Text-to-Image Generation on GenEval 1024x1024
0.8Overall Score (GenEval)SparVAR
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SparVARBase Model=Infinity-8B, #Scales=11, Scale Skipping Strategy=w/ skip last 2 scales2026.02 | 0.8 | 2.28 | 0.72 | — | 0.891 | 0.608 | 0.7 | 17.096 | 0.579 | 0.374 | |
| Infinity-8BBase Model=Infinity-8B, #Scales=13, Scale Skipping Strategy=w/o skip scales2026.02 | 0.798 | 1 | 1.65 | — | 0.899 | 0.61 | 0.695 | — | — | — | |
| SparVARBase Model=Infinity-8B, #Scales=13, Scale Skipping Strategy=w/o skip scales2026.02 | 0.796 | 1.57 | 1.05 | — | 0.897 | 0.631 | 0.683 | 29.481 | 0.92 | 0.073 | |
| SparVARBase Model=Infinity-8B, #Scales=10 ∼ 13, Scale Skipping Strategy=w/ dynamic skip last scales2026.02 | 0.796 | 2.05 | 0.8 | — | 0.894 | 0.625 | 0.695 | 19.614 | 0.694 | 0.296 | |
| ScaleKVBase Model=Infinity-8B, #Scales=13, Scale Skipping Strategy=w/o skip scales2026.02 | 0.793 | 0.67 | 2.45 | — | 0.886 | 0.618 | 0.69 | 23.423 | 0.803 | 0.153 | |
| FastVARBase Model=Infinity-8B, #Scales=13, Scale Skipping Strategy=w/o skip scales2026.02 | 0.792 | 1.14 | 1.45 | — | 0.917 | 0.61 | 0.68 | 17.403 | 0.63 | 0.333 | |
| FastVARBase Model=Infinity-8B, #Scales=11, Scale Skipping Strategy=w/ skip last 2 scales2026.02 | 0.79 | 1.79 | 0.92 | — | 0.886 | 0.6 | 0.685 | 15.265 | 0.533 | 0.421 | |
| SkipVAR-8BBase Model=Infinity-8B, #Scales=10 ∼ 13, Scale Skipping Strategy=w/ dynamic skip last scales2026.02 | 0.789 | 1.71 | 0.97 | — | 0.884 | 0.613 | 0.675 | 17.98 | 0.641 | 0.337 | |
| SparVARBase Model=Infinity-2B, #Scales=13, Scale Skipping Strategy=w/o skip scales2026.02 | 0.738 | 1.38 | 0.69 | — | 0.856 | 0.458 | 0.563 | 28.882 | 0.914 | 0.097 | |
| Infinity-2BBase Model=Infinity-2B, #Scales=13, Scale Skipping Strategy=w/o skip scales2026.02 | 0.736 | 1 | 0.96 | — | 0.864 | 0.45 | 0.555 | — | — | — | |
| ScaleKVBase Model=Infinity-2B, #Scales=13, Scale Skipping Strategy=w/o skip scales2026.02 | 0.732 | 0.7 | 1.37 | — | 0.854 | 0.453 | 0.548 | 23.37 | 0.82 | 0.192 | |
| SparVARBase Model=Infinity-2B, #Scales=10 ∼ 13, Scale Skipping Strategy=w/ dynamic skip last scales2026.02 | 0.732 | 1.58 | 0.61 | — | 0.854 | 0.42 | 0.568 | 17.689 | 0.679 | 0.389 | |
| SkipVAR-2BBase Model=Infinity-2B, #Scales=10 ∼ 13, Scale Skipping Strategy=w/ dynamic skip last scales2026.02 | 0.73 | 1.33 | 0.72 | — | 0.854 | 0.418 | 0.565 | 17.65 | 0.678 | 0.391 | |
| SparVARBase Model=Infinity-2B, #Scales=11, Scale Skipping Strategy=w/ skip last 2 scales2026.02 | 0.725 | 1.7 | 0.56 | — | 0.846 | 0.413 | 0.588 | 15.272 | 0.596 | 0.474 | |
| FastVARBase Model=Infinity-2B, #Scales=11, Scale Skipping Strategy=w/ skip last 2 scales2026.02 | 0.716 | 1.33 | 0.72 | — | 0.831 | 0.405 | 0.575 | 12.867 | 0.544 | 0.538 | |
| LACON-AModel Scale=Sana-1.6B2026.03 | 0.715 | — | — | — | — | — | — | — | — | — | |
| FastVARBase Model=Infinity-2B, #Scales=13, Scale Skipping Strategy=w/o skip scales2026.02 | 0.712 | 1.01 | 0.95 | — | 0.831 | 0.438 | 0.52 | 15.618 | 0.632 | 0.428 | |
| LACON-SModel Scale=Sana-1.6B2026.03 | 0.709 | — | — | — | — | — | — | — | — | — | |
| Baseline-BModel Scale=Sana-1.6B2026.03 | 0.683 | — | — | — | — | — | — | — | — | — | |
| LPD-XLType=Parallelized AR, #Para.=760M, #Steps=64, Latency(s)=1.53, Throughput(img/s)=2.852025.07 | 0.62 | — | — | — | — | — | — | — | — | — | |
| Raster Counterpart-XLType=AR, #Para.=760M, #Steps=4096, Latency(s)=93.8, Throughput(img/s)=0.142025.07 | 0.6 | — | — | — | — | — | — | — | — | — | |
| LPD-LType=Parallelized AR, #Para.=344M, #Steps=64, Latency(s)=1.01, Throughput(img/s)=5.282025.07 | 0.58 | — | — | — | — | — | — | — | — | — | |
| Raster Counterpart-LType=AR, #Para.=344M, #Steps=4096, Latency(s)=64.7, Throughput(img/s)=0.202025.07 | 0.55 | — | — | — | — | — | — | — | — | — | |
| BAGELType=Diffusion, #Params (B)=7, Resolution=1024x1024, Hardware=single H100 GPU, Precision=bfloat162026.02 | — | — | 23.1 | — | — | — | — | — | — | — | |
| BitDanceType=Autoregressive, #Params (B)=14, Resolution=1024x1024, Hardware=single H100 GPU, Precision=bfloat162026.02 | — | — | 12.4 | — | — | — | — | — | — | — | |
| GLM-ImageType=Autoregressive, #Params (B)=16, Resolution=1024x1024, Hardware=single H100 GPU, Precision=bfloat162026.02 | — | — | 53.2 | — | — | — | — | — | — | — | |
| NextStep-1Type=Autoregressive, #Params (B)=14, Resolution=1024x1024, Hardware=single H100 GPU, Precision=bfloat162026.02 | — | — | 402 | — | — | — | — | — | — | — | |
| Qwen-ImageType=Diffusion, #Params (B)=20, Resolution=1024x1024, Hardware=single H100 GPU, Precision=bfloat162026.02 | — | — | 20.3 | — | — | — | — | — | — | — | |
| Z-ImageType=Diffusion, #Params (B)=6, Resolution=1024x1024, Hardware=single H100 GPU, Precision=bfloat162026.02 | — | — | 21.1 | — | — | — | — | — | — | — |