Text-to-Image Generation on PartiPrompt (Latency/Step/CLIP/IS)
5.83Latency (s)PJD
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PJDConfiguration=Ours (c=4), c=4, Backbone=Janus-Pro, Resolution=384×3842026.06 | 5.83 | 139 | 2.92 | 4.41 | 32.17 | 19.48 | |
| PJDConfiguration=Ours (c=6), c=6, Backbone=Janus-Pro, Resolution=384×3842026.06 | 6.72 | 162 | 2.54 | 3.56 | 32.17 | 19.51 | |
| GSDConfiguration=w. GSD, Backbone=Janus-Pro, Resolution=384×3842026.06 | 7.02 | 235 | 2.43 | 2.45 | 32.3 | 19.43 | |
| SJDConfiguration=w. SJD, Backbone=Janus-Pro, Resolution=384×3842026.06 | 8.56 | 287 | 1.99 | 2.01 | 32.28 | 19.33 | |
| Parallel Jacobi DecodingModel=LlamaGen-XL, context=c=62026.06 | 11.62 | 212 | 4.61 | 4.83 | 28.41 | 12.86 | |
| Parallel Jacobi DecodingModel=LlamaGen-XL, context=c=82026.06 | 12.89 | 246 | 4.15 | 4.16 | 28.34 | 13.8 | |
| Vanilla ARConfiguration=Vanilla AR, Backbone=Janus-Pro, Resolution=384×3842026.06 | 17.05 | 576 | 1 | 1 | 32.25 | 19.47 | |
| Grouped Speculative DecodingModel=LlamaGen-XL2026.06 | 18.06 | 368 | 2.96 | 2.78 | 27.98 | 12.69 | |
| Parallel Jacobi DecodingModel=Lumina-mGPT, context=c=92026.06 | 25.1 | 324 | 7.23 | 7.27 | 32.11 | 21.09 | |
| Parallel Jacobi DecodingModel=Lumina-mGPT, context=c=112026.06 | 25.46 | 365 | 7.13 | 6.46 | 32.17 | 21.36 | |
| Speculative Jacobi DecodingModel=LlamaGen-XL2026.06 | 25.69 | 558 | 2.08 | 1.83 | 28.53 | 13.82 | |
| Parallel Jacobi DecodingModel=Lumina-mGPT, context=c=162026.06 | 26.05 | 366 | 6.96 | 6.44 | 32.22 | 21.25 | |
| Grouped Speculative DecodingModel=Lumina-mGPT2026.06 | 31.36 | 679 | 5.79 | 3.47 | 32.15 | 21.15 | |
| Speculative Jacobi DecodingModel=Lumina-mGPT2026.06 | 50.61 | 1,043 | 3.58 | 2.26 | 32.4 | 21.22 | |
| Vanilla ARModel=LlamaGen-XL2026.06 | 53.57 | 1,024 | 1 | 1 | 28.86 | 13.91 | |
| Vanilla ARModel=Lumina-mGPT2026.06 | 181.43 | 2,357 | 1 | 1 | 31.42 | 21.24 |