 | 77.02 | 72.91 | 77.56 | 66.99 | 73.82 | 73.89 | 75.62 | 90 | 93.33 | 94.84 | 93.21 | 88.06 | 85.45 | — | — | — | — | — | — | — | — | — | — | — | |
| Z-Image-TurboModel Category=Diffusion Models2026.02 | — | 77.73 | 80.05 | 81.85 | 81.59 | 86.5 | 87 | 82.88 | 79.99 | 76.17 | 77.77 | 68.32 | 74.69 | 72.04 | 75.24 | 60.22 | 73.33 | 68.9 | 71.92 | 83.33 | 93.33 | 83.71 | 84.62 | 85.82 | 77.24 | — | — | — | — | — | — | — | — | — | — | — |