Image Generation on PartiPrompts (Efficiency Measured)
4.72Step CompressionSJD2
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SJD2Backbone=Emu3, Training-Free=✗, Lossless=✗2026.03 | 4.72 | 2.04 | — | 31.23 | |
| SJD-PACBackbone=Lumina-mGPT, Training-Free=✓, Lossless=✓2026.03 | 4.62 | 3.97 | — | 32.07 | |
| SJD-PACBackbone=Emu3, Training-Free=✓, Lossless=✓2026.03 | 4.59 | 3.51 | — | 31.87 | |
| SJD2Backbone=Lumina-mGPT, Training-Free=✗, Lossless=✗2026.03 | 3.82 | 2.51 | — | 31.54 | |
| GSDBackbone=Lumina-mGPT, Training-Free=✓, Lossless=✗, G=502026.03 | 3.76 | 4.65 | — | 31.25 | |
| LANTERN++Backbone=Lumina-mGPT, Training-Free=✗, Lossless=✗, k=10, λ=22026.03 | 3.02 | 2.1 | — | 31.07 | |
| EAGLEBackbone=Lumina-mGPT, Training-Free=✗, Lossless=✓2026.03 | 2.86 | 2.01 | — | 32.01 | |
| SJDBackbone=Emu3, Training-Free=✓, Lossless=✓2026.03 | 2.35 | 2.11 | — | 31.65 | |
| SJDBackbone=Lumina-mGPT, Training-Free=✓, Lossless=✓2026.03 | 2.28 | 2.13 | — | 32.06 | |
| Lumina-mGPTTraining-Free=✓, Lossless=✓2026.03 | 1 | 1 | — | 32.01 | |
| Emu3Training-Free=✓, Lossless=✓2026.03 | 1 | 1 | — | 31.85 |