Text-to-Image Generation on HPS v3
15.5772Overall ScoreFLUX.2 4B w/ RTDMD
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FLUX.2 4B w/ RTDMDNFE=42026.05 | 15.5772 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Z-Image 6B w/ TDM-R1NFE=42026.05 | 13.4349 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FLUX.2 9BNFE=42026.05 | 13.2955 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FLUX.2 4BNFE=42026.05 | 12.9295 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Z-Image-Turbo 6BNFE=42026.05 | 12.9136 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FLUX.2 4B2026.05 | 11.7025 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FLUX.2 9B2026.05 | 11.6883 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FLUX + Diff-AidBase Model=FLUX, Extension=Diff-Aid (Ours), Evaluation=Self-evaluated2026.02 | 10.71 | 11.96 | 10.72 | 9.9 | 11.19 | 10.62 | 10.18 | 11.24 | 10.61 | 10.58 | 10.67 | 11.18 | 9.68 | |
| AsymFLUX.2 kleinDiffusion Model Type=Pixel, Resolution=1024x10242026.05 | 10.66 | — | — | — | — | — | — | — | — | — | — | — | — | |
| KolorsRank=12026.01 | 10.55 | 11.79 | 10.47 | 9.87 | 10.82 | 10.6 | 9.89 | 10.68 | 10.93 | 10.5 | 10.63 | 11.06 | 9.51 | |
| KolorsSource=Team, 2024b, Evaluation=Quoted from official HPSv3 leaderboard2026.02 | 10.55 | 11.79 | 10.47 | 9.87 | 10.82 | 10.6 | 9.89 | 10.68 | 10.93 | 9.51 | 10.5 | 10.63 | 11.06 | |
| FLUX + TACAExtension=TACA, Evaluation=Self-evaluated2026.02 | 10.48 | 11.72 | 10.35 | 9.36 | 10.97 | 10.45 | 10.03 | 11.04 | 10.53 | 10.35 | 10.46 | 11.2 | 9.33 | |
| HiDream-O1-Image-Pro#Params=200B+2026.05 | 10.47 | 10.63 | 10.51 | 10.33 | 11.11 | 10.08 | 10.45 | 10.37 | 10.75 | 10.39 | 10.29 | 11.13 | 10.09 | |
| Flux-devRank=22026.01 | 10.43 | 11.7 | 10.32 | 9.39 | 10.93 | 10.38 | 10.01 | 10.84 | 11.24 | 10.21 | 10.38 | 11.24 | 9.16 | |
| FLUXSource=Labs, 2024, Evaluation=Quoted from official HPSv3 leaderboard2026.02 | 10.43 | 11.7 | 10.32 | 9.39 | 10.93 | 10.38 | 10.01 | 10.84 | 11.24 | 9.16 | 10.21 | 10.38 | 11.24 | |
| FLUX.1 devDiffusion Model Type=Latent, Resolution=1024x10242026.05 | 10.43 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FLUXEvaluation=Self-evaluated2026.02 | 10.42 | 11.67 | 10.31 | 9.35 | 10.94 | 10.37 | 9.97 | 10.87 | 10.48 | 10.24 | 10.39 | 11.2 | 9.24 | |
| HiDream-O1-Image#Params=8B2026.05 | 10.37 | 10.59 | 10.44 | 10.29 | 11.02 | 10.34 | 10.37 | 10.54 | 10.5 | 10.09 | 10.38 | 10.85 | 9.68 | |
| Playgroundv2.5Rank=32026.01 | 10.27 | 11.07 | 9.84 | 9.64 | 10.45 | 10.38 | 9.94 | 10.51 | 10.62 | 10.15 | 10.62 | 10.84 | 9.39 | |
| InfinityRank=42026.01 | 10.26 | 11.17 | 9.95 | 9.43 | 10.36 | 9.27 | 10.11 | 10.36 | 10.59 | 10.08 | 10.3 | 10.59 | 9.62 | |
| InfinitySource=Han et al., 2025, Evaluation=Quoted from official HPSv3 leaderboard2026.02 | 10.26 | 11.17 | 9.95 | 9.43 | 10.36 | 9.27 | 10.11 | 10.36 | 10.59 | 9.62 | 10.08 | 10.3 | 10.59 | |
| GPT Image 2#Params=-2026.05 | 10.21 | 10.75 | 9.91 | 10.15 | 10.59 | 10.05 | 10.29 | 10.17 | 10.26 | 10 | 10.07 | 10.75 | 10.05 | |
| Z-Image 6B2026.05 | 10.0857 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Nano Banana 2.0#Params=-2026.05 | 10.01 | 10.18 | 9.18 | 9.58 | 10.96 | 9.71 | 10.04 | 10.38 | 10.36 | 9.89 | 10.14 | 10.61 | 9.14 | |
| Qwen-image#Params=7B + 20B2026.05 | 9.94 | 10.91 | 10.47 | 9.56 | 10.22 | 10.61 | 9.87 | 10.1 | 9.15 | 9.83 | 9.99 | 10.08 | 9.19 | |
| TR-DiT-2.5B + SG (Ours)Rank=5, Guidance=Sparse Guidance2026.01 | 9.87 | 11.32 | 9.45 | 9.15 | 10.21 | 9.82 | 9.01 | 10.39 | 10.41 | 9.57 | 9.81 | 10.82 | 8.42 | |
| CogView4Rank=62026.01 | 9.61 | 10.72 | 9.86 | 9.33 | 9.88 | 9.16 | 9.45 | 9.69 | 9.86 | 9.45 | 9.49 | 10.16 | 8.97 | |
| Qwen-ImageDiffusion Model Type=Latent, Resolution=1024x10242026.05 | 9.52 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FLUX.2 klein BaseDiffusion Model Type=Latent, Resolution=1024x10242026.05 | 9.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SD 3.5 + Diff-AidBase Model=SD 3.5, Extension=Diff-Aid (Ours), Evaluation=Self-evaluated2026.02 | 9.48 | 9.93 | 8.87 | 8.69 | 10.22 | 9 | 9.17 | 9.8 | 9.76 | 9.55 | 9.87 | 10.18 | 8.74 | |
| SD 3.5 + TACAExtension=TACA, Evaluation=Self-evaluated2026.02 | 9.44 | 9.81 | 8.82 | 8.54 | 10.31 | 8.92 | 9.26 | 9.54 | 9.96 | 9.48 | 9.85 | 10.05 | 8.81 | |
| PixArt-ΣRank=72026.01 | 9.37 | 10.08 | 9.07 | 8.41 | 9.83 | 8.86 | 8.87 | 9.44 | 9.57 | 9.52 | 9.73 | 10.35 | 8.58 | |
| PixArt-ΣDiffusion Model Type=Latent, Resolution=1024x10242026.05 | 9.37 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Seedream-4.0#Params=-2026.05 | 9.32 | 9.83 | 9.2 | 8.83 | 9.95 | 8.99 | 9.4 | 9.58 | 9.12 | 9.51 | 9.26 | 9.75 | 9.11 | |
| SD 3.5Evaluation=Self-evaluated2026.02 | 9.31 | 9.66 | 8.63 | 8.58 | 10.03 | 8.81 | 8.9 | 9.58 | 9.67 | 9.46 | 9.78 | 10.05 | 8.6 | |
| FLUX.2 [Dev]#Params=24B + 32B2026.05 | 9.28 | 10.23 | 9.56 | 8.8 | 9.73 | 9.43 | 9.21 | 9.44 | 8.93 | 9.11 | 9.23 | 9.82 | 8.67 | |
| Gemini 2.0 FlashRank=82026.01 | 9.21 | 9.98 | 8.44 | 7.64 | 10.11 | 9.42 | 9.01 | 9.74 | 9.64 | 9.55 | 10.16 | 7.61 | 9.23 | |
| TR-DiT-2.5B + CFGRank=9, Guidance=Classifier-free Guidance2026.01 | 9.21 | 10.54 | 9.33 | 9.15 | 9.34 | 9.41 | 8.44 | 9.36 | 9.51 | 8.57 | 9.34 | 10.42 | 8.6 | |
| PixelDiT-T2IDiffusion Model Type=Pixel, Resolution=1024x10242026.05 | 8.95 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Z-Image-Turbo#Params=4B + 6B2026.05 | 8.35 | 8.98 | 8.29 | 7.65 | 9.26 | 8.51 | 8.33 | 8.81 | 7.83 | 8.57 | 8.46 | 8.64 | 7.93 | |
| Stable Diffusion XLRank=102026.01 | 8.2 | 8.67 | 7.63 | 7.53 | 8.57 | 8.18 | 7.76 | 8.65 | 8.85 | 8.32 | 8.43 | 8.78 | 7.29 | |
| SDXLDiffusion Model Type=Latent, Resolution=1024x10242026.05 | 8.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HunyuanDiTRank=112026.01 | 8.19 | 7.96 | 8.11 | 8.28 | 8.71 | 7.24 | 7.86 | 8.33 | 8.55 | 8.28 | 8.31 | 8.48 | 8.2 | |
| Hunyuan-DiTDiffusion Model Type=Latent, Resolution=1024x10242026.05 | 8.19 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TR-DiT-2.5B (Unguided)Rank=12, Guidance=None2026.01 | 7.76 | 8.49 | 8.04 | 8.33 | 7.97 | 6.63 | 7.77 | 7.4 | 7.38 | 7.02 | 8.02 | 8.06 | 8.01 | |
| Stable Diffusion 3 MediumRank=132026.01 | 5.31 | 6.7 | 5.98 | 5.15 | 5.25 | 4.09 | 5.24 | 4.25 | 5.71 | 5.84 | 6.01 | 5.71 | 4.58 | |
| SD 3Source=Esser et al., 2024, Evaluation=Quoted from official HPSv3 leaderboard2026.02 | 5.31 | 6.7 | 5.98 | 5.15 | 5.25 | 4.09 | 5.24 | 4.25 | 5.71 | 4.58 | 5.84 | 6.01 | 5.71 | |
| Stable Diffusion 2Rank=142026.01 | -0.24 | -0.34 | -0.56 | -1.35 | -0.24 | -0.54 | -0.32 | 1 | 1.11 | -0.01 | -0.38 | -0.38 | -0.84 |